Island ecological protection red line index monitoring and analyzing system

Abstract

The invention relates to the technical field of monitoring analysis, in particular to an island ecological protection red line index monitoring and analysis system, which comprises an island data field classification module, an ecological protection priority dynamic adjustment module for classifying the fields of collected island data, and a feedback verification module for dynamically adjusting the island ecological protection priority. Performing island ecological protection red line index verification on the adjusted ecological protection priority; through the four-layer classification model, accurate classification of the island ecological data is realized, the problem of omission of traditional one-time classification is avoided, and the accuracy of data classification is improved; through an event-driven mechanism, dynamic adjustment of the ecological protection priority is realized, so that a protection strategy can be automatically optimized according to real-time environment change, and the adaptability is improved; through a feedback verification mechanism, accurate assessment of the ecological protection red line is realized, error calculation and optimization are performed according to the adjusted priority, and scientificity and effectiveness of red line management are ensured.

Description

Technical Field

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

[0002] The monitoring and analysis of island ecological protection red lines is the core link in achieving ecological protection goals, but in actual operation it still faces multiple technical, institutional and management challenges, as follows: The red line indicators for island ecological protection are formulated based on monitored island data. However, the current monitoring of island data cannot achieve real-time monitoring of all dimensions of island ecological data. Most existing technologies are based on static weights or manually adjusted protection priorities, and rarely use event-driven dynamic optimization combined with data feedback. Summary of the invention

[0003] In view of the above-mentioned problems, the present invention is proposed.

[0004] In order to solve the above technical problems, the present invention provides the following technical solutions: an island ecological protection red line indicator monitoring and analysis system, comprising: The island data field classification module is as follows: Collect island data and use the collected island data as input data of the domain classification model. According to the output results of the domain classification model, classify the domain to which the island data belongs, including: The domain classification model consists of four classification layers. The matching degree between the input data and the features of each layer is calculated layer by layer. The domain classification is carried out according to the matching degree of the features calculated at each layer. The feedback adjustment of the classification mechanism is carried out based on the amount of data that does not belong to the last classification layer. Ecological protection priority dynamic adjustment module, specifically: According to the classification of the fields to which the island data belongs, the initial ecological protection priority of each field is set, and the ecological protection priority is dynamically adjusted based on the event-driven mechanism, including: The event-driven mechanism dynamically adjusts the ecological protection priority by judging event triggers, including single event triggers and multiple event triggers, and calculating the event impact factors corresponding to the triggering events; And, the feedback verification module, specifically: The island ecological protection red line indicators are used to verify the adjusted ecological protection priorities, and feedback adjustments to the ecological protection priorities are made based on the verification results.

[0005] As a preferred solution of the island ecological protection red line indicator monitoring and analysis system of the present invention, the field classification model is specifically constructed as follows: The matching features of each layer are used to construct the corresponding feature vector layer by layer. ,and, ,in, Indicates The feature vector set of the classification layer, Indicates The first in the set of classification layer feature vectors Matching features; The feature vector set constructed from the island data , as the input of the domain classification model, in the domain classification model, the feature matching degree is calculated layer by layer, and the domain classification of the current level is realized according to the calculated matching degree, then, in, Represents the first data points in the classification layer The values ​​on the matching features, represents the matching feature sequence number in the classification layer, Indicates The weight coefficient of the matching features, Indicates The first layer in the feature vector set Matching features, Indicates The data point in The feature matching degree in the classification layer is used to determine whether the data point matches the domain classification in the current classification layer.

[0006] As a preferred solution of the island ecological protection red line indicator monitoring and analysis system of the present invention, the classification of the fields according to the feature matching degree calculated at each layer is as follows: Set the feature matching judgment threshold for each layer , the calculated feature matching degree Compared with the set feature matching judgment threshold, we have: If the comparison result satisfies the formula , indicating 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 , indicating 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 of the feature matching degree calculated in the next layer and the feature matching degree judgment threshold of 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 reached.

[0007] As a preferred solution of the island ecological protection red line indicator monitoring and analysis system of the present invention, the feedback adjustment of the classification mechanism is as follows: Set the threshold for the amount of data that does not belong to the last classification layer At the same time, the amount of data that does not belong to the last classification layer in the statistical field classification model , according to the comparison results of the two, the classification mechanism of the classification layer in the domain classification model is adjusted, then, If the comparison result satisfies the formula , indicating that the data currently input into the domain classification model is not fully classified, and the weight coefficient of the matching feature in the domain classification model is adjusted And the feature matching 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 The threshold value of the amount of data that does not belong to the last classification layer , the comparison satisfies the formula until.

[0008] As a preferred solution of the island ecological protection red line indicator monitoring and analysis system of the present invention, the judgment event trigger is specifically as follows: Single event trigger, by monitoring the event characteristic value If the monitored event feature value exceeds the set corresponding event feature threshold , it means the current monitored event is triggered, such as: Monitor the amount of pollutants and set a pollutant exceeding threshold. If the monitored pollutant amount exceeds the set threshold, it means that a pollution exceeding threshold event has occurred; Multi-event triggering, by monitoring the comprehensive degree of impact of all events and judging according to the set threshold, then there is, in, Indicates an event The weight coefficient of Indicates the monitored events The characteristic value of Indicates the comprehensive degree of impact of all events, used to monitor the triggering of multiple events, specifically: Setting comprehensive impact threshold , if the comprehensive degree of impact of all events meets the set threshold, the formula , indicating multiple event triggering.

[0009] As a preferred solution of the island ecological protection red line indicator monitoring and analysis system of the present invention, the dynamic adjustment of ecological protection priority is as follows: Calculate the event impact factor based on the trigger time , then there is, in, Indicates the monitored events The characteristic value of Indicates an event The weight coefficient of represents the single event feature threshold, Events representing calculations The weight influencing factors are used to adjust the ecological protection priority, specifically: in, Indicates the current ecological protection priority, Indicates an event The weight coefficient of Indicates the adjusted ecological protection priority, Events representing calculations The weight influencing factor.

[0010] As a preferred solution of the island ecological protection red line indicator monitoring and analysis system of the present invention, the verification of the adjusted ecological protection priority is specifically as follows: Calculate the error of the current priority adjustment, then we have, in, Indicates the adjusted ecological protection priority, Indicates the benchmark ecological protection priority that can achieve the red line indicators of island ecological protection, Represents the calculated priority adjustment error, which is used to determine whether feedback is needed to adjust the ecological protection priority. Specifically: If the calculated priority adjustment error satisfies the formula , indicating that the adjusted ecological protection priority 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 maintain the current ecological protection priority; If the calculated priority adjustment error satisfies the formula , indicating 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.

[0011] As a preferred solution of the island ecological protection red line indicator monitoring and analysis system of the present invention, the feedback adjustment of the ecological protection priority is as follows: By optimizing the event weight coefficient and adjusting the event trigger threshold, feedback is used to adjust the ecological protection priority, then: ; in, Indicates an event The weight coefficient of represents the calculated priority adjustment error, represents the single event feature threshold, , Indicates the adjustment coefficient, which is set by the implementer according to the actual application scenario; According to the adjusted event weight coefficient and event characteristic 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 readjusted by feedback.

[0012] A computer device includes a memory and a processor, wherein the memory stores a computer program, and the processor implements an island ecological protection red line indicator monitoring and analysis system when executing the computer program.

[0013] A computer-readable storage medium stores a computer program, which, when executed by a processor, implements a monitoring and analysis system for red line indicators of island ecological protection.

[0014] Beneficial effects of the present invention: The present invention realizes accurate classification of island ecological data through a four-layer classification model, avoids the omission problem of traditional one-time classification, and improves the accuracy of data classification; Through the event-driven mechanism, dynamic adjustment of ecological protection priorities can be achieved, so that protection strategies can be automatically optimized according to real-time environmental changes and improve adaptability; Through the feedback verification mechanism, accurate assessment of ecological protection red lines can be achieved, and error calculation and optimization can be carried out according to the adjusted priorities to ensure the scientificity and effectiveness of red line management. BRIEF DESCRIPTION OF THE DRAWINGS

[0015] In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the following briefly introduces the drawings required for describing the embodiments. Obviously, the drawings described below are only some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without creative work. Among them: Figure 1 It is a schematic diagram of the overall system structure of the island ecological protection red line indicator monitoring and analysis system of the present invention. DETAILED DESCRIPTION

[0016] In order to make the above-mentioned purposes, features and advantages of the present invention more obvious and easy to understand, the specific implementation methods of the present invention are described in detail below in conjunction with the drawings of the specification. Obviously, the described embodiments are part of the embodiments of the present invention, but not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary persons in the art without creative work should fall within the scope of protection of the present invention.

[0017] In the following description, many specific details are set forth to facilitate a full understanding of the present invention, but the present invention may also be implemented in other ways different from those described herein, and those skilled in the art may make similar generalizations without violating the connotation of the present invention. Therefore, the present invention is not limited to the specific embodiments disclosed below.

[0018] Secondly, the term "one embodiment" or "embodiment" as used herein refers to a specific feature, structure, or characteristic that may be included in at least one implementation of the present invention. The term "in one embodiment" that appears in different places in this specification does not necessarily refer to the same embodiment, nor does it refer to a separate or selective embodiment that is mutually exclusive with other embodiments.

[0019] The present invention is described in detail with reference to schematic diagrams. When describing the embodiments of the present invention, for the sake of convenience, the cross-sectional diagrams showing the device structure will not be partially enlarged according to the general scale, and the schematic diagrams are only examples, which should not limit the scope of protection of the present invention. In addition, in actual production, the three-dimensional dimensions of length, width and depth should be included.

[0020] Meanwhile, 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.

[0021] In the present invention, unless otherwise clearly specified and limited, the terms "install, connect, connect" 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 internal communication of two components. For ordinary technicians in this field, the specific meanings of the above terms in the present invention can be understood according to specific circumstances.

[0022] Example 1 Reference Figure 1 , which is an embodiment of the present invention, provides an island ecological protection red line indicator monitoring and analysis system, including an island data field classification module, an ecological protection priority dynamic adjustment module, and a feedback verification module; Specifically, the island data field classification module is used to classify the collected island data into corresponding fields, the ecological protection priority dynamic adjustment module is used to dynamically adjust the island ecological protection priority, and the feedback verification module is used to verify the island ecological protection red line indicators of the adjusted ecological protection priority.

[0023] Furthermore, the collected island data are classified into different fields through the island data field classification module, and then the ecological protection priority of each field is dynamically adjusted according to the classified field classification using the ecological protection priority dynamic adjustment module. Finally, the island ecological protection red line indicators are verified according to the adjusted ecological protection priority, and feedback regulation of the ecological protection priority is carried out according to the verification results.

[0024] Furthermore, the island data domain classification module collects island data, including island satellite image data, drone point cloud data, and socio-economic statistics data, and uses the collected data as input data for the domain classification model, and implements the domain classification of the island data according to the output results of the domain classification model. The specific implementation is as follows: 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 socio-economic statistical data into time series features; And construct the converted data features into corresponding feature vectors ,in, Indicates The feature vector corresponding to the data is Indicates the total amount of data. Represents the constructed feature vector set; Construct a domain classification model, which consists of four classification layers, including the environmental ecology layer, the island resources layer, the social and economic development layer, and the scientific and technological intelligence layer. Each classification layer corresponds to multiple matching features, specifically: The matching features of the environmental ecology domain layer include vegetation coverage, water quality parameters, and wind speed time series; the matching features of the island resources domain layer include land use type, coastline length, and intertidal zone area; the matching features of the social and economic development domain layer include fishing boat positioning points, tourist facility coordinates, and service industry distribution heat map; the matching features of the science and technology intelligence domain layer include monitoring equipment density and equipment node coordinates; The matching features of each layer are used to construct the corresponding feature vector layer by layer. ,and, ,in, Indicates The feature vector set of the classification layer, Indicates The first in the set of classification layer feature vectors Matching features; The feature vector set constructed from the island data , as the input of the domain classification model, in the domain classification model, the feature matching degree is calculated layer by layer, and the domain classification of the current level is realized according to the calculated matching degree, then, in, Represents the first data points in the classification layer The values ​​on the matching features, represents the matching feature sequence number in the classification layer, Indicates The weight coefficient of each matching feature is set by the implementer according to the actual application scenario. Indicates The first layer in the feature vector set Matching features, Indicates The data point in The feature matching degree in the classification layer is used to determine whether the data point matches the domain classification in the current classification layer, specifically: Set the feature matching judgment threshold for each layer , the calculated feature matching degree Compared with the set feature matching judgment threshold, we have: If the comparison result satisfies the formula , indicating 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 , indicating 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 of the feature matching degree calculated in the next layer and the feature matching degree judgment threshold of 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. According to the amount of data that does not belong to the last classification layer, the classification mechanism of the classification layer is adjusted based on feedback, specifically: Set the threshold for the amount of data that does not belong to the last classification layer At the same time, the amount of data that does not belong to the last classification layer in the statistical field classification model , according to the comparison results of the two, the classification mechanism of the classification layer in the domain classification model is adjusted, then, If the comparison result satisfies the formula , indicating that the data currently input into the domain classification model is not fully classified, and the weight coefficient of the matching feature in the domain classification model is adjusted And the feature matching 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 The threshold value of the amount of data that does not belong to the last classification layer , the comparison satisfies the formula until.

[0025] It should be noted that this technical solution can ensure the accuracy of island data classification through the design of "four-layer hierarchical classification + matching degree calculation + feedback adjustment"; through the calculation of layer-by-layer matching degree, the accuracy of island data classification can be improved. At the same time, the introduction of a dynamic feedback adjustment mechanism can automatically optimize the classification standards based on the setting of non-compliance with the data volume threshold, thereby reducing data classification omissions.

[0026] Furthermore, the ecological protection priority dynamic adjustment module sets the initial ecological protection priority and dynamically adjusts the set ecological protection priority based on an event-driven mechanism, which is specifically implemented as follows: Set initial ecological protection priorities, including environmental and ecological priorities. , the priority in the field of island resources is , the priority areas of socio-economic development are , the priority in the field of science and technology intelligence is , the priority level corresponding to the set ecological protection priority satisfies the formula ; At the same time, the event types in the event-driven mechanism are constructed, specifically: Environmental anomalies, including excessive pollutants and reduced vegetation; resource depletion events, including overdevelopment of islands and coastal erosion; socioeconomic development events, including peak tourism season and surge in fishing activities; scientific and technological monitoring capacity events, including the launch of new equipment and the reduction of monitoring blind spots; The event-driven mechanism dynamically adjusts the ecological protection priority based on the triggered events. The specific adjustments are as follows: The event triggering judgment in the event-driven mechanism includes single event triggering and multi-event triggering, specifically: Single event trigger, By monitoring event characteristic values If the monitored event feature value exceeds the set corresponding event feature threshold , it means the current monitored event is triggered, such as: Monitor the amount of pollutants and set a pollutant exceeding threshold. If the monitored pollutant amount exceeds the set threshold, it means that a pollution exceeding threshold event has occurred; Multiple event triggering, By monitoring the comprehensive degree of impact of all events and judging according to the set threshold, we can get: in, Indicates an event The weight coefficient of Indicates the monitored events The characteristic value of Indicates the comprehensive degree of impact of all events, used to monitor the triggering of multiple events, specifically: Setting comprehensive impact threshold , if the comprehensive degree of impact of all events meets the set threshold, the formula , indicating multiple event triggering; Calculate the event impact factor based on the trigger time , then there is, in, Indicates the monitored events The characteristic value of Indicates an event The weight coefficient of represents the single event feature threshold, Events representing calculations The weight influencing factors are used to adjust the ecological protection priority, specifically: in, Indicates the current ecological protection priority, Indicates an event The weight coefficient of Indicates the adjusted ecological protection priority, Events representing calculations The weight influencing factor.

[0027] It should be noted that the adjusted ecological protection priority , by setting the highest priority and lowest priority If restrictions are imposed, then there are If the adjusted ecological protection priority satisfies the formula , then the current ecological protection priority is set to ; If the adjusted ecological protection priority satisfies the formula , then the current ecological protection priority is set to .

[0028] It should be noted that in the process of adjusting ecological protection priorities, the introduction of an event-driven mechanism can enable protection measures to be automatically adjusted according to real-time changes rather than relying on human intervention. Moreover, this scheme does not set priorities statically, but dynamically adapts to the protection needs of different regions based on actual monitoring.

[0029] Furthermore, the feedback verification module is used to verify the island ecological protection red line index for the adjusted ecological protection priority, and to provide feedback and adjust the dynamic adjustment of the ecological protection priority through the ecological protection red line assessment mechanism; The ecological protection red line assessment mechanism is based on the island ecological protection red line indicators, analyzes the ecological protection priority adjustment error, and adjusts the ecological protection priority based on the analyzed error. The specific implementation is as follows: According to the adjusted ecological protection priorities, the red line indicators for island ecological protection are verified, specifically: Under the adjusted ecological protection priority, determine whether the current island ecological protection exceeds the ecological protection red line indicators. If it does not exceed the island ecological protection red line indicators, it means that the adjusted ecological protection priority is accurate, and the current set priority is maintained to continue island ecological protection; If the red line of island ecological protection is exceeded, it means that the adjusted ecological protection priority is inaccurate. The error is adjusted according to the calculated ecological protection priority, and the ecological protection priority is adjusted by feedback, as follows: Calculate the error of the current priority adjustment, then we have, in, Indicates the adjusted ecological protection priority, Indicates the benchmark ecological protection priority that can achieve the red line indicators of island ecological protection, Represents the calculated priority adjustment error, which is used to determine whether feedback is needed to adjust the ecological protection priority. Specifically: If the calculated priority adjustment error satisfies the formula , indicating that the adjusted ecological protection priority 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 maintain the current ecological protection priority adjustment strategy; If the calculated priority adjustment error satisfies the formula , which 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. 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 adjusted by feedback, then, ; in, Indicates an event The weight coefficient of represents the calculated priority adjustment error, represents the single event feature threshold, , Indicates the adjustment coefficient, which is set by the implementer according to the actual application scenario; According to the adjusted event weight coefficient and event characteristic 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 readjusted by feedback.

[0030] It should be noted that the technical solution recorded in this embodiment, through the setting of "hierarchical classification + feedback iteration mechanism", can be significantly distinguished from the conventional one-time classification algorithm, 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.

[0031] Furthermore, if the functions are implemented in the form of software functional units and sold or used as independent products, they can be stored in a computer-readable storage medium. Based on this understanding, the technical solution of the present invention, or the part that contributes to the prior art, or the part of the technical solution, can be embodied in the form of a software product. The computer software product is stored in a storage medium, including several instructions for enabling a computer device (which can be a personal computer, server, or network device, etc.) to execute all or part of the steps of the system described in each embodiment of the present invention. The aforementioned storage medium includes: U disk, mobile hard disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), disk or optical disk, and other media that can store program codes.

[0032] The logic and / or steps represented in the flowchart or otherwise described herein, for example, can be considered as an ordered list of executable instructions for implementing logical functions, and can be embodied in any computer-readable medium for use by an instruction execution system, device or apparatus (such as a computer-based system, a system including a processor, or other system that can fetch instructions from an instruction execution system, device or apparatus and execute instructions), or in conjunction with such instruction execution systems, devices or apparatuses. For the purposes of this specification, "computer-readable medium" can be any device that can contain, store, communicate, propagate or transmit a program for use by an instruction execution system, device or apparatus, or in conjunction with such instruction execution systems, devices or apparatuses.

[0033] More specific examples of computer-readable media (a non-exhaustive list) include the following: an electrical connection with one or more wires (electronic device), a portable computer disk case (magnetic device), a random access memory (RAM), a read-only memory (ROM), an erasable and programmable read-only memory (EPROM or flash memory), an optical fiber device, and a portable compact disk read-only memory (CDROM). In addition, the computer-readable medium may even be a paper or other suitable medium on which the program is printed, since the program may be obtained electronically, for example, by optically scanning the paper or other medium, followed by editing, deciphering or, if necessary, processing in another suitable manner, and then stored in a computer memory.

[0034] Additionally, in order to provide a concise description of exemplary embodiments, all features of an actual embodiment may not be described (ie, those features that are not relevant to the best mode presently contemplated for carrying out the invention or those features that are not relevant to implementing the invention).

[0035] It will be appreciated that in the development of any actual implementation, as in any engineering or design project, numerous implementation-specific decisions may be made. Such a development effort may be complex and time-consuming, but will be a routine task of design, fabrication, and production for those of ordinary skill having the benefit of this disclosure without undue experimentation.

[0036] It should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention rather than to limit it. Although the present invention has been described in detail with reference to the preferred embodiments, those skilled in the art should understand that the technical solutions of the present invention may be modified or replaced by equivalents without departing from the spirit and scope of the technical solutions of the present invention, which should all be included in the scope of the claims of the present invention.

Claims

1. Island ecological protection red line indicator monitoring and analysis system, characterized by: include, The island data field classification module is as follows: Collect island data and use the collected island data as input data of the domain classification model. According to the output results of the domain classification model, classify the domain to which the island data belongs, including: The domain classification model consists of four classification layers. The matching degree between the input data and the features of each layer is calculated layer by layer. The domain classification is carried out according to the matching degree of the features calculated at each layer. The feedback adjustment of the classification mechanism is carried out based on the amount of data that does not belong to the last classification layer. The ecological protection priority dynamic adjustment module is as follows: According to the classification of the fields to which the island data belongs, the initial ecological protection priority of each field is set, and the ecological protection priority is dynamically adjusted based on the event-driven mechanism, including: The event-driven mechanism is triggered by judging events. Including single event triggering and multi-event triggering, and calculating the event impact factor corresponding to the triggering event, and dynamically adjusting the ecological protection priority; And, the feedback verification module, specifically: The island ecological protection red line indicators are used to verify the adjusted ecological protection priorities, and feedback adjustments to the ecological protection priorities are made based on the verification results.

2. The island ecological protection red line indicator monitoring and analysis system according to claim 1, characterized in that: The domain classification model is specifically constructed as follows: The matching features of each layer are used to construct the corresponding feature vector layer by layer. ,and, ,in, Indicates The feature vector set of the classification layer, Indicates The first in the set of classification layer feature vectors Matching features; The feature vector set constructed from the island data , as the input of the domain classification model, in the domain classification model, the feature matching degree is calculated layer by layer, and the domain classification of the current level is realized according to the calculated matching degree, then, in, Represents the first data points in the classification layer The values ​​on the matching features, represents the matching feature sequence number in the classification layer, Indicates The weight coefficient of the matching features, Indicates The first layer in the feature vector set Matching features, Indicates The data point in The feature matching degree in the classification layer is used to determine whether the data point matches the domain classification in the current classification layer.

3. The island ecological protection red line indicator monitoring and analysis system as claimed in claim 2, characterized in that: The classification of the fields according to the feature matching degree calculated at each layer is as follows: Set the feature matching judgment threshold for each layer , the calculated feature matching degree Compared with the set feature matching judgment threshold, we have: If the comparison result satisfies the formula , indicating 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 , indicating 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 of the feature matching degree calculated in the next layer and the feature matching degree judgment threshold of 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 reached.

4. The island ecological protection red line indicator monitoring and analysis system as claimed in claim 3, characterized in that: The feedback regulation of the classification mechanism is as follows: Set the threshold for the amount of data that does not belong to the last classification layer At the same time, the amount of data that does not belong to the last classification layer in the statistical field classification model , according to the comparison results of the two, the classification mechanism of the classification layer in the domain classification model is adjusted, then, If the comparison result satisfies the formula , indicating that the data currently input into the domain classification model is not fully classified, and the weight coefficient of the matching feature in the domain classification model is adjusted And the feature matching 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 The threshold value of the amount of data that does not belong to the last classification layer , the comparison satisfies the formula until.

5. The island ecological protection red line indicator monitoring and analysis system as claimed in claim 4, characterized in that: The judgment event trigger is specifically as follows: Single event trigger, by monitoring the event characteristic value If the monitored event feature value exceeds the set corresponding event feature threshold , it means the currently monitored event is triggered, such as: Monitor the amount of pollutants and set a pollutant exceeding threshold. If the monitored pollutant amount exceeds the set threshold, it means that a pollution exceeding threshold event has occurred; Multi-event triggering, by monitoring the comprehensive degree of impact of all events and judging according to the set threshold, then there is, in, Indicates an event The weight coefficient of Indicates the monitored events The characteristic value of Indicates the comprehensive degree of impact of all events, used to monitor the triggering of multiple events, specifically: Setting comprehensive impact threshold , if the comprehensive degree of impact of all events meets the set threshold, the formula , indicating multiple event triggering.

6. The island ecological protection red line indicator monitoring and analysis system according to claim 5, characterized in that: The dynamic adjustment of ecological protection priorities is as follows: Calculate the event impact factor based on the trigger time , then there is, in, Indicates the monitored events The characteristic value of Indicates an event The weight coefficient of represents the single event feature threshold, Events representing calculations The weight influencing factors are used to adjust the ecological protection priority, specifically: in, Indicates the current ecological protection priority, Indicates an event The weight coefficient of Indicates the adjusted ecological protection priority, Events representing calculations The weight influencing factor.

7. The island ecological protection red line indicator monitoring and analysis system according to claim 6, characterized in that: The verification of the adjusted ecological protection priority is as follows: Calculate the error of the current priority adjustment, then we have, in, Indicates the adjusted ecological protection priority, Indicates the benchmark ecological protection priority that can achieve the red line indicators of island ecological protection, Represents the calculated priority adjustment error, which is used to determine whether feedback is needed to adjust the ecological protection priority. Specifically: If the calculated priority adjustment error satisfies the formula , indicating that the adjusted ecological protection priority 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 maintain the current ecological protection priority; If the calculated priority adjustment error satisfies the formula , indicating 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.

8. The island ecological protection red line indicator monitoring and analysis system according to claim 7, characterized in that: The feedback adjustment of the ecological protection priority is as follows: By optimizing the event weight coefficient and adjusting the event trigger threshold, feedback is used to adjust the ecological protection priority, then: ； in, Indicates an event The weight coefficient of represents the calculated priority adjustment error, represents the single event feature threshold, , Indicates the adjustment coefficient, which is set by the implementer according to the actual application scenario; According to the adjusted event weight coefficient and event characteristic 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 readjusted by feedback.

9. A computer device comprising a memory and a processor, wherein the memory stores a computer program, wherein: When the processor executes the computer program, the system according to any one of claims 1 to 8 is implemented.

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

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