New energy centralized control safety monitoring system and method

By implementing new energy centralized control safety monitoring systems and methods in new energy stations, the problem of low efficiency in obtaining monitoring results is solved, and the stable operation and equipment health management of new energy stations are achieved.

CN119966066APending Publication Date: 2025-05-09STATE POWER GUANGDONG ELECTRIC POWER CO LTD
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Patent Information

Application Number
CN202510026370.0
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2025-01-08
Publication Date
2025-05-09

AI Technical Summary

Technical Problem

The monitoring results of existing new energy stations are inefficient to obtain, which cannot ensure the stable operation of new energy stations, especially in severe weather conditions, and low power generation efficiency, resulting in low efficiency or large losses in equipment aging.

Method used

A new energy centralized control safety monitoring system and method is adopted. By obtaining the regional distribution data of the new energy station, it is divided into multiple monitoring areas, receiving the sensing data of each monitoring area, calculating safety monitoring indicators, and integrating the output and integration index data. Set up the index safety threshold for comparison and judgment, and obtain historical data for analysis to output prediction results.

Benefits of technology

It improves the efficiency of obtaining monitoring results, ensures the stable operation of new energy stations, can promptly detect and deal with potential problems, and prevents equipment aging and efficiency reduction.

✦ Generated by Eureka AI based on patent content.

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Abstract

The invention relates to the technical field of new energy management, in particular to a new energy centralized control safety monitoring system and method. The method comprises the following steps: acquiring regional distribution data of a new energy station, dividing the new energy station into a plurality of monitoring regions, and receiving sensing data of each monitoring region; according to the sensing data, safety monitoring indexes of all the monitoring areas are calculated, and integrated index data of the new energy station are fused and output; setting an index safety threshold, comparing and judging the integrated index data with the index safety threshold, and outputting a judgment result; acquiring historical data of each monitoring area, analyzing the historical data, and outputting a prediction result; the system comprises a sensing data acquisition module, an integration index fusion module, a safety monitoring judgment module and a prediction output module. Through the above mode, the monitoring result acquisition efficiency is improved, so that the stable operation of the new energy station is ensured.
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Description

Technical Field

[0001] The present invention relates to the technical field of new energy management, and in particular to a new energy centralized control safety monitoring system and method. Background Art

[0002] A new energy station refers to a collection of all equipment below the grid connection point of a wind farm or solar power station that is centrally connected to the power system; with the widespread application of new energy, the safety and stability of new energy centralized control systems have become key issues.

[0003] In the existing technology, new energy stations are widely distributed and have low energy density. The power loss during power storage and transmission is large, and the power generation efficiency is low under severe weather conditions. In addition, long-term operation may cause equipment aging, low efficiency, or even loss greater than output. When the above situation occurs, the entire new energy station needs to be monitored, and the efficiency of obtaining monitoring results is low, and the stable operation of the new energy station cannot be ensured.

[0004] Therefore, it is very necessary to propose a new energy centralized control safety monitoring system and method to improve the efficiency of obtaining monitoring results, thereby ensuring the stable operation of new energy stations. Summary of the invention

[0005] The purpose of the present invention is to provide a new energy centralized control safety monitoring system and method, aiming to improve the efficiency of obtaining monitoring results, thereby ensuring the stable operation of new energy stations.

[0006] To achieve the above purpose, the present invention adopts a new energy centralized control safety monitoring method, which includes the following steps:

[0007] Obtain regional distribution data of new energy stations, divide the new energy stations into multiple monitoring areas, and receive sensor data of each monitoring area; the sensor data includes real-time power generation, power generation time curve, sunshine intensity, and sunshine intensity time curve;

[0008] Calculate the safety monitoring indicators of each monitoring area based on sensor data, and integrate and output the integrated indicator data of the new energy station;

[0009] Establish indicator safety thresholds, compare and judge the integrated indicator data with the indicator safety thresholds, and output the judgment results;

[0010] Obtain historical data for each monitoring area, analyze the historical data, and output prediction results.

[0011] Among them, in the step of obtaining regional distribution data of new energy stations, dividing the new energy stations into multiple monitoring areas, and receiving sensor data of each monitoring area:

[0012] Obtain basic information of new energy stations, including station name, geographical location, and installed capacity;

[0013] Using geographic information technology, the collected station information is marked on the map to form a regional distribution map of new energy stations;

[0014] The boundaries of the monitoring area are determined on the area distribution map, and multiple monitoring areas are generated.

[0015] Wherein, after the steps of determining the boundary of the monitoring area on the area distribution map and generating multiple monitoring areas:

[0016] Each monitoring area is assigned identification data; the identification data includes area boundaries, name, and installed capacity.

[0017] Among them, in the step of calculating the safety monitoring indicators of each monitoring area according to the sensor data, and fusing and outputting the integrated indicator data of the new energy station:

[0018] Establish data transmission channels to receive sensor data from each monitoring area;

[0019] Determine monitoring indicators based on the safety monitoring requirements of new energy sites; monitoring indicators include equipment temperature indicators, environmental humidity indicators, and smoke concentration indicators. For each monitoring indicator, calculate the value of each monitoring indicator;

[0020] The calculated values ​​of each monitoring indicator are integrated to form a complete monitoring indicator system and output.

[0021] Among them, after the step of establishing a data transmission channel and receiving the sensor data of each monitoring area:

[0022] Verify the received data to ensure its accuracy and completeness, and identify and process abnormal data.

[0023] Among them, in the step of setting the indicator safety threshold, comparing and judging the integrated indicator data with the indicator safety threshold, and outputting the judgment result:

[0024] According to the monitoring objectives, identify key sensitive indicators, such as equipment temperature, ambient humidity, and smoke concentration;

[0025] Set a safe threshold range for each sensitive indicator, which is the indicator safety threshold;

[0026] Compare the indicator data monitored in real time with the indicator safety threshold to obtain the comparison result.

[0027] Among them, after comparing the real-time monitored indicator data with the indicator safety threshold and obtaining the comparison result:

[0028] When the indicator data exceeds the safety threshold, the alarm mechanism is triggered.

[0029] Among them, in the steps of obtaining historical data of each monitoring area, analyzing the historical data, and outputting the prediction results:

[0030] Collect historical data from each monitoring area, clean the collected data, remove outliers, missing values ​​and duplicate data, and organize the data into analysis formats; the analysis formats include time series data and table data;

[0031] Use statistical description methods to draw trend analysis graphs and observe the trend of data changes over time; statistical description methods include mean, median, and standard deviation; trend analysis graphs include drawing line graphs and time series graphs;

[0032] Establish a prediction model, predict the current monitoring prediction results based on historical data, and output them.

[0033] The present invention also provides a new energy centralized control safety monitoring system, including a sensor data acquisition module, an integrated index fusion module, a safety monitoring judgment module and a prediction output module; wherein:

[0034] The sensor data acquisition module is used to obtain regional distribution data of the new energy station, divide the new energy station into multiple monitoring areas, and receive sensor data of each monitoring area;

[0035] The integrated index fusion module is used to calculate the safety monitoring index of each monitoring area according to the sensor data, and fuse and output the integrated index data of the new energy station;

[0036] The safety monitoring judgment module is used to establish an indicator safety threshold, compare and judge the integrated indicator data with the indicator safety threshold, and output the judgment result;

[0037] The prediction output module is used to obtain historical data of each monitoring area, analyze the historical data, and output prediction results.

[0038] A new energy centralized control safety monitoring system and method of the present invention adopts the sensor data acquisition module, the integrated index fusion module, the safety monitoring judgment module and the prediction output module to perform the following steps: obtain the regional distribution data of the new energy station, divide the new energy station into multiple monitoring areas, and receive the sensor data of each monitoring area; calculate the safety monitoring index of each monitoring area according to the sensor data, and fuse and output the integrated index data of the new energy station; establish an index safety threshold, compare and judge the integrated index data with the index safety threshold, and output the judgment result; obtain the historical data of each monitoring area, analyze the historical data, and output the prediction result; through the above method, the efficiency of obtaining the monitoring result is improved, thereby ensuring the stable operation of the new energy station. BRIEF DESCRIPTION OF THE DRAWINGS

[0039] In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings required for use in the embodiments or the description of the prior art will be briefly introduced below. 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 paying creative work.

[0040] Figure 1 It is a flow chart of the steps of the new energy centralized control safety monitoring method of the present invention.

[0041] Figure 2 It is a flow chart of the steps of dividing the monitoring area of ​​the present invention.

[0042] Figure 3 It is a step flow chart of S200 of the present invention.

[0043] Figure 4 It is a step flow chart of S300 of the present invention.

[0044] Figure 5 It is a step flow chart of S400 of the present invention.

[0045] Figure 6 It is a structural principle diagram of the new energy centralized control safety monitoring system of the present invention.

[0046] Figure 7 It is a structural principle diagram of the electronic equipment of the present invention.

[0047] 501 - sensor data acquisition module, 502 - integrated index fusion module, 503 - safety monitoring judgment module, 504 - prediction output module. DETAILED DESCRIPTION

[0048] Here, exemplary embodiments are described in detail, and examples thereof are shown in the accompanying drawings. When the following description refers to the drawings, unless otherwise indicated, the same numbers in different drawings represent the same or similar elements. The implementations described in the following exemplary embodiments do not represent all implementations consistent with the present application.

[0049] The terms used in this application are for the purpose of describing specific embodiments only and are not intended to limit this application. The singular forms of "a", "said" and "the" used in this application and the appended claims are also intended to include plural forms unless the context clearly indicates other meanings. It should also be understood that the term "and / or" used herein refers to and includes any or all possible combinations of one or more associated listed items.

[0050] It should be understood that although the terms first, second, third, etc. may be used in the present application to describe various information, these information should not be limited to these terms. These terms are only used to distinguish the same type of information from each other. For example, without departing from the scope of the present application, the first information may also be referred to as the second information, and similarly, the second information may also be referred to as the first information. Depending on the context, the word "if" as used herein may be interpreted as "at the time of" or "when" or "in response to determining".

[0051] See also Figure 1 to Figure 5 The present invention provides a new energy centralized control safety monitoring method, comprising the following steps:

[0052] S100: Acquire regional distribution data of new energy stations, divide the new energy stations into multiple monitoring areas, and receive sensor data of each monitoring area; wherein the sensor data includes real-time power generation, power generation time curve, sunshine intensity, and sunshine intensity time curve;

[0053] S200: Calculate the safety monitoring index of each monitoring area according to the sensor data, and integrate and output the integrated index data of the new energy station;

[0054] S300: Establishing an indicator safety threshold, comparing and judging the integrated indicator data with the indicator safety threshold, and outputting the judgment result;

[0055] S400: Obtain historical data of each monitoring area, analyze the historical data, and output prediction results.

[0056] In this embodiment, the regional distribution data of the new energy station is first obtained, the new energy station is divided into multiple monitoring areas, and the sensor data of each monitoring area is received; the sensor data includes real-time power generation, power generation time curve, sunshine intensity, and sunshine intensity time curve. Then, according to the sensor data, the safety monitoring indicators of each monitoring area are calculated, and the integrated indicator data of the new energy station is fused and output. Then, the indicator safety threshold is established, and the integrated indicator data is compared and judged with the indicator safety threshold, and the judgment result is output. Finally, the historical data of each monitoring area is obtained, the historical data is analyzed, and the prediction result is output; the efficiency of obtaining monitoring results is improved, thereby ensuring the stable operation of the new energy station.

[0057] Furthermore, in the step of obtaining the regional distribution data of the new energy station, dividing the new energy station into a plurality of monitoring areas, and receiving the sensor data of each monitoring area, the specific process of dividing the monitoring area is as follows:

[0058] S101: Obtain basic information of new energy stations; the basic information includes station name, geographical location, and installed capacity;

[0059] S102: Using geographic information technology, marking the collected station information on a map to form a regional distribution map of new energy stations;

[0060] S103: determining the boundaries of the monitoring area on the area distribution map, and generating multiple monitoring areas;

[0061] S104: assigning identification data to each monitoring area; wherein the identification data includes area boundaries, name, and installed capacity.

[0062] In this embodiment, the basic information of the new energy station is first obtained; the basic information includes the station name, geographical location, and installed capacity; then, the collected station information is marked on the map using geographic information technology to form a regional distribution map of the new energy station; then, the boundaries of the monitoring area are determined on the regional distribution map to generate multiple monitoring areas; finally, identification data is assigned to each monitoring area; the identification data includes the regional boundaries, name, and installed capacity.

[0063] Furthermore, in the step of calculating the safety monitoring index of each monitoring area according to the sensor data, and fusing and outputting the integrated index data of the new energy station:

[0064] S201: Establishing a data transmission channel to receive sensor data from each monitoring area;

[0065] S202: Verify the received data to ensure the accuracy and completeness of the data, and identify and process abnormal data;

[0066] S203: Determine monitoring indicators according to the safety monitoring requirements of the new energy station; the monitoring indicators include equipment temperature indicators, environmental humidity indicators, and smoke concentration indicators. For each monitoring indicator, calculate the value of each monitoring indicator;

[0067] S204: Integrate the calculated values ​​of each monitoring indicator to form a complete monitoring indicator system, and output it.

[0068] In this embodiment, after receiving the sensor data of each monitoring area, a data transmission channel is established to receive the sensor data of each monitoring area. Then the received data is verified to ensure the accuracy and completeness of the data, and abnormal data is identified and processed. Then, according to the safety monitoring requirements of the new energy station, the monitoring indicators are determined; the monitoring indicators include equipment temperature indicators, environmental humidity indicators, and smoke concentration indicators. For each monitoring indicator, the value of each monitoring indicator is calculated. Finally, the calculated values ​​of each monitoring indicator are integrated to form a complete monitoring indicator system and output.

[0069] Furthermore, in the step of establishing the indicator safety threshold, comparing and judging the integrated indicator data with the indicator safety threshold, and outputting the judgment result:

[0070] S301: Identify key sensitive indicators such as equipment temperature, ambient humidity, and smoke concentration according to the monitoring target;

[0071] S302: Setting a safe threshold range for each sensitive indicator, the threshold range being the indicator safety threshold;

[0072] S303: Compare the indicator data monitored in real time with the indicator safety threshold to obtain a comparison result.

[0073] In this embodiment, first, according to the monitoring target, key sensitive indicators such as equipment temperature, ambient humidity, and smoke concentration are identified. Then a safe threshold range is set for each sensitive indicator, and the threshold range is the indicator safety threshold. Then the indicator data monitored in real time is compared with the indicator safety threshold to obtain the comparison result. When the indicator data exceeds the safety threshold, the alarm mechanism is triggered, and the relevant personnel are notified by sound, light, text message, email, etc. On the monitoring interface or platform, the judgment results are intuitively displayed in the form of charts, dashboards, etc., including abnormal indicators, abnormal time, abnormal degree and other information. According to the judgment results, guide the relevant personnel to take corresponding measures to deal with it. After receiving the alarm, the relevant personnel should immediately handle the exception according to the judgment results and handling suggestions to ensure the safe operation of the new energy station. With the changes in the operating conditions of the new energy station or the update of safety regulations, the safety threshold needs to be adjusted and optimized regularly to ensure its accuracy and applicability.

[0074] Furthermore, in the step of obtaining historical data of each monitoring area, analyzing the historical data, and outputting prediction results:

[0075] S401: Collect historical data of each monitoring area, clean the collected data, remove abnormal values, missing values ​​and duplicate data, and organize the data into an analysis format; the analysis format includes time series data and table data;

[0076] S402: Use statistical description methods to draw trend analysis graphs to observe the trend of data changes over time; the statistical description methods include mean, median, and standard deviation; the trend analysis graphs include drawing line graphs and time series graphs;

[0077] S403: Establish a prediction model, predict the current monitoring prediction results based on historical data, and output them.

[0078] In this embodiment, the historical data of each monitoring area is first collected, the collected data is cleaned, outliers, missing values ​​and duplicate data are removed, and the data is organized into an analysis format; wherein the analysis format includes time series data and tabular data. Then, a statistical description method is used to draw a trend analysis chart to observe the trend of data changes over time; wherein the statistical description method includes mean, median, and standard deviation; the trend analysis chart includes drawing a line chart and a time series chart. According to the characteristics of the data and the analysis requirements, a suitable prediction model is selected, such as linear regression, time series analysis, machine learning algorithm, etc.; the prediction model is trained using historical data, and the model parameters are adjusted to improve the prediction accuracy; the trained model is applied to new data, and the prediction results are output. The prediction results are compared with the actual situation to verify the accuracy of the model. The model is optimized according to the verification results to improve the prediction performance; the current monitoring prediction results are predicted based on the historical data and output.

[0079] Corresponding to the aforementioned embodiment of the method for centralized control and safety monitoring of new energy, the present application also provides an embodiment of a system for centralized control and safety monitoring of new energy.

[0080] Figure 6 FIG. 1 is a block diagram of a new energy centralized control safety monitoring system according to an exemplary embodiment. Figure 6 The system may include: a sensor data acquisition module 501, an integrated index fusion module 502, a safety monitoring judgment module 503 and a prediction output module 504; wherein:

[0081] The sensor data acquisition module 501 is used to obtain regional distribution data of the new energy station, divide the new energy station into multiple monitoring areas, and receive sensor data of each monitoring area;

[0082] The integrated index fusion module 502 is used to calculate the safety monitoring index of each monitoring area according to the sensor data, and fuse and output the integrated index data of the new energy station;

[0083] The security monitoring judgment module 503 is used to establish an indicator security threshold, compare and judge the integrated indicator data with the indicator security threshold, and output the judgment result;

[0084] The prediction output module 504 is used to obtain historical data of each monitoring area, analyze the historical data, and output prediction results.

[0085] In this embodiment, the sensor data acquisition module 501 acquires the regional distribution data of the new energy station, divides the new energy station into multiple monitoring areas, and receives the sensor data of each monitoring area; the integrated indicator fusion module 502 calculates the safety monitoring indicators of each monitoring area according to the sensor data, and fuses and outputs the integrated indicator data of the new energy station; the safety monitoring judgment module 503 establishes an indicator safety threshold, compares and judges the integrated indicator data with the indicator safety threshold, and outputs the judgment result; the prediction output module 504 acquires the historical data of each monitoring area, analyzes the historical data, and outputs the prediction result; the efficiency of obtaining monitoring results is improved, thereby ensuring the stable operation of the new energy station.

[0086] Regarding the system in the above embodiment, the specific manner in which each module performs operations has been described in detail in the embodiment of the method, and will not be elaborated here.

[0087] For the system embodiment, since it basically corresponds to the method embodiment, the relevant parts can refer to the partial description of the method embodiment. The device embodiment described above is only schematic, wherein the units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, that is, they may be located in one place, or they may be distributed on multiple network units. Some or all of the modules may be selected according to actual needs to achieve the purpose of the present application. A person of ordinary skill in the art can understand and implement it without creative work.

[0088] Accordingly, the present application also provides an electronic device, comprising: one or more processors; a memory for storing one or more programs; when the one or more programs are executed by the one or more processors, the one or more processors implement the above-mentioned new energy centralized control safety monitoring method. Figure 7 As shown in the figure, it is a hardware structure diagram of any device with data processing capability in a new energy centralized control safety monitoring system provided by an embodiment of the present invention, except Figure 7 In addition to the processor, memory and network interface shown, any device with data processing capability in which the apparatus in the embodiment is located may also include other hardware, generally based on the actual functions of the device with data processing capability, which will not be described in detail.

[0089] Accordingly, the present application also provides a computer-readable storage medium on which computer instructions are stored, and when the instructions are executed by the processor, the above-mentioned new energy centralized control safety monitoring method is implemented. The computer-readable storage medium can be an internal storage unit of any device with data processing capabilities described in any of the aforementioned embodiments, such as a hard disk or a memory. The computer-readable storage medium can also be an external storage device, such as a plug-in hard disk, a smart memory card (Smart Media Card, SMC), an SD card, a flash card (Flash Card), etc. equipped on the device. Furthermore, the computer-readable storage medium can also include both an internal storage unit and an external storage device of any device with data processing capabilities. The computer-readable storage medium is used to store the computer program and other programs and data required by any device with data processing capabilities, and can also be used to temporarily store data that has been output or is to be output.

[0090] Those skilled in the art will readily appreciate other embodiments of the present application after considering the specification and practicing the contents disclosed herein. The present application is intended to cover any variations, uses or adaptations of the present application, which follow the general principles of the present application and include common knowledge or customary technical means in the art that are not disclosed in the present application.

[0091] It should be understood that the present application is not limited to the exact construction that has been described above and shown in the drawings, and that various modifications and changes may be made without departing from the scope thereof.

Claims

1. A method for centralized control and safety monitoring of new energy, characterized in that: The steps include: Obtain regional distribution data of new energy stations, divide the new energy stations into multiple monitoring areas, and receive sensor data of each monitoring area; the sensor data includes real-time power generation, power generation time curve, sunshine intensity, and sunshine intensity time curve; Calculate the safety monitoring indicators of each monitoring area based on sensor data, and integrate and output the integrated indicator data of the new energy station; Establish indicator safety thresholds, compare and judge the integrated indicator data with the indicator safety thresholds, and output the judgment results; Obtain historical data for each monitoring area, analyze the historical data, and output prediction results.

2. The new energy centralized control safety monitoring method according to claim 1, characterized in that: In the steps of obtaining regional distribution data of new energy stations, dividing the new energy stations into multiple monitoring areas, and receiving sensor data of each monitoring area, the specific process of dividing the monitoring areas is as follows: Obtain basic information on new energy sites; The basic information includes the station name, geographical location, and installed capacity; Using geographic information technology, the collected station information is marked on the map to form a regional distribution map of new energy stations; The boundaries of the monitoring area are determined on the area distribution map, and multiple monitoring areas are generated.

3. The new energy centralized control safety monitoring method according to claim 2, characterized in that: After determining the boundaries of the monitoring area on the area distribution map and generating multiple monitoring areas: Each monitoring area is assigned identification data; the identification data includes area boundaries, name, and installed capacity.

4. The new energy centralized control safety monitoring method according to claim 1, characterized in that: In the step of calculating the safety monitoring indicators of each monitoring area based on the sensor data and integrating and outputting the integrated indicator data of the new energy station: Establish data transmission channels to receive sensor data from each monitoring area; Determine monitoring indicators based on the safety monitoring requirements of new energy sites; monitoring indicators include equipment temperature indicators, environmental humidity indicators, and smoke concentration indicators. For each monitoring indicator, calculate the value of each monitoring indicator; The calculated values ​​of each monitoring indicator are integrated to form a complete monitoring indicator system and output.

5. The new energy centralized control safety monitoring method according to claim 4, characterized in that: After establishing the data transmission channel and receiving the sensor data of each monitoring area: Verify the received data to ensure its accuracy and completeness, and identify and process abnormal data.

6. The new energy centralized control safety monitoring method according to claim 1, characterized in that: In the step of setting the indicator safety threshold, comparing the integrated indicator data with the indicator safety threshold, and outputting the judgment result: According to the monitoring objectives, identify key sensitive indicators, such as equipment temperature, ambient humidity, and smoke concentration; Set a safe threshold range for each sensitive indicator, which is the indicator safety threshold; Compare the indicator data monitored in real time with the indicator safety threshold to obtain the comparison result.

7. The new energy centralized control safety monitoring method according to claim 6, characterized in that: After comparing the real-time monitored indicator data with the indicator safety threshold and obtaining the comparison results: When the indicator data exceeds the safety threshold, the alarm mechanism is triggered.

8. The new energy centralized control safety monitoring method according to claim 1, characterized in that: In the steps of obtaining historical data of each monitoring area, analyzing the historical data, and outputting the prediction results: Collect historical data from each monitoring area, clean the collected data, remove outliers, missing values ​​and duplicate data, and organize the data into an analytical format; The analysis formats include time series data and tabular data; Use statistical description methods to draw trend analysis graphs and observe the trend of data changes over time; statistical description methods include mean, median, and standard deviation; trend analysis graphs include drawing line graphs and time series graphs; Establish a prediction model, predict the current monitoring prediction results based on historical data, and output them.

9. A new energy centralized control safety monitoring system, applied to the new energy centralized control safety monitoring method as claimed in claim 1, characterized in that: It includes sensor data acquisition module, integrated index fusion module, safety monitoring judgment module and prediction output module; among which: The sensor data acquisition module is used to obtain regional distribution data of the new energy station, divide the new energy station into multiple monitoring areas, and receive sensor data of each monitoring area; The integrated index fusion module is used to calculate the safety monitoring index of each monitoring area according to the sensor data, and fuse and output the integrated index data of the new energy station; The safety monitoring judgment module is used to establish an indicator safety threshold, compare and judge the integrated indicator data with the indicator safety threshold, and output the judgment result; The prediction output module is used to obtain historical data of each monitoring area, analyze the historical data, and output prediction results.