Method and system for evaluating stability of huge disaster type debris flow impact protection net structure

Abstract

According to the method and the system for evaluating the stability of the huge disaster type debris flow impact protection net structure, provided by the invention, compared with discrete protection net structure stability information annotation, only protection net structure safety features referring to the protection net structure stability information are discretized into single numerical values for expression; the protection net structure stability information loss referring to the protection net structure stability information in the technology of converting the huge disaster type debris flow simulation information set into the protection net structure stability information can be reduced. Therefore, based on the buffer description vector corresponding to the multi-dimensional protective net structure stable information enriching the protective net structure safety features, the huge disaster type debris flow simulation information set is converted into the protective net structure stable information; it can be ensured that the protection net structure safety feature of the protection net structure stability evaluation result corresponding to the generated huge disaster type debris flow simulation information set is associated with the protection net structure safety feature referring to the protection net structure stability information, and therefore the accuracy and reliability of evaluation can be improved.

Description

Technical Field

[0001] The present application relates to the technical field of stability assessment, and in particular to a stability assessment method and system for a catastrophic debris flow impact protection net structure. Background Art

[0002] The difference between catastrophic debris flow and traditional debris flow classification is that it is classified according to the scale of disaster damage. Catastrophic debris flow is the focus of current debris flow prevention and control work. Its characteristics are mainly reflected in fast flow rate, strong impact, large damage and uncertain scale. However, the existing prevention and control projects for this type of disaster, such as rigid or flexible prevention and control measures of concrete structures, cannot effectively meet the needs of disaster prevention and mitigation in the long term. The theoretical defects in the design of some large-scale and high-frequency catastrophic debris flow ditch prevention and control projects have led to the damage of the control projects. The toughness structure of the rigid tank combined with the flexible tire plays an important role in protecting the dam foundation so that the dam can work for a long time. In order to solve the above technical problems, a stability assessment method for the structure of a catastrophic debris flow impact protection net is needed to overcome the above technical problems. Summary of the invention

[0003] In order to improve the technical problems existing in the related technologies, the present application provides a stability assessment method and system for a catastrophic debris flow impact protection net structure.

[0004] In a first aspect, a method for evaluating the stability of a catastrophic debris flow impact protection net structure is provided, the method comprising: Obtain the catastrophic debris flow simulation information set and reference protection network structure stability information required for analysis; Performing feature extraction processing on the catastrophic debris flow simulation information set to obtain a debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, wherein the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set is used to represent important attribute information of the debris flow in the catastrophic debris flow simulation information set; The reference protection net structure stability information is continuously annotated with the protection net structure stability information to obtain a buffer description vector corresponding to the multi-dimensional protection net structure stability information; the buffer description vector corresponding to the multi-dimensional protection net structure stability information is used to represent the protection net structure safety feature of the reference protection net structure stability information; Based on the buffer description vector corresponding to the multi-dimensional protection net structural stability information and the debris flow impact characteristic vector corresponding to the catastrophic debris flow simulation information set, the protection net structural stability information is subjected to regression analysis processing on the catastrophic debris flow simulation information set to obtain a regression analysis protection net structural stability information queue; the regression analysis protection net structural stability information queue includes a plurality of regression analysis protection net structural stability information that is referenced when the protection net structural stability assessment result corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set is analyzed; The regression analysis protection net structure stability information queue is evaluated and processed to generate a protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set, and the protection net structure safety features of the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set are associated with the protection net structure safety features of the reference protection net structure stability information.

[0005] In the present application, the reference protection net structure stability information is continuously annotated with the protection net structure stability information to obtain a buffer description vector corresponding to the multi-dimensional protection net structure stability information, including: The reference protection net structure stability information is divided and processed to obtain at least one type of protection net structure stability information; Continuous protection net structure stability information annotation processing is performed on each of the protection net structure stability information types to obtain continuous protection net structure stability information annotations of each of the protection net structure stability information types; the continuous protection net structure stability information annotations of the protection net structure stability information types are expressed as multidimensional vectors, and the continuous protection net structure stability information annotations include multiple continuous values, and the multiple continuous values ​​can continuously characterize the protection net structure safety features of the protection net structure stability information types according to the sequence of the moments of the protection net structure stability information types; the protection net structure safety features include at least one of the following: steel bar pulling coefficient, steel bar bending coefficient, interaction between rock flow slurry and coupling effect of debris flow slurry; According to the identification position of at least one type of the protection net structure stability information in the reference protection net structure stability information, continuous protection net structure stability information annotations of at least one type of the protection net structure stability information are fused to obtain a buffer description vector corresponding to the multi-dimensional protection net structure stability information; the vector dimension of the buffer description vector corresponding to the multi-dimensional protection net structure stability information is the same as the sum of the number of continuous values ​​included in the continuous protection net structure stability information annotations of at least one type of the protection net structure stability information.

[0006] In the present application, the continuous protection net structure stability information annotation processing is performed on each of the protection net structure stability information types to obtain the continuous protection net structure stability information annotation of each of the protection net structure stability information types, including: Filtering each type of the protection net structure stability information to obtain each type of the protection net structure stability information after filtering; A multi-level feature extraction process is performed on each of the filtered types of protection net structure stability information to obtain continuous protection net structure stability information annotations for each of the filtered types of protection net structure stability information.

[0007] In the present application, the protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set is analyzed in sequence according to the order of time, and the time is represented by n, where n is an integer greater than or equal to zero; the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set are used to perform a regression analysis of the protection net structure stability information on the catastrophic debris flow simulation information set to obtain a regression analysis protection net structure stability information queue, including: When the moment n=0, the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact characteristic vector corresponding to the catastrophic debris flow simulation information set are subjected to the protection net structure stability information regression analysis to obtain the regression analysis protection net structure stability information at the moment 0; wherein, when n=0, it represents instantaneous information When the moment n>0, the buffer description vector corresponding to the multi-dimensional protection net structure stability information, the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set and the regression analysis protection net structure stability information at each moment before the moment n are subjected to protection net structure stability information regression analysis processing to obtain the regression analysis protection net structure stability information at the moment n; Until the time n reaches the regression analysis time length required for the protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set to be identified; Among them, the regression analysis protection network structure stability information at each of the moments n constitutes a regression analysis protection network structure stability information queue.

[0008] In the present application, the buffer description vector corresponding to the multi-dimensional protection net structure stability information, the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set and the regression analysis protection net structure stability information at each moment before the moment n are subjected to the protection net structure stability information regression analysis processing to obtain the regression analysis protection net structure stability information at the moment n, including: Connecting the buffer description vector corresponding to the multi-dimensional protection net structure stability information, the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, and the regression analysis protection net structure stability information at each time before the time n, to obtain a connected vector; The connected vector is subjected to regression processing to generate regression analysis protection net structural stability information at the time n.

[0009] In the present application, the evaluation and processing of the regression analysis protection net structure stability information queue is performed to generate a protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set, including: Performing convolution processing on each of the regression analysis protection net structure stability information in the regression analysis protection net structure stability information queue to obtain key protection net structure stability information features corresponding to each of the regression analysis protection net structure stability information; Generate regression analysis protection net structure stability information corresponding to each regression analysis protection net structure stability information based on key protection net structure stability information features corresponding to each regression analysis protection net structure stability information; The individual regression analysis protection net structure stability information are connected in chronological order to generate a protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set.

[0010] In the present application, the method is implemented by loading a catastrophic debris flow simulation information set into a protection net structure stability information thread, wherein the catastrophic debris flow simulation information set is loaded into the protection net structure stability information thread and includes a target catastrophic debris flow simulation information set annotation unit, a target continuous protection net structure stability information annotation unit, a target protection net structure stability information regression analysis unit, and a target protection net structure stability information mining unit; The target catastrophic debris flow simulation information set annotation unit is used to perform feature extraction processing on the catastrophic debris flow simulation information set to obtain a debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set; The target continuous protection net structure stability information annotation unit is used to perform continuous protection net structure stability information annotation processing on the reference protection net structure stability information to obtain a buffer description vector corresponding to the multi-dimensional protection net structure stability information; The target protection net structure stability information regression analysis unit is used to perform protection net structure stability information regression analysis processing on the catastrophic debris flow simulation information set based on the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, so as to obtain a regression analysis protection net structure stability information queue; The target protection net structure stability information mining unit is used to evaluate and process the regression analysis protection net structure stability information queue to generate a protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set.

[0011] In the present application, the coefficients of the annotation units of the target catastrophic debris flow simulation information set are preset; the configuration process of loading the catastrophic debris flow simulation information set into the protection network structure stability information thread includes: Obtaining a first data set, wherein the first data set includes a configuration of catastrophic debris flow description elements and a corresponding catastrophic debris flow simulation information set directory; the catastrophic debris flow simulation information set directory is obtained by evaluating the corresponding configuration of catastrophic debris flow description elements as a catastrophic debris flow simulation information set; Using the first data set, an original continuous protection net structure stability information annotation unit and an original protection net structure stability information mining unit are updated to obtain the target continuous protection net structure stability information annotation unit and the target protection net structure stability information mining unit; A second data set is obtained, wherein the second data set includes a debris flow impact feature vector corresponding to a configuration set of catastrophic debris flow simulation information corresponding to a configuration set of catastrophic debris flow simulation information, a buffer description vector corresponding to a configuration set of multi-dimensional protection net structure stability information corresponding to a configuration set of protection net structure stability information, and a drop hammer cycle impact catalog corresponding to the configuration set of protection net structure stability information; the buffer description vector corresponding to the configuration set of multi-dimensional protection net structure stability information is obtained by performing continuous protection net structure stability information annotation processing using the target continuous protection net structure stability information annotation unit; The original protection net structure stability information regression analysis unit is updated using the second data set to obtain the target protection net structure stability information regression analysis unit.

[0012] In the present application, the use of the first data set to update the original continuous protection net structure stability information annotation unit and the original protection net structure stability information mining unit to obtain the target continuous protection net structure stability information annotation unit and the target protection net structure stability information mining unit includes: Using the original continuous protection net structure stability information annotation unit to perform continuous protection net structure stability information annotation processing on the configuration catastrophic debris flow description element, to obtain a buffer description vector corresponding to the configuration multi-dimensional protection net structure stability information; Use the original protection net structure stability information mining unit to evaluate and process the buffer description vector corresponding to the configured multi-dimensional protection net structure stability information, and generate a protection net structure stability evaluation result corresponding to the regression analysis catastrophic debris flow simulation information set corresponding to the configured catastrophic debris flow description element; The protection net structure stability assessment result corresponding to the regression analysis catastrophic debris flow simulation information set is evaluated as the regression analysis catastrophic debris flow simulation information set information corresponding to the catastrophic debris flow simulation information set; According to the direction of reducing the distinction between the regression analysis catastrophic debris flow simulation information set information and the catastrophic debris flow simulation information set directory corresponding to the configured catastrophic debris flow description elements, the original continuous protection net structure stability information annotation unit and the original protection net structure stability information mining unit are updated to obtain the target continuous protection net structure stability information annotation unit and the target protection net structure stability information mining unit.

[0013] In the present application, the use of the second data set to update the original protection net structure stability information regression analysis unit to obtain the target protection net structure stability information regression analysis unit includes: Using the original protection net structure stability information regression analysis unit, based on the debris flow impact feature vector corresponding to the configured catastrophic debris flow simulation information set and the buffer description vector corresponding to the configured multi-dimensional protection net structure stability information, the protection net structure stability information regression analysis processing is performed on the configured catastrophic debris flow simulation information set to obtain a configuration regression analysis protection net structure stability information queue; The drop hammer cycle impact directory is compressed into a regression analysis protection net structure stability information queue directory; the regression analysis protection net structure stability information queue directory includes the real-time protection net structure stability information at each moment after the configuration protection net structure stability information is compressed; In accordance with the direction of reducing the distinction between the configuration regression analysis protection net structure stability information queue and the regression analysis protection net structure stability information queue directory, the original protection net structure stability information regression analysis unit is updated to obtain the target protection net structure stability information regression analysis unit.

[0014] In the present application, the configuration regression analysis protection net structure stability information queue includes the configuration regression analysis protection net structure stability information at each moment; the moment is represented by n, when n is an integer greater than or equal to zero, the original protection net structure stability information regression analysis unit performs protection net structure stability information regression analysis processing on the configuration catastrophic debris flow simulation information set based on the debris flow impact feature vector corresponding to the configuration catastrophic debris flow simulation information set and the buffer description vector corresponding to the configuration multi-dimensional protection net structure stability information, and obtains the configuration regression analysis protection net structure stability information queue, including: Connect the buffer description vector corresponding to the configured protection net structure stability information, the debris flow impact feature vector corresponding to the configured catastrophic debris flow simulation information set, and the real-time protection net structure stability information at each time before time n in the regression analysis protection net structure stability information queue directory to obtain a configured connected vector; The original protection net structure stability information regression analysis unit is used to perform regression processing on the configuration connection vector to obtain the configuration regression analysis protection net structure stability information at time n.

[0015] In a second aspect, a stability assessment system for a catastrophic debris flow impact protection net structure is provided, comprising a processor and a memory communicating with each other, wherein the processor is used to read a computer program from the memory and execute it to implement the above method.

[0016] The stability assessment method and system for a protective net structure impacted by a catastrophic debris flow provided in an embodiment of the present application obtains a catastrophic debris flow simulation information set and a reference protective net structure stability information that need to be analyzed, and then performs feature extraction processing on the catastrophic debris flow simulation information set to obtain a debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set that is used to represent important attribute information of the debris flow in the catastrophic debris flow simulation information set; at the same time, continuous protection net structure stability information annotation is performed on the reference protective net structure stability information to obtain a buffer description vector corresponding to the multi-dimensional protection net structure stability information; since a continuous protection net structure stability information annotation method is used for the reference protective net structure stability information, the continuous protection net structure stability information annotation method can continuously annotate the reference protective net structure stability information in the form of a multi-dimensional vector according to the protection net structure stability information identification order, thereby retaining the protection net structure stability information (or the protection net structure safety feature) of the reference protective net structure stability information to the greatest extent. In this way, based on the buffer description vector corresponding to the multidimensional protection net structure stability information of the reference protection net structure stability information obtained by continuous annotation, and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set of the catastrophic debris flow simulation information set, the catastrophic debris flow simulation information set is subjected to regression analysis processing of the protection net structure stability information, and a regression analysis protection net structure stability information queue can be obtained, wherein the regression analysis protection net structure stability information queue includes multiple regression analysis protection net structure stability information that are referenced when the protection net structure stability assessment results corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set are analyzed; considering that the buffer description vector corresponding to the multidimensional protection net structure stability information retains a large number of protection net structure safety features of the reference protection net structure stability information through multiple continuous values, the regression analysis protection net structure stability information queue obtained based on the buffer description vector corresponding to the multidimensional protection net structure stability information also retains a large number of protection net structure safety features of the reference protection net structure stability information. In this way, by evaluating and processing the regression analysis protection net structure stability information queue, it is possible to generate a protection net structure stability evaluation result corresponding to a catastrophic debris flow simulation information set corresponding to a catastrophic debris flow simulation information set, and it can be ensured that the protection net structure safety characteristics of the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set are related to the protection net structure safety characteristics of the reference protection net structure stability information. In layman's terms, the protection net structure stability information description method of the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set is related to the protection net structure stability information description method of the reference protection net structure stability information. For example, from the auditory effect point of view, the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set and the reference protection net structure stability information are like protection net structure stability information signals emitted by the same object.Through the above-mentioned aspects described, the embodiments of the present application support continuous protection net structure stability information characterization of reference protection net structure stability information, specifically, characterizing the continuous protection net structure safety characteristics of the reference protection net structure stability information according to the protection net structure stability information identification order during the protection net structure stability information feature extraction process of the reference protection net structure stability information, and representing the continuous protection net structure safety characteristics in the form of a buffer description vector corresponding to the multi-dimensional protection net structure stability information, thereby achieving the maximum retention of the protection net structure stability information of the reference protection net structure stability information; compared to the discrete protection net structure stability information annotation which only discretizes the protection net structure safety characteristics of the reference protection net structure stability information into a single numerical value to represent it, the protection net structure stability information loss of the reference protection net structure stability information in the conversion of the catastrophic debris flow simulation information set into the protection net structure stability information technology can be reduced. In this way, the catastrophic debris flow simulation information set is converted into the protection net structure stability information based on the buffer description vector corresponding to the multi-dimensional protection net structure stability information with rich protection net structure safety characteristics. This can ensure that the protection net structure safety characteristics of the protection net structure stability assessment results corresponding to the generated catastrophic debris flow simulation information set are related to the protection net structure safety characteristics of the reference protection net structure stability information (such as the description method of the protection net structure stability assessment results corresponding to the catastrophic debris flow simulation information set and the interaction between the rock flow slurry is close to the reference protection net structure stability information), thereby improving the accuracy and reliability of the assessment. BRIEF DESCRIPTION OF THE DRAWINGS

[0017] In order to more clearly illustrate the technical solutions of the embodiments of the present application, the drawings required for use in the embodiments will be briefly introduced below. It should be understood that the following drawings only show certain embodiments of the present application and therefore should not be regarded as limiting the scope. For ordinary technicians in this field, other related drawings can be obtained based on these drawings without paying creative work.

[0018] Figure 1 A flow chart of a method for evaluating the stability of a catastrophic debris flow impact protection net structure provided in an embodiment of the present application. DETAILED DESCRIPTION

[0019] In order to better understand the above technical scheme, the technical scheme of the present application is described in detail below through the accompanying drawings and specific embodiments. It should be understood that the embodiments of the present application and the specific features in the embodiments are detailed descriptions of the technical scheme of the present application, rather than limitations on the technical scheme of the present application. In the absence of conflict, the embodiments of the present application and the technical features in the embodiments can be combined with each other.

[0020] See also Figure 1, shows a method for evaluating the stability of a catastrophic debris flow impact protection net structure, which may include the technical solutions described in the following steps S301-S305.

[0021] S301: Obtaining a set of catastrophic debris flow simulation information that needs to be analyzed and reference protection network structure stability information.

[0022] For example, the catastrophic debris flow simulation information set is obtained by simulating the catastrophic debris flow by a computer through virtual reality technology such as VR. The reference protection net structure stability information represents the protection information of the guardrail, the stability information of the guardrail, etc.

[0023] The catastrophic debris flow simulation information set that needs to be analyzed is the content of the catastrophic debris flow simulation information set that needs to be evaluated as the protection net structure stability information, and the reference protection net structure stability information is the reference protection net structure stability information used to guide / direct the protection net structure safety characteristics of the protection net structure stability information to be generated in the process of converting the catastrophic debris flow simulation information set to the protection net structure stability information; the catastrophic debris flow simulation information set conversion protection net structure stability technology aims to evaluate the catastrophic debris flow simulation information set as the protection net structure safety characteristics and the protection net structure safety characteristics of the reference protection net structure stability information. Corresponding to the catastrophic debris flow simulation information set corresponding to the protection net structure stability assessment result.

[0024] According to different scenarios of converting the catastrophic debris flow simulation information set into the protection net structure stability information, the sources (i.e., the acquisition methods) of the catastrophic debris flow simulation information set and the reference protection net structure stability information that need to be analyzed will be differentiated.

[0025] It is understandable that the way in which the user inputs the catastrophic debris flow simulation information set to be analyzed and the reference protection net structure stability information in the service interface provided by the application program may be the same or different.

[0026] S302: Perform feature extraction processing on the catastrophic debris flow simulation information set to obtain a debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set.

[0027] Exemplarily, the debris flow impact feature vector includes information such as the source volume of the debris flow and the flow velocity of the debris flow.

[0028] After the computer device obtains the catastrophic debris flow simulation information set that needs to be analyzed, it needs to perform feature extraction processing on the catastrophic debris flow simulation information set, aiming to learn and extract the important attribute information of the debris flow in the catastrophic debris flow simulation information set, so that the extracted important attribute information of the debris flow in the catastrophic debris flow simulation information set can be better used for subsequent tasks (such as converting the catastrophic debris flow simulation information set to the structural stability information of the protective net). Here, the feature extraction processing of the catastrophic debris flow simulation information set is to extract a set of feature vectors from the catastrophic debris flow simulation information set to represent the important attribute information of the debris flow in the catastrophic debris flow simulation information set; in the embodiment of the present application, a set of feature vectors extracted from the catastrophic debris flow simulation information set is called the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set is used to represent the important attribute information of the debris flow in the catastrophic debris flow simulation information set.

[0029] In an embodiment of the present application, it supports the use of a catastrophic debris flow simulation information set annotator to perform feature extraction processing on the catastrophic debris flow simulation information set, and then obtains the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set represented by a vector through an embedding layer in a neural network. Among them, the catastrophic debris flow simulation information set annotator is a general term for a type of catastrophic debris flow simulation information set processing tools, which can effectively help users process and analyze the content of catastrophic debris flow simulation information sets; in an embodiment of the present application, the catastrophic debris flow simulation information set annotator can annotate the input catastrophic debris flow simulation information set with the catastrophic debris flow simulation information set, aiming to annotate the important node set in the catastrophic debris flow simulation information set, and perform word segmentation on the catastrophic debris flow simulation information set to represent the content of the catastrophic debris flow simulation information set as discrete catastrophic debris flow simulation information set annotations; then use the embedding layer to evaluate the catastrophic debris flow simulation information set annotation output by the catastrophic debris flow simulation information set annotator as the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set corresponding to the vector.

[0030] S303: Perform continuous protection net structure stability information annotation processing on the reference protection net structure stability information to obtain a buffer description vector corresponding to the multi-dimensional protection net structure stability information.

[0031] After obtaining the reference protection net structural stability information, the computer device supports continuous protection net structural stability information annotation processing of the reference protection net structural stability information to obtain a buffer description vector corresponding to the multi-dimensional protection net structural stability information of the reference protection net structural stability information; the buffer description vector corresponding to the multi-dimensional protection net structural stability information is a multi-dimensional vector representation, which can be used to completely and continuously characterize the protection net structural safety characteristics of the reference protection net structural stability information. In an embodiment of the present application, by representing the reference protection net structure stability information as a buffer description vector corresponding to the continuous multi-dimensional protection net structure stability information, compared with the related art in which the reference protection net structure stability information is discretized into a number to represent the important attribute information of the debris flow, the protection net structure safety characteristics of the reference protection net structure stability information can be greatly retained, such as the protection net structure stability information of the reference protection net structure stability information at each moment within the protection net structure stability information time period is retained, thereby guiding the generation of a catastrophic debris flow simulation information set based on richer protection net structure safety characteristics. The protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set can be generated, and the correlation between the protection net structure safety characteristics of the protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set and the protection net structure safety characteristics of the reference protection net structure stability information can be improved, that is, the interaction between the output description method and the rock flow slurry and the protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set similar to the reference protection net structure stability information.

[0032] For ease of understanding, an exemplary introduction is given to the process of using a continuous protection net structure stability information annotator to annotate the reference protection net structure stability information. To this end, the embodiment of the present application supports dividing the reference protection net structure stability information before the continuous protection net structure stability information is annotated, such as using a protection net structure stability information segmenter to segment the reference protection net structure stability information, so as to split the reference protection net structure stability information with a longer protection net structure stability information duration into at least one type of protection net structure stability information with a shorter protection net structure stability information duration for easy analysis.

[0033] Then, the computer equipment uses a continuous protection net structure stability information annotator to perform continuous protection net structure stability information annotation processing on each protection net structure stability information type of at least one protection net structure stability information type obtained by division, and obtains continuous protection net structure stability information annotations for each protection net structure stability information type. Among them, the continuous protection net structure stability information annotation of any protection net structure stability information type is expressed as a multidimensional vector (or called a multidimensional vector), which is different from the discrete protection net structure stability information annotator annotating the protection net structure stability information type as a discrete single number. The continuous protection net structure stability information annotation can completely retain all the protection net structure safety characteristics of the protection net structure stability information type within the type time period of the protection net structure stability information type in the form of a multidimensional vector; specifically, the continuous protection net structure stability information annotation includes multiple continuous values, and these multiple continuous values ​​constitute a multidimensional vector, and the multiple continuous values ​​can continuously characterize the protection net structure safety characteristics of the protection net structure stability information type in the order of the time period of the protection net structure stability information type (i.e., the protection net structure stability information duration).

[0034] Among them, in the specific implementation, after receiving no less than one type of protection net structure stability information, the continuous protection net structure stability information annotator first uses the filtering unit to filter each type of protection net structure stability information to obtain each type of filtered protection net structure stability information. Then, the convolution unit is used to perform multi-level feature extraction processing on each type of filtered protection net structure stability information to obtain continuous protection net structure stability information annotations for each type of filtered protection net structure stability information. In detail, the convolution unit includes a one-decision unit, N feature extraction units and a one-decision unit in sequence, where N is a positive integer; the feature extraction unit can extract features from the input filtered protection net structure stability information types, and these features are mainly the safety features of the protection net structure of important attribute information types of debris flow, such as the interaction between rock flow slurry, steel bar pulling coefficient and steel bar bending coefficient, etc. The embodiment of the present application realizes multi-level or multi-stage extraction of protective net structure safety features of the protective net structure stability information type by setting multiple feature extraction units in the continuous protective net structure stability information annotator, which can not only extract the important attribute information content of the debris flow of the protective net structure stability information type, but also extract the safety features of the protective net structure, thereby avoiding the loss of the important attribute information feature extraction of the debris flow for the reference protective net structure stability information in the process of converting the catastrophic debris flow simulation information set to the protective net structure stability information, and improving the performance of converting the catastrophic debris flow simulation information set to the protective net structure stability information technology.

[0035] Finally, based on the above description, each protection net structural stability information type of the reference protection net structural stability information is subjected to continuous protection net structural stability information annotation processing to obtain continuous protection net structural stability information annotations for each protection net structural stability information type, and then according to the identification position of at least one protection net structural stability information type in the reference protection net structural stability information, the continuous protection net structural stability information annotations of at least one protection net structural stability information type are fused to obtain the buffer description vector corresponding to the multi-dimensional protection net structural stability information of the reference protection net structural stability information.

[0036] S304: Based on the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact characteristic vector corresponding to the catastrophic debris flow simulation information set, the catastrophic debris flow simulation information set is subjected to a regression analysis of the protection net structure stability information to obtain a regression analysis protection net structure stability information queue.

[0037] Based on the above steps, the continuous protection net structure stability information annotator is used to perform continuous protection net structure stability information annotation processing on the reference protection net structure stability information to obtain the buffer description vector corresponding to the multi-dimensional protection net structure stability information, and the catastrophic debris flow simulation information set annotator is used to perform feature extraction processing on the catastrophic debris flow simulation information set to obtain the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set. Then, it supports the use of intelligent analysis threads to perform regression analysis processing (or autoregression processing) on ​​the protection net structure stability information of the catastrophic debris flow simulation information set based on the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, and outputs a regression analysis protection net structure stability information queue of regression analysis; the regression analysis protection net structure stability information queue includes multiple regression analysis protection net structure stability information referenced / used at each moment when the protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set is analyzed, and one regression analysis protection net structure stability information is referenced at one moment. That is to say, through the intelligent analysis thread, the buffer description vector corresponding to the multi-dimensional protection net structure stability information based on the reference protection net structure stability information and the debris flow impact characteristic vector corresponding to the catastrophic debris flow simulation information set of the catastrophic debris flow simulation information set can be realized. When the regression analysis of the catastrophic debris flow simulation information set is evaluated as the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set, the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set is the regression analysis protection net structure stability information corresponding to the catastrophic debris flow simulation information set at each moment; the regression analysis protection net structure stability information corresponding to any moment can be understood as the information used to generate the protection net structure stability information signal to be identified corresponding to that moment.

[0038] Considering that the protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set to be generated is analyzed in accordance with the order of time by analyzing the regression analysis protection net structure stability information signal of each moment in sequence; therefore, the embodiment of the present application supports using the moment as a unit, using the autoregressive thread to regress and analyze the regression analysis protection net structure stability information of each moment respectively, and then forming a regression analysis protection net structure stability information queue according to the regression analysis protection net structure stability information of all moments. Based on this, the following introduces the implementation process of using the autoregressive thread to perform regression analysis processing on the protection net structure stability information of the catastrophic debris flow simulation information set based on the buffer description vector corresponding to the multi-dimensional protection net structure stability information of the reference protection net structure stability information and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set of the catastrophic debris flow simulation information set, and obtaining the regression analysis protection net structure stability information queue. In the specific implementation, the time is represented as n, where n is an integer greater than or equal to zero, that is, n=0, 1, 2, ...; when n=0, the buffer description vector corresponding to the multidimensional protection net structure stability information and the debris flow impact characteristic vector corresponding to the catastrophic debris flow simulation information set are loaded into the autoregressive thread for regression analysis processing / autoregressive processing of the protection net structure stability information to obtain the regression analysis protection net structure stability information at time 0; wherein, when n=0 represents instantaneous information, when n>0, the buffer description vector corresponding to the multidimensional protection net structure stability information, the debris flow impact characteristic vector corresponding to the catastrophic debris flow simulation information set and the regression analysis protection net structure stability information at each time before time n are subjected to regression analysis processing of the protection net structure stability information to obtain the regression analysis protection net structure stability information at time n; until time n reaches the regression analysis time length required for the protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set to be identified, that is, until the autoregressive thread regression analysis reaches the end time of the protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set at time n. In this way, the regression protection network structure stability information at each time n using the autoregressive thread regression analysis constitutes a regression protection network structure stability information queue.

[0039] For example, when time n=0, the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set are loaded into the autoregressive thread for regression analysis processing / autoregressive processing of the protection net structure stability information. The process may include: firstly connecting or fusing the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set to obtain a connected vector; and then using an intelligent analysis thread (specifically an autoregressive thread) to regress the connected vector to generate the regression analysis protection net structure stability information at time 0. Similarly, when time n>0, the process of performing regression analysis processing on the buffer description vector corresponding to the multidimensional protection net structural stability information, the debris flow impact characteristic vector corresponding to the catastrophic debris flow simulation information set, and the regression analysis protection net structural stability information at each moment before time n can include: performing vector connection on the buffer description vector corresponding to the multidimensional protection net structural stability information, the debris flow impact characteristic vector corresponding to the catastrophic debris flow simulation information set, and the regression analysis protection net structural stability information at each moment before time n to obtain a connected vector; and then using an intelligent analysis thread (specifically an autoregressive thread) to perform regression processing on the connected vector to generate the regression analysis protection net structural stability information at time n.

[0040] Among them, is the regression analysis protection net structural stability information at time n; is the debris flow impact characteristic vector corresponding to the catastrophic debris flow simulation information set of the catastrophic debris flow simulation information set; is the buffer description vector corresponding to the multidimensional protection net structural stability information of the reference protection net structural stability information; is the regression analysis protection net structural stability information at each time n in all moments n before the moment n. It indicates that vector connection will be performed, specifically, the buffer description vector corresponding to the multidimensional protection net structure stability information is connected to the debris flow impact characteristic vector corresponding to the catastrophic debris flow simulation information set, and the regression analysis protection net structure stability information at each time n in all moments n before moment n is connected to the buffer description vector corresponding to the multidimensional protection net structure stability information, and by fusing the catastrophic debris flow simulation information set annotation for the catastrophic debris flow simulation information set (i.e. the debris flow impact characteristic vector corresponding to the catastrophic debris flow simulation information set) in front and fusing the continuous protection net structure stability information annotation of the reference protection net structure stability information (i.e. the buffer description vector corresponding to the multidimensional protection net structure stability information) in the back as the input condition of the intelligent analysis thread, which helps the intelligent analysis thread to output the regression analysis protection net structure stability information with similar description mode and interaction between the debris flow slurry and the reference protection net structure stability information according to this input condition format.

[0041] In order to facilitate the understanding of the regression analysis and processing process of the protection net structure stability information performed by the intelligent analysis thread described above, the regression analysis and processing of the protection net structure stability information performed by the intelligent analysis thread is taken as an example to obtain the process of regression analysis of the protection net structure stability information at each moment. When n=0, the buffer description vector corresponding to the multi-dimensional protection net structure stability information of the reference protection net structure stability information is first connected to the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set of the catastrophic debris flow simulation information set, and the connected vector is obtained; if the buffer description vector corresponding to the multi-dimensional protection net structure stability information is the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, then the connected vector can be expressed as Then, the connected vector is loaded into the intelligent analysis thread (such as the autoregressive thread) for regression processing to generate the regression analysis protection net structure stability information at time 0; wherein, when n=0, it represents the instantaneous information. The regression analysis protection net structure stability information at time 0 can be expressed as Similarly, when n=1, the reference protection net structure stability information is connected to the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set. The buffer description vector corresponding to the multi-dimensional protection network structure stability information of the information is connected to the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, and the regression analysis protection network structure stability information at time 0 is connected to the buffer description vector corresponding to the multi-dimensional protection network structure stability information to obtain the connected vector. At this time, the connected vector is represented as the connected vector is loaded into the intelligent analysis thread for regression processing to generate the regression analysis protection network structure stability information at time n=1. The regression analysis protection network structure stability information at time n=1 can be represented as and so on, to obtain the regression analysis protection network structure stability information at time n=2 and the regression analysis protection network structure stability information at time n=3. Then, the final regression analysis protection network structure stability information queue is obtained.

[0042] It can be seen from this that, on the one hand, the embodiments of the present application support regression analysis from the time dimension, and the regression analysis protection net structure stability information referenced at each moment when the protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set is analyzed can ensure that the regression analysis protection net structure stability information corresponding to each moment is a regression analysis of the protection net structure safety characteristics based on the reference protection net structure stability information, thereby ensuring that the language description method of the protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set at each moment and the protection net structure safety characteristics such as the interaction between the rock flow slurry can be associated with the protection net structure safety characteristics of the reference protection net structure stability information, thereby improving the evaluation effect of converting the catastrophic debris flow simulation information set to the protection net structure stability information. On the other hand, the embodiment of the present application uses an autoregressive thread to implement regression analysis processing of the protection net structure stability information, that is, the embodiment of the present application essentially proposes an autoregressive catastrophic debris flow simulation information set to convert the protection net structure stability information technology starting from the continuous protection net structure stability information annotation; compared with the non-autoregressive catastrophic debris flow simulation information set evaluation technology, it relies on the autoregressive thread to capture the advantages of time correlation, flexibility and high regression analysis accuracy, and mines the correlation between the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set and the buffer description vector corresponding to the multi-dimensional protection net structure stability information (such as the debris flow impact feature vector corresponding to the previous catastrophic debris flow simulation information set, and the buffer description vector corresponding to the subsequent multi-dimensional protection net structure stability information), as well as the correlation between the regression analysis protection net structure stability information at different moments, thereby improving the accuracy of the regression analysis protection net structure stability information at each moment, which is beneficial to improving the correlation between the protection net structure stability evaluation results corresponding to the subsequently generated catastrophic debris flow simulation information set and the reference protection net structure stability information.

[0043] S305: Evaluate and process the regression analysis protection net structure stability information queue to generate a protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set.

[0044] Based on the above steps, in the part of catastrophic debris flow simulation information set, it is supported to represent the catastrophic debris flow simulation information set as a discrete catastrophic debris flow simulation information set annotation through the catastrophic debris flow simulation information set annotator, and evaluate it as the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set through the embedding layer; and in the part of protection net structure stability information, the reference protection net structure stability information is directly evaluated as the buffer description vector corresponding to the multi-dimensional protection net structure stability information using the continuous protection net structure stability information annotator, without discretizing the vector into a single number (i.e. discrete annotation). And the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set and the buffer description vector corresponding to the multi-dimensional protection net structure stability information are input into the intelligent analysis thread for autoregression generation, and the output is the regression analysis protection net structure stability information queue. The regression analysis protection net structure stability information queue is the result of compressing the reference protection net structure stability information and the catastrophic debris flow simulation information set. The embodiment of the present application also needs to mine the compressed result (i.e., the regression analysis protection net structure stability information) to restore the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set; specifically, the regression analysis protection net structure stability information queue is evaluated and processed to obtain the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set whose protection net structure safety characteristics in the time domain are similar to the protection net structure safety characteristics of the reference protection net structure stability information.

[0045] In an embodiment of the present application, a protection net structure stability information miner can be used to implement the evaluation result of the protection net structure stability corresponding to the catastrophic debris flow simulation information set corresponding to the regression analysis protection net structure stability information queue evaluation. Among them, the protection net structure stability information miner mainly mines and processes the regression analysis protection net structure stability information queue through built-in feature extraction units and feedforward neural network (FNN) and other units to restore the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set. Specifically, the protection net structure stability information miner uses convolution kernels of different sizes to perform convolution processing on each regression analysis protection net structure stability information in the input regression analysis protection net structure stability information queue, and obtains the key protection net structure stability information features (such as key protection net structure safety features) corresponding to each regression analysis protection net structure stability information; then, the protection net structure stability information miner generates the regression analysis protection net structure stability information corresponding to each regression analysis protection net structure stability information based on the key protection net structure stability information features corresponding to each regression analysis protection net structure stability information, and uses flow-matching technology to help adjust the rhythm and tone of the regression analysis protection net structure stability information during the evaluation process, so as to ensure that the synthesized regression analysis protection net structure stability information has better credibility and confidence; after obtaining the regression analysis protection net structure stability information corresponding to each regression analysis protection net structure stability information, the protection net structure stability information miner connects each regression analysis protection net structure stability information in chronological order, that is, generates the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set.

[0046] To summarize, the protection net structure stability information processing scheme provided in the embodiment of the present application, on the one hand, supports continuous protection net structure stability information characterization of reference protection net structure stability information, specifically, characterizing the continuous protection net structure safety features of the reference protection net structure stability information according to the protection net structure stability information identification order during the protection net structure stability information feature extraction process of the reference protection net structure stability information, and representing the continuous protection net structure safety features in the form of a buffer description vector corresponding to the multi-dimensional protection net structure stability information, thereby achieving the maximum retention of the protection net structure stability information of the reference protection net structure stability information; compared with the discrete protection net structure stability information annotation which only discretizes the protection net structure safety features of the reference protection net structure stability information into a single numerical value to represent it, the protection net structure stability information loss of the reference protection net structure stability information in the conversion of the catastrophic debris flow simulation information set into the protection net structure stability information technology can be reduced. On the other hand, the protection net structure stability information processing scheme is specifically to convert the autoregressive catastrophic debris flow simulation information set into the protection net structure stability information technology starting from the continuous protection net structure stability information annotation; compared with the non-autoregressive catastrophic debris flow simulation information set evaluation technology, it can mine the correlation between the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set and the buffer description vector corresponding to the multidimensional protection net structure stability information, as well as the correlation between the regression analysis protection net structure stability information at different moments, thereby improving the accuracy of the regression analysis protection net structure stability information at each moment, which is conducive to improving the correlation between the protection net structure stability evaluation results corresponding to the subsequently generated catastrophic debris flow simulation information set and the reference protection net structure stability information.

[0047] The regression analysis of the protection net structure stability information quality is mainly used to evaluate the protection net structure stability information quality of the protection net structure stability assessment results corresponding to the generated catastrophic debris flow simulation information set, such as the accuracy of the protection net structure stability information, whether there is interference, and whether there is signal loss. The higher the score of the regression analysis of the protection net structure stability information quality, the better the protection net structure stability information quality of the protection net structure stability assessment results corresponding to the catastrophic debris flow simulation information set. The credibility of the conversion of the catastrophic debris flow simulation information set to the protection net structure stability information is mainly used to evaluate the accuracy of the protection net structure stability assessment results corresponding to the generated catastrophic debris flow simulation information set, such as whether the catastrophic debris flow simulation information set content of the protection net structure stability assessment results corresponding to the catastrophic debris flow simulation information set is consistent with the input catastrophic debris flow simulation information set content, and the correlation between the protection net structure safety characteristics of the protection net structure stability assessment results corresponding to the catastrophic debris flow simulation information set and the protection net structure safety characteristics of the reference protection net structure stability information; the higher the score of the credibility of the conversion of the catastrophic debris flow simulation information set to the protection net structure stability information, the higher the credibility of the protection net structure stability assessment results corresponding to the catastrophic debris flow simulation information set. The interference effect is mainly used to evaluate the level of interference in the protection net structure stability assessment results corresponding to the generated catastrophic debris flow simulation information set; the higher the score of the interference effect, the less unnecessary interference in the protection net structure stability assessment results corresponding to the catastrophic debris flow simulation information set. Continuity is mainly used to evaluate the continuity of the protection net structure stability information signal of the protection net structure stability assessment result corresponding to the generated catastrophic debris flow simulation information set; the higher the continuity score, the more continuous the protection net structure stability information signal of the protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set.

[0048] As described above, the stability assessment method for a catastrophic debris flow impacting a protective net structure provided in an embodiment of the present application is implemented by loading a catastrophic debris flow simulation information set into a protective net structure stability information thread, wherein the catastrophic debris flow simulation information set is loaded into the protective net structure stability information thread and includes a target catastrophic debris flow simulation information set annotation unit (i.e., a configured catastrophic debris flow simulation information set annotator), a target continuous protective net structure stability information annotation unit (i.e., a configured continuous protective net structure stability information annotator), a target protective net structure stability information regression analysis unit (i.e., a configured intelligent analysis thread) and a target protective net structure stability information mining unit (i.e., a configured protective net structure stability information miner).

[0049] An exemplary embodiment of the present application provides another method for evaluating the stability of a catastrophic debris flow impact protection net structure; the method for evaluating the stability of a catastrophic debris flow impact protection net structure may be executed by the aforementioned computer device, such as a terminal; the method for evaluating the stability of a catastrophic debris flow impact protection net structure may include but is not limited to steps S901-S905: S901: Loading the obtained catastrophic debris flow simulation information set and reference protection net structure stability information that need to be analyzed into the catastrophic debris flow simulation information set into the protection net structure stability information thread.

[0050] Exemplarily, a catastrophic debris flow simulation information set is loaded into the thread structure of the protection net structure stability information thread implementation, and the catastrophic debris flow simulation information set is loaded into the protection net structure stability information thread implementation, including a target catastrophic debris flow simulation information set annotation unit, a target continuous protection net structure stability information annotation unit, a target protection net structure stability information regression analysis unit, and a target protection net structure stability information mining unit, and an embedding layer. In the thread reasoning stage, after the computer device receives the catastrophic debris flow simulation information set to be analyzed and the reference audio, the catastrophic debris flow simulation information set to be analyzed and the reference audio can be loaded into the configured catastrophic debris flow simulation information set to be loaded into the protection net structure stability information thread implementation. In this way, the catastrophic debris flow simulation information set is loaded into the protection net structure stability information thread to realize that each unit can be called to execute the conversion of the catastrophic debris flow simulation information set to the protection net structure stability information for the catastrophic debris flow simulation information set and the reference protection net structure stability information; specifically, through step S902, the target catastrophic debris flow simulation information set annotation unit is called to perform feature extraction processing on the catastrophic debris flow simulation information set (specifically including first discretely annotating the catastrophic debris flow simulation information set, and then loading the discretely annotated catastrophic debris flow simulation information set into the embedding layer), and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set of the catastrophic debris flow simulation information set is obtained, and, through step S903, the target continuous protection net structure stability information annotation unit is called to annotate the reference protection net structure stability information. The fixed information is continuously annotated with the protection net structure stability information to obtain the buffer description vector corresponding to the multi-dimensional protection net structure stability information of the reference protection net structure stability information; through step S904, the target protection net structure stability information regression analysis unit is called to perform protection net structure stability information regression analysis on the catastrophic debris flow simulation information set based on the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set to obtain the regression analysis protection net structure stability information queue; and, through step S905, the target protection net structure stability information mining unit is called to evaluate the regression analysis protection net structure stability information queue to generate a protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set.

[0051] S902: The catastrophic debris flow simulation information set is loaded into the target catastrophic debris flow simulation information set annotation unit in the protection network structure stability information thread implementation, which is used to perform feature extraction processing on the catastrophic debris flow simulation information set to obtain the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set.

[0052] S903: The catastrophic debris flow simulation information set is loaded into the target continuous protection net structure stability information annotation unit in the protection net structure stability information thread implementation, which is used to perform continuous protection net structure stability information annotation processing on the reference protection net structure stability information to obtain the buffer description vector corresponding to the multi-dimensional protection net structure stability information.

[0053] S904: The catastrophic debris flow simulation information set is loaded into the target protection net structure stability information regression analysis unit in the protection net structure stability information thread implementation, which is used to perform protection net structure stability information regression analysis processing on the catastrophic debris flow simulation information set based on the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, and obtain the regression analysis protection net structure stability information queue.

[0054] S905: The catastrophic debris flow simulation information set is loaded into the target protection net structure stability information mining unit in the protection net structure stability information thread implementation, which is used to evaluate and process the regression analysis protection net structure stability information queue, and generate a protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set.

[0055] For example, the target catastrophic debris flow simulation information set annotation unit shown in step S902 performs feature extraction processing on the catastrophic debris flow simulation information set to obtain the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, and the step S302 in the embodiment performs feature extraction processing on the catastrophic debris flow simulation information set to obtain the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set. Related description of the specific implementation process.

[0056] Similarly, the target continuous protection net structure stability information annotation unit shown in step S903 performs continuous protection net structure stability information annotation processing on the reference protection net structure stability information to obtain a buffer description vector corresponding to the multi-dimensional protection net structure stability information, and performs continuous protection net structure stability information annotation processing on the reference protection net structure stability information to obtain a buffer description vector corresponding to the multi-dimensional protection net structure stability information.

[0057] Similarly, the target protection net structure stability information regression analysis unit shown in step S904 performs protection net structure stability information regression analysis on the catastrophic debris flow simulation information set based on the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, and obtains the process of regression analysis protection net structure stability information queue. The step S304 in the embodiment shows that based on the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, the protection net structure stability information regression analysis is performed on the catastrophic debris flow simulation information set, and the relevant description of the specific implementation process of the regression analysis protection net structure stability information queue is obtained.

[0058] Similarly, the target protection net structure stability information mining unit shown in step S905 evaluates and processes the regression analysis protection net structure stability information queue to generate a protection net structure stability evaluation result corresponding to a catastrophic debris flow simulation information set, and the step S305 in the embodiment evaluates and processes the regression analysis protection net structure stability information queue to generate a protection net structure stability evaluation result corresponding to a catastrophic debris flow simulation information set.

[0059] The above mainly introduces the stability assessment method of the catastrophic debris flow impact protection net structure provided by the embodiment of the present application from the thread reasoning dimension; the following introduces the configuration process of the embodiment of the present application for loading the catastrophic debris flow simulation information set into the protection net structure stability information thread from the thread configuration dimension.

[0060] Specifically, in the embodiment of the present application, the thread configuration for loading the catastrophic debris flow simulation information set into the protection net structure stability information thread is roughly divided into two steps, namely, the thread configuration of the original continuous protection net structure stability information annotation unit and the original protection net structure stability information mining unit to be configured, and the thread configuration for loading the entire catastrophic debris flow simulation information set into the protection net structure stability information thread. In other words, the embodiment of the present application supports the coefficients of the preset target catastrophic debris flow simulation information set annotation unit, that is, the coefficients of the target catastrophic debris flow simulation information set annotation unit are preset and fixed; in this case, the original continuous protection net structure stability information annotation unit and the original protection net structure stability information mining unit are first jointly / synchronously configured, and after the target continuous protection net structure stability information annotation unit and the target protection net structure stability information mining unit are configured, in the subsequent configuration of the entire catastrophic debris flow simulation information set loaded into the protection net structure stability information thread, the coefficients of the target continuous protection net structure stability information annotation unit and the target protection net structure stability information mining unit are kept fixed, and the coefficients of the original protection net structure stability information regression analysis unit to be configured are updated to obtain the configured target protection net structure stability information regression analysis unit.

[0061] The above-described step-by-step configuration process for loading the catastrophic debris flow simulation information set into the protection network structure stability information thread can be summarized as steps s11-s14, wherein: s11: Obtaining a first data set. The first data set includes a configuration of catastrophic debris flow description elements and a corresponding catastrophic debris flow simulation information set directory; the catastrophic debris flow simulation information set directory is obtained by evaluating the corresponding configuration of catastrophic debris flow description elements as a catastrophic debris flow simulation information set.

[0062] Among them, the first data set is a protection net structure stability information data set used to synchronously update the original continuous protection net structure stability information annotation unit and the original protection net structure stability information mining unit; the first data set includes a configuration of a catastrophic debris flow description element and a catastrophic debris flow simulation information set directory that uses a protection net structure stability information mining device to evaluate the configuration of the catastrophic debris flow description element, and the catastrophic debris flow simulation information set directory mainly includes the catastrophic debris flow simulation information set content included in the configuration of the catastrophic debris flow description element. The embodiment of the present application does not limit the number and source of the catastrophic debris flow description elements configured in the first data set.

[0063] s12: using the first data set to update the original continuous protection net structure stability information annotation unit and the original protection net structure stability information mining unit, and obtain the target continuous protection net structure stability information annotation unit and the target protection net structure stability information mining unit.

[0064] After obtaining the first data set in the thread configuration stage, the original continuous protection net structure stability information annotation unit and the original protection net structure stability information mining unit can be synchronously configured on the first data set to obtain the configured target continuous protection net structure stability information annotation unit and the target protection net structure stability information mining unit. Among them, the connection structure between the original continuous protection net structure stability information annotation unit and the original protection net structure stability information mining unit used in the thread configuration stage, the output of the original continuous protection net structure stability information annotation unit is used as the input of the original protection net structure stability information mining unit, and the configuration goal of the synchronous configuration of the original continuous protection net structure stability information annotation unit and the original protection net structure stability information mining unit is to reduce the loss between the regression analysis catastrophic debris flow simulation information set information evaluated by the original protection net structure stability information mining unit and the catastrophic debris flow simulation information set directory corresponding to the configured catastrophic debris flow description element.

[0065] In the specific implementation, a configuration catastrophic debris flow description element and a corresponding catastrophic debris flow simulation information set directory are obtained from the first data set; the configuration catastrophic debris flow description element is annotated with the continuous protection net structure stability information using the original continuous protection net structure stability information annotation unit, the configuration catastrophic debris flow description element is filtered by the filtering unit in the original continuous protection net structure stability information annotation unit, and then the filtered configuration catastrophic debris flow description element is subjected to multi-level feature extraction processing using the feature extraction unit to obtain a buffer description vector corresponding to the configuration multi-dimensional protection net structure stability information. Then, the buffer description vector corresponding to the configuration multi-dimensional protection net structure stability information is loaded into the original protection net structure stability information mining unit, and the original protection net structure stability information mining unit performs feature recovery through a deep compressor and a multi-layer feature extraction unit to realize the evaluation processing of the buffer description vector corresponding to the configuration multi-dimensional protection net structure stability information, and obtains the regression analysis catastrophic debris flow simulation information set corresponding to the configuration catastrophic debris flow description element. Then, the protection net structure stability assessment result corresponding to the regression analysis catastrophic debris flow simulation information set is evaluated as the regression analysis catastrophic debris flow simulation information set information corresponding to the catastrophic debris flow simulation information set; in this way, the original continuous protection net structure stability information annotation unit and the original protection net structure stability information mining unit can be updated in the direction of reducing the distinction between the regression analysis catastrophic debris flow simulation information set information and the catastrophic debris flow simulation information set directory corresponding to the configured catastrophic debris flow description element, specifically, the distinction value between the regression analysis catastrophic debris flow simulation information set information and the catastrophic debris flow simulation information set directory corresponding to the configured catastrophic debris flow description element is calculated, and the coefficients of the original continuous protection net structure stability information annotation unit and the original protection net structure stability information mining unit are adjusted in the direction of reducing the distinction value to obtain the target continuous protection net structure stability information annotation unit and the target protection net structure stability information mining unit.

[0066] It indicates that the protection net structure stability information miner is used to evaluate the protection net structure stability evaluation result corresponding to the regression analysis catastrophic debris flow simulation information set into the form of a catastrophic debris flow simulation information set, which is the regression analysis catastrophic debris flow simulation information set information corresponding to the evaluated catastrophic debris flow simulation information set.

[0067] s13: obtaining a second data set. The second data set includes a debris flow impact feature vector corresponding to a configuration of a catastrophic debris flow simulation information set, a buffer description vector corresponding to a configuration of a multi-dimensional protection net structure stability information, and a drop hammer cycle impact catalog corresponding to the configuration of the protection net structure stability information.

[0068] When the configured target continuous protection net structure stability information annotation unit is obtained based on the aforementioned step s12, the target continuous protection net structure stability information annotation unit can be used to first perform continuous protection net structure stability information annotation processing on the configured protection net structure stability information to obtain a buffer description vector corresponding to the configured multi-dimensional protection net structure stability information corresponding to the configured protection net structure stability information; and a target catastrophic debris flow simulation information set annotation unit with a fixed coefficient is used to perform feature extraction processing on the configured catastrophic debris flow simulation information set to obtain a debris flow impact feature vector corresponding to the configured catastrophic debris flow simulation information set. In this way, the buffer description vector corresponding to the configured multi-dimensional protection net structure stability information corresponding to the configuration of the protection net structure stability information, the debris flow impact characteristic vector corresponding to the configured catastrophic debris flow simulation information set corresponding to the configuration of the catastrophic debris flow simulation information set, and the drop hammer cyclic impact directory corresponding to the configuration of the protection net structure stability information can constitute a configuration data pair in the second data set; wherein, the drop hammer cyclic impact directory corresponding to the configuration of the protection net structure stability information can be a directory obtained by manually or by using an algorithm to annotate the protection net structure stability information, such as annotating the protection net structure safety characteristics of the configuration of the protection net structure stability information.

[0069] s14: using the second data set to update the original protection net structure stability information regression analysis unit to obtain the target protection net structure stability information regression analysis unit.

[0070] After constructing the second data set, the second data set can be used to perform thread configuration on the original protection net structure stability information regression analysis unit. The thread configuration method follows the configuration method of the autoregressive thread, that is, given an input queue (that is, the buffer description vector corresponding to the configured multi-dimensional protection net structure stability information corresponding to the configured protection net structure stability information and the debris flow impact feature vector corresponding to the configured catastrophic debris flow simulation information set corresponding to the configured catastrophic debris flow simulation information set), the configuration goal is to reduce the difference or similarity between the regression analysis annotation output by the original protection net structure stability information regression analysis unit and the next regression analysis annotation in the second data set, so as to enable the configured target protection net structure stability information regression analysis thread to learn the correlation between the previous and next data in the input queue, such as the correlation between the debris flow impact feature vector corresponding to the previous configured catastrophic debris flow simulation information set and the buffer description vector corresponding to the subsequent configured multi-dimensional protection net structure stability information.

[0071] In a specific implementation, a debris flow impact feature vector corresponding to a configuration catastrophic debris flow simulation information set and a buffer description vector corresponding to a configuration multi-dimensional protection network structure stability information corresponding to a configuration protection network structure stability information associated with the configuration catastrophic debris flow simulation information set are obtained from the second data set; the so-called configuration catastrophic debris flow simulation information set and the configuration protection network structure stability information are associated means that the catastrophic debris flow simulation information set content included in the configuration audio is the configuration catastrophic debris flow simulation information set. Then, the original protection network structure stability information regression analysis unit is used to perform a protection network structure stability information regression analysis process on the configuration catastrophic debris flow simulation information set based on the debris flow impact feature vector corresponding to the configuration catastrophic debris flow simulation information set and the buffer description vector corresponding to the configuration multi-dimensional protection network structure stability information, and obtain a configuration regression analysis protection network structure stability information queue; the configuration regression analysis protection network structure stability information queue includes the configuration regression analysis protection network structure stability information referenced at each moment when the configuration audio is recognized. And, the drop hammer cycle impact directory corresponding to the configuration audio is compressed into a regression analysis protection net structure stability information queue directory, and the regression analysis protection net structure stability information queue directory includes the real-time protection net structure stability information at each moment after the configuration protection net structure stability information is compressed. Further, according to the direction of reducing the distinction between the configuration regression analysis protection net structure stability information queue and the regression analysis protection net structure stability information queue directory, the original protection net structure stability information regression analysis unit is updated to obtain the target protection net structure stability information regression analysis unit.

[0072] It is worth noting that the "configuration regression analysis protection net structure stability information queue" in the above description includes the "configuration regression analysis protection net structure stability information" at each moment of regression analysis using the original protection net structure stability information regression analysis unit.

[0073] Further, as described above, the embodiment of the present application supports the use of the real-time protection net structural stability information at a certain moment to construct the configuration connection vector, that is, the buffer description vector corresponding to the configuration protection net structural stability information, the debris flow impact feature vector corresponding to the configuration catastrophic debris flow simulation information set, and the real-time protection net structural stability information at each moment before the moment n in the regression analysis protection net structural stability information queue directory corresponding to the drop hammer cycle impact directory are used to construct the configuration connection vector. This allows the embodiment of the present application to pre-process the configuration connection vector at each moment, so that when configuring the thread, it is only necessary to call the pre-processed configuration connection vector at each moment; this further improves the configuration speed and efficiency of the regression analysis unit for the original protection net structural stability information to a certain extent. Under this implementation method, the constructed second data set may not include the debris flow impact characteristic vector corresponding to the configured catastrophic debris flow simulation information set, the buffer description vector corresponding to the configured multi-dimensional protection net structure stability information corresponding to the configured protection net structure stability information, and the drop hammer cyclic impact directory corresponding to the configured protection net structure stability information, but directly includes the configured connection vectors at each moment and the drop hammer cyclic impact directory corresponding to the configured protection net structure stability information.

[0074] To sum up, through the step-by-step configuration strategy shown in the above steps s11-s14, on the one hand, the original continuous protection net structure stability information annotation unit and the original protection net structure stability information mining unit can be synchronously configured in a targeted manner, which can effectively improve the continuous protection net structure stability information annotation performance of the configured target continuous protection net structure stability information annotation unit for the reference protection net structure stability information, and can also improve the evaluation performance of the configured target protection net structure stability information mining unit for the regression analysis protection net structure stability information queue. On the other hand, the preferentially configured target continuous protection net structure stability information annotation unit can pre-process the configured protection net structure stability information used for thread configuration, that is, the target continuous protection net structure stability information annotation unit is used to pre-annotate the configured protection net structure stability information into a buffer description vector corresponding to the configured multi-dimensional protection net structure stability information; similarly, the target catastrophic debris flow simulation information set annotation unit is used to pre-extract features of the configured catastrophic debris flow simulation information set used for thread configuration, and obtain the debris flow impact feature vector corresponding to the configured catastrophic debris flow simulation information set; in this way, when performing thread configuration for the original protection net structure stability information regression analysis thread, the pre-processed buffer description vector corresponding to the configured multi-dimensional protection net structure stability information and the debris flow impact feature vector corresponding to the configured catastrophic debris flow simulation information set can be directly called, thereby improving the thread configuration efficiency to a certain extent.

[0075] On the basis of the above, a stability assessment method for a catastrophic debris flow impact protection net structure is provided, the device comprising: The information acquisition module is used to obtain the catastrophic debris flow simulation information set and the reference protection network structure stability information required for analysis; A feature acquisition module is used to perform feature extraction processing on the catastrophic debris flow simulation information set to obtain a debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set is used to represent important debris flow attribute information of the catastrophic debris flow simulation information set; A vector annotation module is used to perform continuous protection net structure stability information annotation processing on the reference protection net structure stability information to obtain a buffer description vector corresponding to the multi-dimensional protection net structure stability information; the buffer description vector corresponding to the multi-dimensional protection net structure stability information is used to represent the protection net structure safety characteristics of the reference protection net structure stability information; An information analysis module is used to perform regression analysis processing of the protection net structure stability information on the catastrophic debris flow simulation information set based on the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact characteristic vector corresponding to the catastrophic debris flow simulation information set, so as to obtain a regression analysis protection net structure stability information queue; the regression analysis protection net structure stability information queue includes a plurality of regression analysis protection net structure stability information that is referenced when the protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set is analyzed; A result evaluation module is used to evaluate and process the regression analysis protection net structure stability information queue to generate a protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set. The protection net structure safety features of the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set are associated with the protection net structure safety features of the reference protection net structure stability information.

[0076] On the basis of the above, a stability assessment system for a catastrophic debris flow impact protection net structure is shown, including a processor and a memory that communicate with each other, and the processor is used to read and execute a computer program from the memory to implement the above method.

[0077] Based on the above, a computer-readable storage medium is also provided, on which a computer program stored implements the above method when running.

[0078] In summary, based on the above scheme, after obtaining the catastrophic debris flow simulation information set and the reference protection net structural stability information that need to be analyzed, the catastrophic debris flow simulation information set is subjected to feature extraction processing to obtain the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set used to represent the important attribute information of the debris flow in the catastrophic debris flow simulation information set; at the same time, the reference protection net structural stability information is continuously annotated with protection net structural stability information to obtain a buffer description vector corresponding to the multi-dimensional protection net structural stability information; since the continuous protection net structural stability information annotation method is used for the reference protection net structural stability information, the continuous protection net structural stability information annotation method can continuously annotate the reference protection net structural stability information in the form of a multi-dimensional vector according to the protection net structural stability information identification order, thereby retaining the protection net structural stability information (or the protection net structural safety characteristics) of the reference protection net structural stability information to the greatest extent. In this way, based on the buffer description vector corresponding to the multidimensional protection net structure stability information of the reference protection net structure stability information obtained by continuous annotation, and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set of the catastrophic debris flow simulation information set, the catastrophic debris flow simulation information set is subjected to regression analysis processing of the protection net structure stability information, and a regression analysis protection net structure stability information queue can be obtained, wherein the regression analysis protection net structure stability information queue includes multiple regression analysis protection net structure stability information that are referenced when the protection net structure stability assessment results corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set are analyzed; considering that the buffer description vector corresponding to the multidimensional protection net structure stability information retains a large number of protection net structure safety features of the reference protection net structure stability information through multiple continuous values, the regression analysis protection net structure stability information queue obtained based on the buffer description vector corresponding to the multidimensional protection net structure stability information also retains a large number of protection net structure safety features of the reference protection net structure stability information. In this way, by evaluating and processing the regression analysis protection net structure stability information queue, it is possible to generate a protection net structure stability evaluation result corresponding to a catastrophic debris flow simulation information set corresponding to a catastrophic debris flow simulation information set, and it can be ensured that the protection net structure safety characteristics of the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set are related to the protection net structure safety characteristics of the reference protection net structure stability information. In layman's terms, the protection net structure stability information description method of the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set is related to the protection net structure stability information description method of the reference protection net structure stability information. For example, from the auditory effect point of view, the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set and the reference protection net structure stability information are like protection net structure stability information signals emitted by the same object.Through the above-mentioned aspects described, the embodiments of the present application support continuous protection net structure stability information characterization of reference protection net structure stability information, specifically, characterizing the continuous protection net structure safety characteristics of the reference protection net structure stability information according to the protection net structure stability information identification order during the protection net structure stability information feature extraction process of the reference protection net structure stability information, and representing the continuous protection net structure safety characteristics in the form of a buffer description vector corresponding to the multi-dimensional protection net structure stability information, thereby achieving the maximum retention of the protection net structure stability information of the reference protection net structure stability information; compared to the discrete protection net structure stability information annotation which only discretizes the protection net structure safety characteristics of the reference protection net structure stability information into a single numerical value to represent it, the protection net structure stability information loss of the reference protection net structure stability information in the conversion of the catastrophic debris flow simulation information set into the protection net structure stability information technology can be reduced. In this way, the catastrophic debris flow simulation information set is converted into the protection net structure stability information based on the buffer description vector corresponding to the multi-dimensional protection net structure stability information with rich protection net structure safety characteristics. This can ensure that the protection net structure safety characteristics of the protection net structure stability assessment results corresponding to the generated catastrophic debris flow simulation information set are related to the protection net structure safety characteristics of the reference protection net structure stability information (such as the description method of the protection net structure stability assessment results corresponding to the catastrophic debris flow simulation information set and the interaction between the rock flow slurry is close to the reference protection net structure stability information), thereby improving the accuracy and reliability of the assessment.

[0079] It should be understood that the system and its modules shown above can be implemented in various ways. For example, in some embodiments, the system and its modules can be implemented by hardware, software, or a combination of software and hardware. Among them, the hardware part can be implemented using dedicated logic; the software part can be stored in a memory and executed by an appropriate instruction execution system, such as a microprocessor or a dedicated design hardware. Those skilled in the art will understand that the above methods and systems can be implemented using computer executable instructions and / or included in a processor control code, such as a carrier medium such as a disk, CD or DVD-ROM, a programmable memory such as a read-only memory (firmware), or a data carrier such as an optical or electronic signal carrier. Such code is provided on the carrier medium such as a disk, CD or DVD-ROM, a programmable memory such as a read-only memory (firmware), or a data carrier such as an optical or electronic signal carrier. The system and its modules of the present application can not only be implemented by hardware circuits such as ultra-large-scale integrated circuits or gate arrays, semiconductors such as logic chips, transistors, or programmable hardware devices such as field programmable gate arrays, programmable logic devices, etc., but can also be implemented by software such as executed by various types of processors, and can also be implemented by a combination of the above hardware circuits and software (e.g., firmware).

[0080] It should be noted that different embodiments may produce different beneficial effects. In different embodiments, the beneficial effects that may be produced may be any one or a combination of the above, or any other beneficial effects that may be obtained.

Claims

1. A stability assessment method for a catastrophic debris flow impact protection net structure, characterized in that: include: Obtain the catastrophic debris flow simulation information set and reference protection network structure stability information required for analysis; Performing feature extraction processing on the catastrophic debris flow simulation information set to obtain a debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, wherein the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set is used to represent important attribute information of the debris flow in the catastrophic debris flow simulation information set; Performing continuous protection net structure stability information annotation processing on the reference protection net structure stability information to obtain a buffer description vector corresponding to the multi-dimensional protection net structure stability information; The buffer description vector corresponding to the multi-dimensional protection net structure stability information is used to represent the protection net structure safety characteristics of the reference protection net structure stability information; Based on the buffer description vector corresponding to the multi-dimensional protection net structural stability information and the debris flow impact characteristic vector corresponding to the catastrophic debris flow simulation information set, the protection net structural stability information is subjected to regression analysis processing on the catastrophic debris flow simulation information set to obtain a regression analysis protection net structural stability information queue; the regression analysis protection net structural stability information queue includes a plurality of regression analysis protection net structural stability information that is referenced when the protection net structural stability assessment result corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set is analyzed; The regression analysis protection net structure stability information queue is evaluated and processed to generate a protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set, and the protection net structure safety features of the protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set are associated with the protection net structure safety features of the reference protection net structure stability information.

2. The method according to claim 1, characterized in that The step of performing continuous protection net structure stability information annotation processing on the reference protection net structure stability information to obtain a buffer description vector corresponding to the multi-dimensional protection net structure stability information includes: The reference protection net structure stability information is divided and processed to obtain at least one type of protection net structure stability information; Continuous protection net structure stability information annotation processing is performed on each of the protection net structure stability information types to obtain continuous protection net structure stability information annotations of each of the protection net structure stability information types; the continuous protection net structure stability information annotations of the protection net structure stability information types are expressed as multidimensional vectors, and the continuous protection net structure stability information annotations include multiple continuous values, and the multiple continuous values ​​can continuously characterize the protection net structure safety features of the protection net structure stability information types according to the sequence of the moments of the protection net structure stability information types; the protection net structure safety features include at least one of the following: steel bar pulling coefficient, steel bar bending coefficient, interaction between rock flow slurry and coupling effect of debris flow slurry; According to the identification position of at least one type of the protection net structure stability information in the reference protection net structure stability information, continuous protection net structure stability information annotations of at least one type of the protection net structure stability information are fused to obtain a buffer description vector corresponding to the multi-dimensional protection net structure stability information; the vector dimension of the buffer description vector corresponding to the multi-dimensional protection net structure stability information is the same as the sum of the number of continuous values ​​included in the continuous protection net structure stability information annotations of at least one type of the protection net structure stability information.

3. The method according to claim 2, characterized in that The continuous protection net structure stability information annotation processing is performed on each of the protection net structure stability information types to obtain the continuous protection net structure stability information annotation of each of the protection net structure stability information types, including: Filtering each type of the protection net structure stability information to obtain each type of the protection net structure stability information after filtering; A multi-level feature extraction process is performed on each of the filtered types of protection net structure stability information to obtain continuous protection net structure stability information annotations for each of the filtered types of protection net structure stability information.

4. The method according to claim 1, characterized in that: The protection net structure stability assessment results corresponding to the catastrophic debris flow simulation information set are analyzed in sequence according to the order of time, where the time is represented by n, and n is an integer greater than or equal to zero; the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set are used to perform a regression analysis of the protection net structure stability information on the catastrophic debris flow simulation information set to obtain a regression analysis protection net structure stability information queue, including: When the moment n=0, the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact characteristic vector corresponding to the catastrophic debris flow simulation information set are subjected to the protection net structure stability information regression analysis to obtain the regression analysis protection net structure stability information at the moment 0; wherein, when n=0, it represents instantaneous information When the moment n>0, the buffer description vector corresponding to the multi-dimensional protection net structure stability information, the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set and the regression analysis protection net structure stability information at each moment before the moment n are subjected to protection net structure stability information regression analysis processing to obtain the regression analysis protection net structure stability information at the moment n; Until the time n reaches the regression analysis time length required for the protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set to be identified; Among them, the regression analysis protection network structure stability information at each of the moments n constitutes a regression analysis protection network structure stability information queue.

5. The method according to claim 4, characterized in that The buffer description vector corresponding to the multi-dimensional protection net structure stability information, the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set and the regression analysis protection net structure stability information at each moment before the moment n are subjected to the protection net structure stability information regression analysis processing to obtain the regression analysis protection net structure stability information at the moment n, including: Connecting the buffer description vector corresponding to the multi-dimensional protection net structure stability information, the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, and the regression analysis protection net structure stability information at each time before the time n, to obtain a connected vector; The connected vector is subjected to regression processing to generate regression analysis protection net structural stability information at the time n.

6. The method according to claim 1, characterized in that The step of evaluating and processing the regression analysis protection net structure stability information queue to generate a protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set includes: Performing convolution processing on each of the regression analysis protection net structure stability information in the regression analysis protection net structure stability information queue to obtain key protection net structure stability information features corresponding to each of the regression analysis protection net structure stability information; Generate regression analysis protection net structure stability information corresponding to each regression analysis protection net structure stability information based on key protection net structure stability information features corresponding to each regression analysis protection net structure stability information; The individual regression analysis protection net structure stability information are connected in chronological order to generate a protection net structure stability assessment result corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set.

7. The method according to any one of claims 1 to 6, characterized in that: The method is implemented by loading a catastrophic debris flow simulation information set into a protection net structure stability information thread, wherein the catastrophic debris flow simulation information set is loaded into the protection net structure stability information thread, and the catastrophic debris flow simulation information set is loaded into the protection net structure stability information thread, and includes a target catastrophic debris flow simulation information set annotation unit, a target continuous protection net structure stability information annotation unit, a target protection net structure stability information regression analysis unit, and a target protection net structure stability information mining unit; The target catastrophic debris flow simulation information set annotation unit is used to perform feature extraction processing on the catastrophic debris flow simulation information set to obtain a debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set; The target continuous protection net structure stability information annotation unit is used to perform continuous protection net structure stability information annotation processing on the reference protection net structure stability information to obtain a buffer description vector corresponding to the multi-dimensional protection net structure stability information; The target protection net structure stability information regression analysis unit is used to perform protection net structure stability information regression analysis processing on the catastrophic debris flow simulation information set based on the buffer description vector corresponding to the multi-dimensional protection net structure stability information and the debris flow impact feature vector corresponding to the catastrophic debris flow simulation information set, so as to obtain a regression analysis protection net structure stability information queue; The target protection net structure stability information mining unit is used to evaluate and process the regression analysis protection net structure stability information queue to generate a protection net structure stability evaluation result corresponding to the catastrophic debris flow simulation information set corresponding to the catastrophic debris flow simulation information set.

8. The method according to claim 7, characterized in that The coefficient of the annotation unit of the target catastrophic debris flow simulation information set is preset; the configuration process of loading the catastrophic debris flow simulation information set into the protection network structure stability information thread includes: Obtaining a first data set, wherein the first data set includes a configuration of catastrophic debris flow description elements and a corresponding catastrophic debris flow simulation information set directory; the catastrophic debris flow simulation information set directory is obtained by evaluating the corresponding configuration of catastrophic debris flow description elements as a catastrophic debris flow simulation information set; Using the first data set, an original continuous protection net structure stability information annotation unit and an original protection net structure stability information mining unit are updated to obtain the target continuous protection net structure stability information annotation unit and the target protection net structure stability information mining unit; A second data set is obtained, wherein the second data set includes a debris flow impact feature vector corresponding to a configuration set of catastrophic debris flow simulation information corresponding to a configuration set of catastrophic debris flow simulation information, a buffer description vector corresponding to a configuration set of multi-dimensional protection net structure stability information corresponding to a configuration set of protection net structure stability information, and a drop hammer cycle impact catalog corresponding to the configuration set of protection net structure stability information; the buffer description vector corresponding to the configuration set of multi-dimensional protection net structure stability information is obtained by performing continuous protection net structure stability information annotation processing using the target continuous protection net structure stability information annotation unit; Using the second data set to update the original protection net structure stability information regression analysis unit, to obtain the target protection net structure stability information regression analysis unit; The method of using the first data set to update the original continuous protection net structure stability information annotation unit and the original protection net structure stability information mining unit to obtain the target continuous protection net structure stability information annotation unit and the target protection net structure stability information mining unit includes: Using the original continuous protection net structure stability information annotation unit to perform continuous protection net structure stability information annotation processing on the configuration catastrophic debris flow description element, to obtain a buffer description vector corresponding to the configuration multi-dimensional protection net structure stability information; Use the original protection net structure stability information mining unit to evaluate and process the buffer description vector corresponding to the configured multi-dimensional protection net structure stability information, and generate a protection net structure stability evaluation result corresponding to the regression analysis catastrophic debris flow simulation information set corresponding to the configured catastrophic debris flow description element; The protection net structure stability assessment result corresponding to the regression analysis catastrophic debris flow simulation information set is evaluated as the regression analysis catastrophic debris flow simulation information set information corresponding to the catastrophic debris flow simulation information set; According to the direction of reducing the distinction between the regression analysis catastrophic debris flow simulation information set information and the catastrophic debris flow simulation information set directory corresponding to the configured catastrophic debris flow description elements, the original continuous protection net structure stability information annotation unit and the original protection net structure stability information mining unit are updated to obtain the target continuous protection net structure stability information annotation unit and the target protection net structure stability information mining unit.

9. The method according to claim 8, characterized in that The method of updating the original protection net structure stability information regression analysis unit using the second data set to obtain the target protection net structure stability information regression analysis unit includes: Using the original protection net structure stability information regression analysis unit, based on the debris flow impact feature vector corresponding to the configured catastrophic debris flow simulation information set and the buffer description vector corresponding to the configured multi-dimensional protection net structure stability information, the protection net structure stability information regression analysis processing is performed on the configured catastrophic debris flow simulation information set to obtain a configuration regression analysis protection net structure stability information queue; The drop hammer cycle impact directory is compressed into a regression analysis protection net structure stability information queue directory; the regression analysis protection net structure stability information queue directory includes the real-time protection net structure stability information at each moment after the configuration protection net structure stability information is compressed; According to the direction of reducing the distinction between the configuration regression analysis protection net structure stability information queue and the regression analysis protection net structure stability information queue directory, the original protection net structure stability information regression analysis unit is updated to obtain the target protection net structure stability information regression analysis unit; Among them, the configuration regression analysis protection net structure stability information queue includes the configuration regression analysis protection net structure stability information at each moment; the moment is represented by n, when n is an integer greater than or equal to zero, the original protection net structure stability information regression analysis unit uses the debris flow impact feature vector corresponding to the configuration catastrophic debris flow simulation information set and the buffer description vector corresponding to the configuration multi-dimensional protection net structure stability information to perform protection net structure stability information regression analysis processing on the configuration catastrophic debris flow simulation information set, and obtains the configuration regression analysis protection net structure stability information queue, including: Connect the buffer description vector corresponding to the configured protection net structure stability information, the debris flow impact feature vector corresponding to the configured catastrophic debris flow simulation information set, and the real-time protection net structure stability information at each time before time n in the regression analysis protection net structure stability information queue directory to obtain a configured connected vector; The original protection net structure stability information regression analysis unit is used to perform regression processing on the configuration connection vector to obtain the configuration regression analysis protection net structure stability information at time n.

10. A stability assessment system for a catastrophic debris flow impact protection net structure, characterized in that: The invention comprises a processor and a memory communicating with each other, wherein the processor is used to read a computer program from the memory and execute the computer program to implement the method according to any one of claims 1 to 9.

Images