Monitoring and Analysis System for Red Line Indicator of Island Ecological Protection

Abstract

The present invention relates to the technical field of monitoring and analysis, specifically a monitoring and analysis system for the indicators of the ecological protection red line of islands, including an island data domain classification module for classifying the collected island data into their respective domains, a dynamic adjustment module for the ecological protection priority level to dynamically adjust the ecological protection priority level of islands, and a feedback verification module for verifying the indicators of the ecological protection red line of islands for the adjusted ecological protection priority level; through a four-layer classification model, the present invention realizes the precise classification of island ecological data, avoids the omission problems of traditional one-time classification, and improves the accuracy of data classification; through an event-driven mechanism, it realizes the dynamic adjustment of the ecological protection priority level, enabling the protection strategy to be automatically optimized according to real-time environmental changes and enhancing adaptability; through a feedback verification mechanism, it realizes the precise assessment of the ecological protection red line, calculates and optimizes the error according to the adjusted priority level, and ensures the scientificity and effectiveness of red line management.

Description

Technical Field

[0001] The present invention relates to the technical field of monitoring and analysis, specifically to a monitoring and analysis system for the indicators of the ecological protection red line of islands. Background Art

[0002] The monitoring and analysis of the ecological protection red line of islands is the core link to achieve the ecological protection goal. However, in actual operation, it still faces multiple challenges at the technical, institutional and management levels, specifically as follows:

[0003] The indicators of the ecological protection red line of islands are formulated based on the monitored island data. However, at present, for the monitoring of island data, it is impossible to achieve real-time monitoring of all dimensions of island ecological data;

[0004] Most of the existing technologies are based on static weights or manual adjustment of protection priorities, and less use the method of event-driven combined with data feedback to dynamically optimize. Summary of the Invention

[0005] In view of the above existing problems, the present invention is proposed.

[0006] To solve the above technical problems, the present invention provides the following technical solutions: A monitoring and analysis system for the indicators of the ecological protection red line of islands, including,

[0007] An island data domain classification module, specifically:

[0008] Collect island data, and use the collected island data as the input data of the domain classification model. According to the output result of the domain classification model, conduct domain classification of the island data. It also includes,

[0009] The domain classification model consists of four classification layers, calculates the feature matching degree between the input data and each layer layer by layer, conducts domain classification division according to the feature matching degree calculated by each layer, and conducts feedback adjustment of the classification mechanism based on the data volume that does not belong to the last classification layer;

[0010] An ecological protection priority dynamic adjustment module, specifically:

[0011] Set the initial ecological protection priority for each domain according to the domain classification of the island data, and dynamically adjust the ecological protection priority based on the event-driven mechanism. It also includes,

[0012] The event-driven mechanism judges event triggers, including single-event triggers and multi-event triggers, and calculates the event impact factor corresponding to the triggered event to dynamically adjust the ecological protection priority;

[0013] And a feedback verification module, specifically:

[0014] Verify the adjusted ecological protection priority using the ecological protection red line indicators for islands, and perform feedback adjustment of the ecological protection priority based on the verification results.

[0015] As a preferred embodiment of the island ecological protection red line indicator monitoring and analysis system of the present invention, wherein: the domain classification model is specifically constructed as follows:

[0016] Construct corresponding feature vectors layer by layer for the matching features of each layer , and, , where, represents the set of feature vectors of the th classification layer, represents the th matching feature in the set of feature vectors of the th classification layer;

[0017] Use the set of feature vectors constructed from island data as the input of the domain classification model. In the domain classification model, calculate the feature matching degree layer by layer, and based on the calculated matching degree, achieve the domain classification of the current level. Then,

[0018]

[0019] where, represents the value of the th data point in the island data set on the th matching feature in the classification layer, represents the serial number of the matching feature in the classification layer, represents the th weight coefficient of the matching feature, represents the th matching feature in the set of feature vectors of the th layer, represents the th data point in the th classification layer, and the feature matching degree is used to determine whether the data point matches the domain classification in the current classification layer.

[0020] As a preferred embodiment of the island ecological protection red line indicator monitoring and analysis system of the present invention, wherein: the specific method for classifying the domain according to the feature matching degree calculated for each layer is as follows:

[0021] Set the judgment threshold of the feature matching degree for each layer , and compare the calculated feature matching degree with the set judgment threshold of the feature matching degree. Then,

[0022] If the comparison result satisfies the formula indicates that the current data point matches the features in the current classification layer, and the data corresponding to the current data point is classified into the current classification layer;

[0023] If the comparison result satisfies the formula it indicates that the current data point does not match the features in the current classification layer. The data corresponding to the current data point enters the next classification layer, and the feature matching degree in the next classification layer is recalculated. According to the comparison result between the feature matching degree calculated in the next layer and the feature matching degree judgment threshold in the next layer, it is determined whether the data point belongs to the next classification layer until the judgment result of the last classification layer.

[0024] As a preferred solution of the island ecological protection red line index monitoring and analysis system described in the present invention, wherein: the feedback regulation of the classification mechanism is specifically as follows:

[0025] Set the data volume threshold that does not belong to the last classification layer At the same time, count the data volume that does not belong to the last classification layer in the domain classification model According to the comparison result between the two, feedback and regulate the classification mechanism of the classification layer in the domain classification model, then

[0026] If the comparison result satisfies the formula it indicates that the data classification input into the domain classification model currently is incomplete, and adjust the weight coefficient of the matching features in the domain classification model and the feature matching degree judgment threshold of each layer and repeat the classification process of the island data until the data volume that does not belong to the last classification layer in the domain classification model and the data volume threshold that does not belong to the last classification layer The comparison satisfies the formula until.

[0027] As a preferred solution of the island ecological protection red line index monitoring and analysis system described in the present invention, wherein: the judgment event trigger is specifically as follows:

[0028] Single event trigger, by monitoring the event feature value If the monitored event feature value exceeds the set corresponding event feature threshold it indicates that the currently monitored event is triggered, such as:

[0029] Monitor the quantity of pollutants, and at the same time set the pollutant over - standard threshold. If the monitored quantity of pollutants exceeds the set threshold, it indicates that a pollution over - standard event occurs;

[0030] Multiple event trigger, by monitoring the comprehensive degree affected by all events and judging according to the set threshold, then

[0031]

[0032] Among them, represents the weight coefficient of the event ; represents the eigenvalue of the monitored event ; represents the comprehensive degree of influence of all events, and is used to monitor the triggering of multiple events. Specifically:

[0033] Set the threshold of the comprehensive influence degree . If the comprehensive degree of influence of all events meets the formula when compared with the set threshold , it indicates the triggering of multiple events.

[0034] As a preferred solution of the monitoring and analysis system for the ecological protection red line indicators of islands described in the present invention, among them: The dynamic adjustment of the ecological protection priority is specifically as follows:

[0035] Calculate the event influence factor according to the triggered time , then there is

[0036]

[0037] Among them, represents the eigenvalue of the monitored event ; represents the weight coefficient of the event ; represents the single-event feature threshold represents the weight influence factor of the calculated event , and is used to adjust the ecological protection priority. Specifically:

[0038]

[0039] Among them, represents the current ecological protection priority represents the weight coefficient of the event ; represents the adjusted ecological protection priority represents the weight influence factor of the calculated event .

[0040] As a preferred solution of the monitoring and analysis system for the ecological protection red line indicators of islands described in the present invention, among them: The verification of the adjusted ecological protection priority is specifically as follows:

[0041] Calculate the error of the current priority adjustment, then there is

[0042]

[0043] Among them, represents the adjusted ecological protection priority, represents the baseline ecological protection priority that can meet the island ecological protection red line indicators, represents the calculated priority adjustment error, which is used to judge whether it is necessary to feedback and adjust the ecological protection priority. Specifically:

[0044] If the calculated priority adjustment error satisfies the formula , it means that the adjusted ecological protection priority exceeds the baseline ecological protection priority that can meet the island ecological protection red line indicators, and the adjusted ecological protection priority can meet the island ecological protection red line indicators, so the current ecological protection priority is maintained;

[0045] If the calculated priority adjustment error satisfies the formula , it means that the adjusted ecological protection priority is lower than the baseline ecological protection priority that can meet the island ecological protection red line indicators, and the adjusted ecological protection priority cannot meet the island ecological protection red line indicators.

[0046] As a preferred solution of the island ecological protection red line indicator monitoring and analysis system described in the present invention, among them: the feedback adjustment of the ecological protection priority is specifically as follows:

[0047] By optimizing the event weight coefficient and adjusting the event trigger threshold, the ecological protection priority is feedback-adjusted, then

[0048] ;

[0049]

[0050] Among them, represents the weight coefficient of event , represents the calculated priority adjustment error, represents the single-event feature threshold, , represent adjustment coefficients, which are set by the implementer according to the actual application scenario;

[0051] According to the adjusted event weight coefficient and event feature threshold, the ecological protection priority is readjusted, and the priority adjustment error is recalculated until the calculated priority adjustment error satisfies the formula, otherwise the ecological protection priority is feedback-adjusted again.

[0052] A computer device includes a memory and a processor. The memory stores a computer program, and when the processor executes the computer program, the island ecological protection red line indicator monitoring and analysis system is implemented.

[0053] A computer-readable storage medium stores a computer program thereon. When the computer program is executed by a processor, it implements an island ecological protection red line index monitoring and analysis system.

[0054] Advantages of the present invention:

[0055] Through a four-layer classification model, the present invention realizes the accurate classification of island ecological data, avoids the omission problems of traditional one-time classification, and improves the accuracy of data classification.

[0056] Through an event-driven mechanism, the dynamic adjustment of ecological protection priorities is realized, enabling the protection strategy to be automatically optimized according to real-time environmental changes and enhancing adaptability.

[0057] Through a feedback verification mechanism, the accurate assessment of the ecological protection red line is realized. Error calculation and optimization are carried out according to the adjusted priorities to ensure the scientificity and effectiveness of red line management. Description of the Drawings

[0058] In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the following will briefly introduce the drawings required for the description of the embodiments. Obviously, the drawings in the following description are only some embodiments of the present invention. For those of ordinary skill in the art, without creative efforts, other drawings can be obtained based on these drawings. Among them:

[0059] Figure 1 It is a schematic diagram of the overall system structure of the island ecological protection red line index monitoring and analysis system of the present invention. Detailed Embodiments

[0060] To make the above objects, features, and advantages of the present invention more obvious and understandable, the following will make a detailed description of the specific embodiments of the present invention in conjunction with the drawings of the specification. Obviously, the described embodiments are some embodiments of the present invention, rather than all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative efforts shall fall within the protection scope of the present invention.

[0061] Many specific details are set forth in the following description to facilitate a full understanding of the present invention. However, the present invention can also be implemented in other ways different from those described herein. Those skilled in the art can make similar generalizations without departing from the connotation of the present invention. Therefore, the present invention is not limited by the specific embodiments disclosed below.

[0062] Secondly, the so-called "one embodiment" or "embodiment" herein refers to specific features, structures, or characteristics that may be included in at least one implementation manner of the present invention. The appearances of "in one embodiment" in different places in this specification do not all refer to the same embodiment, nor are they separate or selectively exclusive embodiments with other embodiments.

[0063] The present invention will be described in detail in conjunction with schematic diagrams. When detailing the embodiments of the present invention, for the convenience of description, the cross-sectional views showing the device structure will be enlarged locally in a non-general proportion, and the schematic diagrams are only examples and should not limit the scope of protection of the present invention herein. In addition, in actual production, three-dimensional spatial dimensions including length, width, and depth should be included.

[0064] At the same time, in the description of the present invention, it should be noted that the terms "first, second, or third" are only used for descriptive purposes and cannot be understood as indicating or implying relative importance.

[0065] Unless otherwise clearly defined and limited in the present invention, the terms "installed, connected, or coupled" should be understood in a broad sense. For example, it can be a fixed connection, a detachable connection, or an integral connection; it can also be a mechanical connection, an electrical connection, or a direct connection, or it can be indirectly connected through an intermediate medium, or it can be the communication inside two components. For those of ordinary skill in the art, the specific meanings of the above terms in the present invention can be understood according to specific situations.

[0066] Embodiment 1

[0067] Referring to Figure 1 , for an embodiment of the present invention, a monitoring and analysis system for the ecological protection red line indicators of islands is provided, including an island data domain classification module, an ecological protection priority dynamic adjustment module, and a feedback verification module;

[0068] Specifically, the island data domain classification module is used to classify the collected island data into their respective domains, the ecological protection priority dynamic adjustment module is used to dynamically adjust the ecological protection priorities of the islands, and the feedback verification module is used to verify the ecological protection red line indicators of the islands for the adjusted ecological protection priorities.

[0069] Furthermore, the collected island data is classified by the island data domain classification module, and then, according to the classified domain classifications, the ecological protection priorities of each domain are dynamically adjusted by the ecological protection priority dynamic adjustment module. Finally, the ecological protection red line indicators of the islands are verified according to the adjusted ecological protection priorities, and the feedback regulation of the ecological protection priorities is carried out according to the verification results.

[0070] Further, the island data domain classification module collects island data, including satellite image data of islands, UAV point cloud data, and social and economic statistical data, and uses the collected data as input data for the domain classification model. The domain classification of island data is realized according to the output results of the domain classification model, and the specific implementation is as follows:

[0071] For the collected island data, each data is converted into corresponding features, including converting satellite image data into pixel features, extracting height value features from point cloud data, and converting social and economic statistical data into time series features;

[0072] And the converted data features are constructed into corresponding feature vectors , where, represents the feature vector corresponding to the th data, represents the total data volume, represents the set of constructed feature vectors;

[0073] Construct a domain classification model. The domain classification model consists of four classification layers, including the environmental and ecological domain layer, the island resource domain layer, the social and economic development domain layer, and the science and technology intelligence domain layer. And each classification layer corresponds to multiple matching features, specifically:

[0074] The matching features of the environmental and ecological domain layer include vegetation coverage rate, water quality parameters, and wind speed time series; the matching features of the island resource domain layer include land use type, shoreline length, and intertidal zone area; the matching features of the social and economic development domain layer include fishing boat positioning points, coordinates of tourism facilities, and heat map of service industry distribution; the matching features of the science and technology intelligence domain layer include monitoring equipment density and equipment node coordinates;

[0075] Construct the corresponding feature vectors layer by layer for the matching features of each layer , and, , where, represents the set of feature vectors of the th classification layer, represents the th matching feature in the set of feature vectors of the th classification layer;

[0076] Take the set of feature vectors constructed from island data as the input of the domain classification model. In the domain classification model, calculate the feature matching degree layer by layer. According to the calculated matching degree, realize the domain classification of the current level, then there is,

[0077]

[0078] where, Indicates the value of the th data point in the island data set on the th matching feature in the classification layer. Indicates the serial number of the matching feature in the classification layer. Indicates the th weight coefficient of the matching feature, which is set by the implementer according to the actual application scenario. Indicates the th matching feature in the feature vector set of the th layer. Indicates the th feature matching degree of the th data point in the

[0079] Set the feature matching degree judgment threshold for each layer , and compare the calculated feature matching degree with the set feature matching degree judgment threshold. Then,

[0080] If the comparison result satisfies the formula , it indicates that the current data point matches the features in the current classification layer, and the data corresponding to the current data point is classified into the current classification layer.

[0081] If the comparison result satisfies the formula , it indicates that the current data point does not match the features in the current classification layer. The data corresponding to the current data point enters the next layer of classification, and the feature matching degree in the next layer of classification is recalculated. According to the comparison result between the feature matching degree calculated in the next layer and the feature matching degree judgment threshold in the next layer, it is judged whether the data point belongs to the next layer of classification layer until the judgment result of the last layer of classification layer. According to the amount of data that does not belong to the last layer of classification layer, the classification mechanism of the classification layer is feedback-adjusted. Specifically:

[0082] Set the data volume threshold that does not belong to the last layer of classification layer . At the same time, count the amount of data that does not belong to the last layer of classification layer in the domain classification model . According to the comparison result of the two, feedback and adjust the classification mechanism of the classification layer in the domain classification model. Then,

[0083] If the comparison result satisfies the formula , it indicates that the data classification input into the domain classification model is incomplete. Adjust the weight coefficient of the matching feature and the feature matching degree judgment threshold for each layer , and repeat the classification process of the island data until the amount of data that does not belong to the last layer of classification layer in the domain classification model. The data volume threshold that does not belong to the last layer of classification layer , compare and satisfy the formula until

[0084] It should be noted that through the design of "four - layer hierarchical classification + matching degree calculation + feedback adjustment", this technical solution can ensure the accuracy of island data classification; through the calculation of the matching degree layer by layer, it can improve the classification accuracy of island data. At the same time, by introducing a dynamic feedback adjustment mechanism, it can automatically optimize the classification standard based on the setting of the data volume threshold that does not conform, and reduce the omission of data classification.

[0085] Furthermore, the dynamic adjustment module of ecological protection priority sets the initial ecological protection priority and dynamically adjusts the set ecological protection priority based on the event - driven mechanism. The specific implementation is as follows:

[0086] Setting the initial ecological protection priority includes that the priority of the environmental ecology field is , the priority of the island resource field is , the priority of the social and economic development field is , the priority of the science and technology intelligence field is , and the priority levels corresponding to the set ecological protection priorities satisfy the formula ;

[0087] At the same time, construct the event types in the event - driven mechanism, specifically:

[0088] Environmental anomaly events include pollutant over - standard and vegetation reduction; resource consumption events include over - development of islands and coastal erosion; social and economic development events include peak tourist seasons and surges in fishing activities; science and technology monitoring ability events include new equipment online and reduction of monitoring blind spots;

[0089] The event - driven mechanism dynamically adjusts the ecological protection priority based on the triggered events. The specific adjustment is as follows:

[0090] For the event trigger judgment in the event - driven mechanism, it includes single - event trigger and multi - event trigger, specifically:

[0091] Single - event trigger

[0092] By monitoring the event characteristic value , if the monitored event characteristic value exceeds the set corresponding event characteristic threshold , it means that the currently monitored event is triggered. For example:

[0093] Monitor the quantity of pollutants and set the pollutant over - standard threshold at the same time. If the monitored quantity of pollutants exceeds the set threshold, it means that the pollution over - standard event occurs;

[0094] Multi - event triggering,

[0095] By monitoring the comprehensive degree of the impact of all events and making a judgment according to the set threshold, there is,

[0096]

[0097] Among them, represents the weight coefficient of event ; represents the eigenvalue of the monitored event ; represents the comprehensive degree of the impact of all events, used to monitor the triggering of multi - events, specifically:

[0098] Set the threshold of the comprehensive impact degree , if the comprehensive degree of the impact of all events meets the formula when compared with the set threshold , it indicates the triggering of multi - events;

[0099] According to the triggering time, calculate the event impact factor , then there is,

[0100]

[0101] Among them, represents the eigenvalue of the monitored event ; represents the weight coefficient of event ; represents the single - event feature threshold, represents the weight impact factor of the calculated event , used to adjust the ecological protection priority, specifically:

[0102]

[0103] Among them, represents the current ecological protection priority, represents the weight coefficient of event ; represents the adjusted ecological protection priority, represents the weight impact factor of the calculated event .

[0104] It should be noted that for the adjusted ecological protection priority , by setting the highest priority and the lowest priority for limitation, then there is,

[0105] If the adjusted ecological protection priority meets the formula , then set the current ecological protection priority to ;

[0106] If the adjusted ecological protection priority satisfies the formula , then set the current ecological protection priority to .

[0107] It should be noted that in the process of adjusting the ecological protection priority, introducing an event-driven mechanism can enable the protection measures to be automatically adjusted according to real-time changes, rather than relying on manual intervention. Moreover, this scheme does not statically set the priority, but dynamically adapts to the protection needs of different regions according to actual monitoring.

[0108] Furthermore, the feedback verification module is used to verify the ecological protection red line indicators of the adjusted ecological protection priority, and feedback regulate the dynamic adjustment of the ecological protection priority through the ecological protection red line assessment mechanism;

[0109] The ecological protection red line assessment mechanism is based on the ecological protection red line indicators of the island, analyzes the adjustment error of the ecological protection priority, and feedback regulates the ecological protection priority according to the analyzed error. The specific implementation is as follows:

[0110] According to the adjusted ecological protection priority, conduct verification of the ecological protection red line indicators of the island, specifically:

[0111] Under the adjusted ecological protection priority, judge whether the ecological protection of the current island exceeds the ecological protection red line indicators. If it does not exceed the ecological protection red line indicators of the island, it means that the adjusted ecological protection priority is accurate, and maintain the currently set priority to continue the ecological protection of the island;

[0112] If it exceeds the ecological protection red line indicators of the island, it means that the adjusted ecological protection priority is inaccurate. According to the calculated adjustment error of the ecological protection priority, feedback regulate the ecological protection priority, specifically as follows:

[0113] Calculate the error of the current priority adjustment, then there is,

[0114]

[0115] Among them, represents the adjusted ecological protection priority, represents the benchmark ecological protection priority that can reach the ecological protection red line indicators of the island, represents the calculated priority adjustment error, which is used to judge whether it is necessary to feedback regulate the ecological protection priority, specifically:

[0116] If the calculated priority adjustment error satisfies the formula , indicating the adjusted ecological protection priority, which exceeds the baseline ecological protection priority that can meet the island ecological protection red line indicators. The adjusted ecological protection priority can meet the island ecological protection red line indicators, and the current ecological protection priority adjustment strategy is maintained;

[0117] If the calculated priority adjustment error satisfies the formula , indicating the adjusted ecological protection priority, which is lower than the baseline ecological protection priority that can meet the island ecological protection red line indicators. The adjusted ecological protection priority cannot meet the island ecological protection red line indicators. By optimizing the event weight coefficient and adjusting the event trigger threshold, the ecological protection priority is feedback-regulated. Then,

[0118] ;

[0119]

[0120] Among them, represents the weight coefficient of event , represents the calculated priority adjustment error, represents the single-event feature threshold, , represent the adjustment coefficients, which are set by the implementers according to the actual application scenario;

[0121] According to the adjusted event weight coefficient and event feature threshold, the ecological protection priority is readjusted, and the priority adjustment error is recalculated until the calculated priority adjustment error satisfies the formula. Otherwise, the ecological protection priority is feedback-regulated again.

[0122] It should be noted that the technical solution described in this embodiment can form a significant difference from the conventional one-time classification algorithm through the setting of "hierarchical classification + feedback iteration mechanism", and can also improve the integrity and accuracy of data classification; the event-driven ecological protection priority adjustment mechanism is more adaptable than the traditional static priority setting.

[0123] Furthermore, if the function is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a computer-readable storage medium. Based on this understanding, the technical solution of the present invention, in essence, or the part that contributes to the prior art or part of this technical solution can be embodied in the form of a software product. This computer software product is stored in a storage medium and includes several instructions for causing a computer device (which may be a personal computer, a server, or a network device, etc.) to execute all or part of the steps of the system according to various embodiments of the present invention. The aforementioned storage medium includes: USB flash drives, mobile hard disks, read-only memories (ROMs), random access memories (RAMs), magnetic disks, or optical discs, etc., all kinds of media that can store program codes.

[0124] The logic and / or steps represented in the flowchart or otherwise described herein, for example, can be considered as a definite sequence list of executable instructions for implementing logical functions, and can be specifically implemented in any computer-readable medium for use by an instruction execution system, apparatus, or device (such as a computer-based system, a system including a processor, or other systems that can fetch instructions from the instruction execution system, apparatus, or device and execute the instructions), or in combination with these instruction execution systems, apparatuses, or devices. For the purposes of this specification, a "computer-readable medium" can be any device that can contain, store, communicate, propagate, or transport a program for use by or in connection with an instruction execution system, apparatus, or device.

[0125] More specific examples (non-exhaustive list) of computer-readable media include the following: electrical connection parts with one or more wirings (electronic devices), portable computer disk cartridges (magnetic devices), random access memories (RAMs), read-only memories (ROMs), erasable programmable read-only memories (EPROMs or flash memories), optical fiber devices, and portable compact disc read-only memories (CDROMs). Additionally, a computer-readable medium can even be paper or other suitable media on which the program can be printed, because the program can be obtained electronically, for example, by optically scanning the paper or other media, then editing, interpreting, or otherwise processing it as appropriate, and then storing it in a computer memory.

[0126] In addition, to provide a concise description of the exemplary embodiments, not all features of the actual embodiments may be described (i.e., those features that are not relevant to the currently considered best mode of implementing the present invention, or those features that are not relevant to the implementation of the present invention).

[0127] It should be understood that, in the development of any actual implementation, such as in any engineering or design project, a large number of specific implementation decisions can be made. Such development efforts may be complex and time-consuming, but for those of ordinary skill in the art who benefit from this disclosure, without undue experimentation, such development efforts will be routine work in design, manufacturing, and production.

[0128] It should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention and not to limit them. Although the present invention has been described in detail with reference to the preferred embodiments, those of ordinary skill in the art should understand that the technical solutions of the present invention can be modified or equivalently replaced without departing from the spirit and scope of the technical solutions of the present invention, and they should all be covered within the scope of the claims of the present invention.

Claims

1. An island ecological protection red line index monitoring and analysis system, characterized in that: including, an island data domain classification module, specifically: collecting island data and using the collected island data as input data for the domain classification model, and classifying the domain to which the island data belongs according to the output result of the domain classification model, including the domain classification model consists of four classification layers, calculating the feature matching degree between the input data and each layer layer by layer, and classifying and dividing the belonging domain according to the feature matching degree calculated for each layer including if the current data point in the input data meets the feature matching degree in the current classification layer, it means that the current data point belongs to the current classification layer; otherwise, calculate the feature matching degree between the current data point and the next classification layer, and calculate layer by layer until the feature matching in the last classification layer is obtained, and based on the data volume that does not belong to the last classification layer, perform feedback adjustment of the classification mechanism; an ecological protection priority dynamic adjustment module, specifically: setting the initial ecological protection priority for each domain according to the domain classification of the island data, and dynamically adjusting the ecological protection priority based on the event-driven mechanism. It also includes the event-driven mechanism is triggered by judging events including single-event trigger and multi-event trigger, and calculating the event impact factor corresponding to the triggered event to dynamically adjust the ecological protection priority; the specific process of the dynamic adjustment of the ecological protection priority is as follows: Calculate the event impact factor according to the triggered event , then there is ; Among them, represents the eigenvalue of the monitored event , represents the weight coefficient of the event , represents the single-event feature threshold represents the weight impact factor of the calculated event for adjusting the ecological protection priority, specifically: ; Among them, represents the current ecological protection priority level, represents the adjusted ecological protection priority level; and a feedback verification module, specifically: using the island ecological protection red line index to verify the adjusted ecological protection priority, and performing feedback adjustment of the ecological protection priority according to the verification result; the specific process of the feedback adjustment of the ecological protection priority is as follows: feedback-adjust the ecological protection priority by optimizing the event weight coefficient and adjusting the event trigger threshold, then ; ; Among them, represents the calculation priority adjustment error, , represents the adjustment coefficient; According to the adjusted event weight coefficient and the event feature threshold , readjust the ecological protection priority, and recalculate the priority adjustment error until the calculated priority adjustment error meets the formula, otherwise, readjust the ecological protection priority by feedback again.

2. The monitoring and analysis system for the red line indicators of island ecological protection according to claim 1, characterized in that: the specific construction of the domain classification model is as follows: Construct the corresponding feature vectors layer by layer for the matching features of each layer , and , where represents the set of feature vectors of the th classification layer, represents the th matching feature in the set of feature vectors of the th classification layer; The set of feature vectors constructed from island data , as the input quantity of the domain classification model, in the domain classification model, the feature matching degree is calculated layer by layer, and according to the calculated matching degree, the domain classification of the current layer is realized, then there is ; Among them, represents the value of the th data point in the island data set on the th matching feature in the classification layer. represents the serial number of the matching feature in the classification layer. represents the th weight coefficient of the matching feature. represents the th matching feature in the feature vector set of the th layer. represents the th feature matching degree of the th data point in the th classification layer, which is used to determine whether the data point matches the domain classification in the current classification layer.

3. The monitoring and analysis system for the red line indicators of island ecological protection according to claim 2, wherein: the specific process of classifying and dividing the belonging domain according to the feature matching degree calculated for each layer is as follows: Set the threshold for judging the feature matching degree of each layer , compare the calculated feature matching degree with the set threshold for judging the feature matching degree, and then there is If the comparison result satisfies the formula , it means that the current data point matches the features in the current classification layer, and the data corresponding to the current data point is classified into the current classification layer; If the comparison result satisfies the formula , it means that the current data point does not match the features in the current classification layer. The data corresponding to the current data point enters the next classification layer, and the feature matching degree in the next classification layer is recalculated. According to the comparison result between the feature matching degree calculated in the next layer and the feature matching degree judgment threshold in the next layer, it is judged whether the data point belongs to the next classification layer until the judgment result of the last classification layer is obtained.

4. The monitoring and analysis system for the red line indicators of island ecological protection according to claim 3, characterized in that: the specific process of the feedback adjustment of the classification mechanism is as follows: Set the data volume threshold for data that does not belong to the last classification layer , and at the same time, count the data volume in the domain classification model that does not belong to the last classification layer , feedback and adjust the classification mechanism of the classification layer in the domain classification model according to the comparison result of the two, then If the comparison result satisfies the formula , it indicates that the data classification input to the domain classification model currently is incomplete, and adjust the weight coefficients of the matching features in the domain classification model as well as the feature matching degree judgment threshold of each layer , and repeat the classification process of island data until the amount of data that does not belong to the last classification layer in the domain classification model and the threshold of the amount of data that does not belong to the last classification layer , and the comparison satisfies the formula up to this point.

5. The monitoring and analysis system for the red line indicators of island ecological protection according to claim 4, characterized in that: the specific process of judging event trigger is as follows: Single-event trigger, by monitoring the event characteristic value , if the monitored event characteristic value exceeds the set corresponding event characteristic threshold , it indicates that the currently monitored event is triggered, including: monitor the quantity of pollutants, and at the same time set the pollutant over-standard threshold. If the monitored quantity of pollutants exceeds the set threshold, it means that a pollution over-standard event occurs; for multi-event trigger, by monitoring the comprehensive degree of all event impacts and judging according to the set threshold, then ; Among them, represents the weight coefficient of the event , represents the eigenvalue of the monitored event , represents the comprehensive degree of influence of all events and is used to monitor the triggering of multiple events. Specifically: Set the threshold for the comprehensive impact degree , if the comprehensive degree of all event impacts meets the formula when compared with the set threshold , it indicates that multiple events are triggered.

6. The monitoring and analysis system for the red line indicators of island ecological protection according to claim 5, characterized in that: the specific process of verifying the adjusted ecological protection priority is as follows: calculate the error of the current priority adjustment, then ; Among them, represents the adjusted ecological protection priority, represents the baseline ecological protection priority that can meet the red line indicators of island ecological protection, represents the calculated priority adjustment error, which is used to judge whether feedback adjustment of the ecological protection priority is needed. Specifically: If the calculation priority adjustment error satisfies the formula , it means that the adjusted ecological protection priority exceeds the baseline ecological protection priority that can meet the island ecological protection red line indicators, and the adjusted ecological protection priority can meet the island ecological protection red line indicators, maintaining the current ecological protection priority; If the calculation priority adjustment error satisfies the formula , it means that the adjusted ecological protection priority is lower than the benchmark ecological protection priority that can meet the island ecological protection red line indicators, and the adjusted ecological protection priority cannot meet the island ecological protection red line indicators.

7. A computer device, comprising a memory and a processor, the memory storing a computer program, characterized in that, When the processor executes the computer program, it implements the system according to any one of claims 1 to 6.

8. A computer-readable storage medium having a computer program stored thereon, characterized in that, When the computer program is executed by the processor, it implements the system according to any one of claims 1 to 6.

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