Illumination control method based on transformer substation, electronic equipment and readable storage medium

Abstract

The invention provides an illumination control method based on a transformer substation, electronic equipment and a readable storage medium, and relates to the technical field of electronic equipment.The method comprises the steps that the transformer substation is simulated according to a simulation model, and simulated illumination data is obtained; according to the simulated illumination data, training the initial model to obtain a control model; acquiring environment data of the transformer substation, wherein the environment data comprises weather data, time data and lamp distribution data; inputting environment data into the control model, and analyzing the environment data through the control model to obtain control data; and adjusting the lighting system of the transformer substation according to the control data. According to the technical scheme provided by the invention, the illumination system of the transformer substation is adjusted through the control data output by the control model obtained through training, so that the phenomena of glare and non-uniform illumination caused by too high illumination parameters of the working surfaces in the rooms of the transformer substation can be reduced, and the operation and maintenance safety of the transformer substation can be improved.

Description

Technical Field

[0001] The present application belongs to the technical field of electronic equipment, and in particular relates to a lighting control method based on a substation, an electronic device, and a readable storage medium. Background Art

[0002] In the power transmission system, while substations convert different energies into electrical energy, they also consume some electricity to maintain normal operation of the substations. Therefore, the requirements for energy conservation, environmental protection and sustainable development of substations are becoming increasingly higher.

[0003] In related technologies, a proportional-integral-derivative (PID) control system can be used to implement fuzzy PID cascade control of the lighting system, converting the deviation between the required standard illumination and the actual illumination into the degree of blind opening. Furthermore, when natural lighting cannot meet the standard illumination, the PID control system can be used to adjust the number of lamps in the lighting system.

[0004] However, in actual applications, when controlling the lighting system through a PID control system, the parameters corresponding to the actual illumination of the substation working surface may be much greater than the parameters corresponding to the standard illumination, resulting in glare and uneven illumination. Summary of the Invention

[0005] The present application provides a lighting control method, electronic device and readable storage medium based on a substation, which solves the problem that in the process of controlling the lighting system through a PID control system in the prior art, the parameters corresponding to the actual illumination of the working surface of the substation may be much greater than the parameters corresponding to the standard illumination, resulting in glare and uneven illumination.

[0006] To achieve the above objectives, this application adopts the following technical solutions:

[0007] In a first aspect, an embodiment of the present application provides a lighting control method based on a substation, the method comprising:

[0008] The substation is simulated according to the simulation model to obtain simulated lighting data;

[0009] Training the initial model according to the simulated lighting data to obtain a control model;

[0010] Acquiring environmental data of the substation, the environmental data including weather data, time data, and lamp distribution data;

[0011] Inputting the environmental data into the control model, and analyzing the environmental data by the control model to obtain control data;

[0012] The lighting system of the substation is adjusted according to the control data.

[0013] Optionally, inputting the environmental data into the control model and analyzing the environmental data by the control model to obtain the control data includes:

[0014] Inputting the environmental data into an input layer of the control model;

[0015] Performing fuzzy processing on the environmental data through the fuzzification layer of the control model to obtain fuzzy data;

[0016] Analyzing the fuzzy data through the inference layer of the control model to obtain the control data;

[0017] The control data is output through the output layer of the control model.

[0018] Optionally, after adjusting the lighting system of the substation according to the control data, the method further includes:

[0019] Acquiring actual lighting data, where the actual lighting data is used to represent a lighting condition after the substation adjusts the lighting system according to the control data;

[0020] Determining whether the actual lighting data meets the lighting standard corresponding to the substation, and obtaining a determination result;

[0021] The lighting system is adjusted according to the judgment result.

[0022] Optionally, adjusting the lighting system according to the judgment result includes:

[0023] If the judgment result indicates that the illumination parameter of the actual lighting data is greater than the illumination parameter of the lighting standard, reducing the light luminance of the lighting system;

[0024] If the judgment result indicates that the illumination parameter of the actual lighting data is less than the illumination parameter of the lighting standard, increasing the light brightness of the lighting system;

[0025] If the judgment result indicates that the illumination parameter of the actual lighting data is equal to the illumination parameter of the lighting standard, the light brightness of the lighting system is maintained.

[0026] Optionally, the acquiring environmental data of the substation includes:

[0027] Obtaining a lighting status of each lamp in the lighting system in each room of the substation, where the lighting status indicates whether the lamp is turned on;

[0028] Determining lamp distribution data of the substation according to the lighting status;

[0029] Obtaining time data and weather data corresponding to the area where the substation is located;

[0030] The environmental data is generated according to the weather data, the time data and the lamp distribution data.

[0031] Optionally, simulating the substation according to the simulation model to obtain simulated lighting data includes:

[0032] Constructing a simulation model based on the complete distribution data, wherein the complete distribution data is used to represent the distribution of each lamp of the lighting system in each room of the substation;

[0033] For different weather data and / or time data, the lighting system is simulated according to a preset lighting mode through the simulation model to obtain the simulated lighting data.

[0034] Optionally, constructing a simulation model based on the complete distribution data includes:

[0035] Determining each of the rooms in the substation and the orientation of doors and windows corresponding to each of the rooms according to the complete distribution data;

[0036] For each room, adjusting the upper limit of illumination of the room according to the orientation of the doors and windows corresponding to the room;

[0037] The number of lamps included in each of the rooms and the rated parameters of each of the lamps are determined based on the complete distribution data to obtain the simulation model.

[0038] Optionally, the training of the initial model according to the simulated lighting data to obtain the control model includes:

[0039] Inputting the simulated lighting data into a preset initial model, analyzing the simulated lighting data using a fuzzy inference algorithm based on a preset lighting standard, and outputting simulated control data;

[0040] Comparing the simulated control data with actual control data corresponding to the simulated lighting data to obtain a comparison result;

[0041] According to the comparison result, the initial model is adjusted to obtain the control model.

[0042] In a second aspect, an embodiment of the present application provides an electronic device comprising: a memory and a processor, the memory being used to store a computer program; the processor being used to execute the method described in the first aspect or any embodiment of the first aspect when calling the computer program.

[0043] In a third aspect, an embodiment of the present application provides a computer-readable storage medium having a computer program stored thereon. When the computer program is executed by a processor, the method described in the first aspect or any embodiment of the first aspect is implemented.

[0044] The embodiment of the present application provides a lighting control method based on a substation. The substation is simulated according to a simulation model to obtain simulated lighting data, and the initial model is trained based on the simulated lighting data to obtain a control model. Afterwards, the environmental data of the substation is obtained and input into the control model. The environmental data is analyzed by the control model to obtain control data, and then the lighting system of the substation is adjusted based on the control data. By adjusting the lighting system of the substation using the control data output by the trained control model, it is possible to ensure that the parameters corresponding to the actual illumination of each room in the substation meet the parameters corresponding to the standard illumination, thereby reducing the glare and uneven illumination caused by excessively high illumination parameters on the working surfaces of each room in the substation, thereby increasing the service life of the lamps and reducing the energy consumption generated by the lamps, thereby improving the safety of substation operation and maintenance. BRIEF DESCRIPTION OF THE DRAWINGS

[0045] Figure 1 A schematic diagram of a lighting control scenario of a substation involved in a lighting control method based on a substation proposed in an embodiment of the present application;

[0046] Figure 2 A schematic flow chart of a substation-based lighting control method provided in an embodiment of the present application;

[0047] Figure 3 A structural block diagram of a lighting control device based on a substation provided in an embodiment of the present application;

[0048] Figure 4 A schematic diagram of the structure of an electronic device provided in an embodiment of the present application. DETAILED DESCRIPTION

[0049] In the following description, for purposes of illustration and not limitation, specific details such as specific system structures and technologies are provided to provide a thorough understanding of the embodiments of the present application. However, it will be apparent to those skilled in the art that the present application may be implemented in other embodiments without these specific details. In other cases, detailed descriptions of well-known lighting control technologies, model training algorithms, and electronic devices are omitted to avoid obscuring the description of the present application with unnecessary detail.

[0050] The terms used in the following embodiments are only for the purpose of describing specific embodiments and are not intended to limit the present application. As used in the specification and appended claims of this application, the singular expressions "a," "said," "above," and "the" are intended to also include expressions such as "one or more," unless the context clearly indicates otherwise.

[0051] In the power transmission system, while substations convert different energies into electrical energy, they also consume some electricity to maintain normal operation of the substations. Therefore, the requirements for energy conservation, environmental protection and sustainable development of substations are becoming increasingly higher.

[0052] In related technologies, a proportional-integral-derivative (PID) control system can be used to implement fuzzy PID cascade control of the lighting system, converting the deviation between the required standard illumination and the actual illumination into the degree of blind opening. Furthermore, when natural lighting cannot meet the standard illumination, the PID control system can be used to adjust the number of lamps in the lighting system.

[0053] However, in actual applications, when controlling the lighting system through a PID control system, the parameters corresponding to the actual illumination of the substation working surface may be much greater than the parameters corresponding to the standard illumination, resulting in glare and uneven illumination.

[0054] Therefore, the embodiment of the present application proposes a lighting control method based on a substation, in which the substation is simulated according to a simulation model to obtain simulated lighting data, and the initial model is trained according to the simulated lighting data to obtain a control model. Afterwards, the environmental data of the substation is obtained, and the environmental data is input into the control model. The environmental data is analyzed by the control model to obtain control data, and then the lighting system of the substation is adjusted according to the control data. By adjusting the lighting system of the substation according to the control data output by the trained control model, it is possible to ensure that the parameters corresponding to the actual illumination of each room in the substation meet the parameters corresponding to the standard illumination, thereby reducing the glare and uneven illumination caused by excessively high illumination parameters on the working surfaces of each room in the substation, thereby increasing the service life of the lamps and reducing the energy consumption generated by the lamps, thereby improving the safety of substation operation and maintenance.

[0055] See also Figure 1 , Figure 1A schematic diagram of a lighting control scenario of a substation involved in a lighting control method based on a substation proposed in an embodiment of the present application. The lighting control scenario of the substation may include: a control terminal 110, a lighting system 120 and a collection device 130, wherein the lighting system 120 may include multiple lamps.

[0056] The control terminal 110 is connected to the collection device 130 and the lighting system 120. The collection device 130 is used to collect the illumination of each room in the substation to obtain actual lighting data of the substation, indicating the illumination of each room in the substation.

[0057] For example, the acquisition device 130 may be a photosensor, and the embodiment of the present application does not specifically limit the acquisition device 130 .

[0058] Specifically, during the operation of each lighting system 120 of the substation, the control terminal 110 can obtain lamp distribution data and request time data and weather data corresponding to the area where the substation is located from the network device to form environmental data.

[0059] The control terminal 110 can then input the environmental data into the trained control model, which analyzes the lighting conditions in each room within the substation and outputs control data. The control terminal 110 can then adjust the substation's lighting system 120 based on the control data. The control data can include the adjustment method for each lamp in the lighting system 120.

[0060] During the operation of the lighting system 120 of the substation, the illumination of each room in the substation can be collected through the collection device 130 to obtain actual lighting data, and the actual lighting data can be sent to the control terminal 110. The control terminal 110 can then adjust the lighting system 120 again according to the actual lighting data so that the actual lighting data of the substation meets the corresponding lighting standards.

[0061] It should be noted that in actual applications, the control terminal 110 can also optimize the control model based on the differences between a large amount of actual lighting data and the lighting standards, so that the control model can output more accurate control data and reduce the number of times the control terminal 110 adjusts the lighting system 120.

[0062] In addition, in actual applications, each lamp in the lighting system 120 can be at least one of a light emitting diode (LED) lamp, an arc lamp, and an incandescent lamp. The embodiment of the present application does not specifically limit the type of each lamp in the lighting system 120.

[0063] Figure 2A schematic flow chart of a lighting control method based on a substation provided in an embodiment of the present application is provided as an example and not as a limitation. The control terminal used in the lighting control scenario of the above substation is shown in FIG. Figure 2 , the method comprising:

[0064] Step 201: Simulate the substation according to the simulation model to obtain simulated lighting data.

[0065] In the process of adjusting the lighting system of the substation, each lamp in the lighting system can be adjusted through the control data output by the control model, so that the illumination of the room can meet the preset lighting standards after the lamps are adjusted.

[0066] Therefore, before adjusting the lighting system, sample data may be obtained first, and then training may be performed based on the sample data to obtain a control model.

[0067] It should be noted that in actual applications, the sample data can be data recorded during the operation of the substation, or obtained through software simulation, or obtained through other methods. The embodiment of this application does not specifically limit the method of obtaining sample data.

[0068] The following description uses the example of obtaining sample data through software simulation.

[0069] Optionally, the control terminal may first construct a simulation model based on the complete distribution data, and then simulate the lighting system according to a preset lighting method through the simulation model for different weather data and / or time data to obtain simulated lighting data.

[0070] The complete distribution data is used to represent the distribution of each lamp of the lighting system in each room of the substation.

[0071] Specifically, the control terminal may first obtain complete distribution data corresponding to the lighting system of the substation, and construct a simulation model through the room where each lamp is located and the position of each room in the complete distribution data.

[0072] Afterwards, the control terminal can simulate the lighting conditions of each lamp in the lighting system according to the pre-set lighting method based on different weather and / or time to obtain simulated lighting data, so that in subsequent steps, the simulated lighting data can be used as sample data for training the control model.

[0073] Furthermore, in the process of constructing the simulation model, the control terminal can first determine each room of the substation and the corresponding door and window orientations of each room based on the complete distribution data, and for each room, adjust the upper limit of the room's illumination according to the corresponding door and window orientations of the room, and then determine the number of lamps included in each room and the rated parameters of each lamp based on the complete distribution data to obtain a simulation model.

[0074] Specifically, the control terminal can first determine the location of each room and the direction of the doors and windows of each room (such as south or north) based on the complete distribution data, so that the upper limit of the illumination of the room under sunlight can be adjusted according to the different door and window directions of each room. Then, based on the upper limit of illumination, it can be determined whether the lights need to be kept on at all times to meet the illumination requirements of the room.

[0075] For example, a substation may include four rooms, and the doors and windows of each room face south, north, east, and west respectively. For the room with doors and windows facing south, the control terminal can keep the upper limit of illumination of the room unchanged; for the room with doors and windows facing north, the control terminal can significantly reduce the upper limit of illumination of the room (such as reducing it by 50%); for the room with doors and windows facing east or west, the control terminal can slightly reduce the upper limit of illumination of the room (such as reducing it by 20%-30%).

[0076] Step 202: Train the initial model based on the simulated lighting data to obtain a control model.

[0077] After obtaining the simulated lighting data, the control terminal can use the simulated lighting data as sample data, combine it with the pre-set initial model and the lighting standards that the substation needs to meet, train the initial model, and obtain the control model.

[0078] Optionally, the control terminal can first input the simulated lighting data into a preset initial model, and based on the preset lighting standards, analyze the simulated lighting data through a fuzzy inference algorithm, output simulated control data, and then compare the simulated control data with the actual control data corresponding to the simulated lighting data to obtain a comparison result. Finally, based on the comparison result, the initial model is adjusted to obtain a control model.

[0079] It should be noted that the process of the initial model outputting the simulated control data according to the simulated lighting data is similar to the process of step 204 described below. For details, please refer to step 204 and will not be repeated here.

[0080] Step 203: Obtain environmental data of the substation.

[0081] Environmental data includes weather data, time data, and lighting distribution data. Accordingly, the illumination within the substation room varies in different weather conditions, necessitating the use of lighting fixtures with varying brightness levels. Similarly, the illumination within the room varies at different times of the day. For example, at night, lights may need to be continuously on for illumination.

[0082] After the control model is trained, the control terminal can use the control model and the current environmental data corresponding to the substation to determine the control method of the lighting system so that the substation can meet the pre-set lighting standards.

[0083] Optionally, the control terminal can first obtain the lighting status of each lamp in the lighting system in each room of the substation, and determine the lamp distribution data of the substation based on the lighting status, and then obtain the time data and weather data corresponding to the area where the substation is located, and generate environmental data based on the weather data, time data and lamp distribution data.

[0084] The lighting status indicates whether the lights are on. For example, if the lighting status of a room is off, it means that no staff is currently in the room and there is no need to turn on the lights in the room and adjust them.

[0085] Specifically, the control terminal can obtain the lighting status of each lamp in the lighting system and determine whether the lamps in each room of the substation are turned on, thereby obtaining lamp distribution data. Furthermore, the control terminal can request the current time and weather corresponding to the substation area from the network device, thereby obtaining the substation's time and weather data. The lamp distribution data, time data, and weather data are then combined to form environmental data.

[0086] It should be noted that, in actual applications, the control terminal may obtain environmental data in real time or periodically. The embodiment of the present application does not specifically limit the timing for the control terminal to obtain environmental data.

[0087] Step 204: Input the environmental data into the control model, analyze the environmental data through the control model, and obtain control data.

[0088] Corresponding to step 203, after obtaining the environmental data, the control terminal can input the environmental data into the trained control model, analyze the environmental data through various levels of the control model, and output control data corresponding to the environmental data.

[0089] Optionally, the control terminal can first input environmental data to the input layer of the control model, which can then forward the environmental data to the fuzzification layer of the control model. The fuzzification layer can then fuzzify the environmental data to obtain fuzzy data. The fuzzification layer of the control model can then forward the fuzzy data to the inference layer of the control model. The inference layer analyzes information such as weather, time, and lamp distribution in the fuzzy data to obtain control data, which is finally output through the output layer of the control model.

[0090] Specifically, the control terminal inputs the environmental data into the control model, and forwards the environmental data to the fuzzification layer through the input layer of the control model, so that the fuzzification layer fuzzifies the environmental data to obtain fuzzy data corresponding to each item in the environmental data.

[0091] Afterwards, the inference layer of the control model can determine the membership degree corresponding to each data item based on the membership function corresponding to each data item and the multiple fuzzy rules included in the control model, so that the fuzzy control method can be obtained through each membership degree.

[0092] Finally, the fuzzy control method is reversed through the output layer of the control model to complete the defuzzification of the fuzzy control method, obtain the control data, and output the control data. Among them, the control terminal can use the centroid method to reversely process the fuzzy control method to obtain the control data. The centroid method is used to calculate the "center of gravity" of the output membership function, thereby determining the output control data, ensuring the accuracy and practicality of the output.

[0093] It should be noted that, for the sake of simplicity, the embodiment of the present application is described using an example in which the control model includes four levels. In actual applications, the control model may also include more or fewer levels. The embodiment of the present application does not specifically limit the number of levels of the control model.

[0094] Step 205: Adjust the lighting system of the substation according to the control data.

[0095] After obtaining the control data, the control terminal can adjust each lamp in the lighting system according to the control data so that the illumination of the room where each lamp is located can meet the preset lighting standards. In this way, the energy waste caused by the lighting system can be reduced and the energy utilization efficiency of the lighting system can be improved while ensuring that each room in the substation meets the lighting standards.

[0096] Specifically, the control terminal may first obtain multiple lamp identifiers carried in the control data, and control and adjust the corresponding lamp according to each lamp identifier, wherein the lamp identifier is used to indicate a lamp in the lighting system.

[0097] For example, for each lamp identification, the control terminal can first determine the lamp corresponding to the lamp identification, and then obtain the control parameters corresponding to the lamp identification from the control data, and then send the lamp identification and control parameters to the lighting system, so that the lighting system can find the corresponding lamp according to the lamp identification, and then adjust the brightness of the lamp according to the control parameters.

[0098] Accordingly, after each lamp in the lighting system is adjusted in the above manner, the substation lighting system can be adjusted, so that the adjusted lighting system can reduce energy consumption while meeting the corresponding lighting standards of the substation.

[0099] It should be noted that, in actual applications, after completing step 205, steps 206 to 208 can be executed to further adjust the lighting system so that the illumination provided by the adjusted lighting system can be closer to the lighting standard, thereby further reducing the energy consumption of the lighting system.

[0100] Step 206: Acquire actual lighting data.

[0101] The actual lighting data is used to represent the lighting conditions after the substation adjusts the lighting system according to the control data.

[0102] After the lighting system is adjusted, the control terminal can obtain the illumination of each room through the acquisition device, and the illumination of each room is combined to form the actual lighting data, so that in subsequent steps, the control terminal can adjust the lighting system again according to the actual lighting data.

[0103] It should be noted that the actual lighting data may include a room identifier corresponding to each room in the substation, and each room identifier corresponds to an illumination parameter. Accordingly, the control terminal can determine the lamp corresponding to the room based on the room identifier and adjust the lamp in the room.

[0104] Step 207: Determine whether the actual lighting data meets the lighting standard corresponding to the substation and obtain a determination result.

[0105] Among other things, this lighting standard is used to indicate the minimum illumination required for each room in a substation.

[0106] Specifically, the control terminal can first determine the illumination parameters corresponding to each room based on the room identifier in the actual lighting data. Then, for each room's illumination parameter, the control terminal can search the lighting standards for the illumination standard corresponding to the room identifier. The control terminal can then compare the illumination parameter with the illumination standard to determine the difference between the two, and then use this difference to determine the judgment result.

[0107] For example, if the illumination parameter is greater than or equal to the illumination standard, it means that the illumination of the room meets the lighting standard; if the illumination parameter is less than the illumination standard, it means that the illumination of the room does not meet the lighting standard.

[0108] Step 208: Adjust the lighting system according to the judgment result.

[0109] After obtaining the judgment result, the control terminal can traverse the illumination of each room to see whether it meets the lighting standard according to the judgment result, so as to further adjust the lamps corresponding to each room according to the judgment result.

[0110] Accordingly, if the judgment result indicates that the illumination parameter of the actual lighting data is greater than the illumination parameter of the lighting standard, the control terminal can reduce the brightness of the lighting system. Conversely, if the judgment result indicates that the illumination parameter of the actual lighting data is less than the illumination parameter of the lighting standard, the control terminal can increase the brightness of the lighting system. In addition, if the judgment result indicates that the illumination parameter of the actual lighting data is equal to the illumination parameter of the lighting standard, the control terminal can maintain the brightness of the lighting system.

[0111] The process of controlling the terminal to adjust the lighting system is similar to the above step 205 and will not be repeated here.

[0112] In summary, the embodiment of the present application proposes a lighting control method based on a substation, which simulates the substation according to a simulation model to obtain simulated lighting data, and trains the initial model based on the simulated lighting data to obtain a control model. Afterwards, the environmental data of the substation is obtained, and the environmental data is input into the control model. The environmental data is analyzed by the control model to obtain control data, and then the lighting system of the substation is adjusted based on the control data. By adjusting the lighting system of the substation using the control data output by the trained control model, it is possible to ensure that the parameters corresponding to the actual illumination of each room in the substation meet the parameters corresponding to the standard illumination, thereby reducing the glare and uneven illumination caused by excessively high illumination parameters on the working surfaces of each room in the substation, thereby increasing the service life of the lamps and reducing the energy consumption generated by the lamps, thereby improving the safety of substation operation and maintenance.

[0113] Moreover, by adjusting the lighting system, the illumination of each room where the lamp is located in the substation can reach the preset lighting standard, thereby reducing the energy waste caused by the lighting system and improving the energy utilization efficiency of the lighting system while ensuring that each room in the substation meets the lighting standard.

[0114] It should be understood that the size of the serial numbers of the steps in the above embodiments does not mean the order of execution. The execution order of each process should be determined by its function and internal logic, and should not constitute any limitation on the implementation process of the embodiments of this application.

[0115] Corresponding to the substation-based lighting control method described in the above embodiment, Figure 3 This is a structural block diagram of a lighting control device based on a substation provided in an embodiment of the present application. For the sake of convenience, only the parts related to the embodiment of the present application are shown.

[0116] See also Figure 3 , the device comprises:

[0117] The simulation module 301 is used to simulate the substation according to the simulation model to obtain simulated lighting data;

[0118] A training module 302 is used to train the initial model according to the simulated lighting data to obtain a control model;

[0119] The first acquisition module 303 is used to acquire environmental data of the substation, the environmental data including weather data, time data and lamp distribution data;

[0120] An input module 304 is used to input the environmental data into the control model, and analyze the environmental data through the control model to obtain control data;

[0121] The adjustment module 305 is configured to adjust the lighting system of the substation according to the control data.

[0122] Optionally, the input module 304 is specifically used to input the environmental data into the input layer of the control model; fuzzify the environmental data through the fuzzification layer of the control model to obtain fuzzy data; analyze the fuzzy data through the inference layer of the control model to obtain the control data; and output the control data through the output layer of the control model.

[0123] Optionally, the device further includes:

[0124] A second acquisition module 306 is configured to acquire actual lighting data, where the actual lighting data is used to represent the lighting condition of the substation after the lighting system is adjusted according to the control data;

[0125] A judgment module 307 is used to judge whether the actual lighting data meets the lighting standard corresponding to the substation and obtain a judgment result;

[0126] The adjustment module 305 is further configured to adjust the lighting system according to the determination result.

[0127] Optionally, the adjustment module 305 is specifically used to reduce the light brightness of the lighting system if the judgment result indicates that the illumination parameter of the actual lighting data is greater than the illumination parameter of the lighting standard; increase the light brightness of the lighting system if the judgment result indicates that the illumination parameter of the actual lighting data is less than the illumination parameter of the lighting standard; and maintain the light brightness of the lighting system if the judgment result indicates that the illumination parameter of the actual lighting data is equal to the illumination parameter of the lighting standard.

[0128] Optionally, the first acquisition module 303 is specifically used to obtain the lighting status of each lamp in the lighting system in each room of the substation, where the lighting status is used to indicate whether the lamp is turned on; determine the lamp distribution data of the substation based on the lighting status; obtain the time data and weather data corresponding to the area where the substation is located; and generate the environmental data based on the weather data, the time data and the lamp distribution data.

[0129] Optionally, the simulation module 301 is specifically used to construct a simulation model based on the complete distribution data, where the complete distribution data is used to represent the distribution of each lamp of the lighting system in each room in the substation; for different weather data and / or time data, the lighting system is simulated according to a preset lighting method through the simulation model to obtain the simulated lighting data.

[0130] Optionally, the simulation module 301 is further specifically used to determine each room of the substation and the door and window orientations corresponding to each room based on the complete distribution data; for each room, adjust the upper limit of the illumination of the room based on the door and window orientations corresponding to the room; determine the number of lamps included in each room and the rated parameters of each lamp based on the complete distribution data to obtain the simulation model.

[0131] Optionally, the training module 302 is specifically used to input the simulated lighting data into a preset initial model, analyze the simulated lighting data through a fuzzy inference algorithm based on a preset lighting standard, and output simulated control data; compare the simulated control data with the actual control data corresponding to the simulated lighting data to obtain a comparison result; and adjust the initial model according to the comparison result to obtain the control model.

[0132] In summary, the embodiment of the present application proposes a lighting control device based on a substation, which simulates the substation according to a simulation model to obtain simulated lighting data, and trains the initial model based on the simulated lighting data to obtain a control model. Afterwards, the environmental data of the substation is obtained, and the environmental data is input into the control model. The environmental data is analyzed by the control model to obtain control data, and then the lighting system of the substation is adjusted based on the control data. By adjusting the lighting system of the substation using the control data output by the trained control model, it is possible to ensure that the parameters corresponding to the actual illumination of each room in the substation meet the parameters corresponding to the standard illumination, thereby reducing the glare and uneven illumination caused by excessively high illumination parameters on the working surfaces of each room in the substation, thereby increasing the service life of the lamps and reducing the energy consumption generated by the lamps, thereby improving the safety of substation operation and maintenance.

[0133] Based on the same inventive concept, an embodiment of the present application also provides an electronic device. Figure 4 A schematic diagram of the structure of an electronic device provided in an embodiment of the present application, such as Figure 4 As shown, the electronic device provided in this embodiment includes: a memory 41 and a processor 42, the memory 41 is used to store a computer program 43; the processor 42 is used to execute the method described in the above method embodiment when calling the computer program 43.

[0134] The electronic device provided in this embodiment can execute the above method embodiment, and its implementation principle and technical effects are similar, which will not be repeated here.

[0135] An embodiment of the present application further provides a computer-readable storage medium having a computer program stored thereon. When the computer program is executed by a processor, the method described in the above method embodiment is implemented.

[0136] An embodiment of the present application further provides a computer program product. When the computer program product is run on an electronic device, the electronic device implements the method described in the above method embodiment when executing the computer program product.

[0137] If the above-mentioned integrated unit is implemented as 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 present application can implement all or part of the processes in the above-mentioned method embodiments by instructing the relevant hardware through a computer program. The computer program can be stored in a computer-readable storage medium. When executed by a processor, the computer program can implement the steps of each of the above-mentioned method embodiments. The computer program includes computer program code, which can be in source code form, object code form, executable file, or some intermediate form. The computer-readable storage medium can at least include: any entity or device capable of carrying computer program code to the camera / terminal device, recording medium, computer memory, read-only memory (ROM), random access memory (RAM), electric carrier signal, telecommunication signal, and software distribution medium. For example, a USB flash drive, mobile hard drive, magnetic disk, or optical disk. In some jurisdictions, based on legislation and patent practice, computer-readable media cannot be electric carrier signals or telecommunication signals.

[0138] In the above embodiments, the description of each embodiment has its own focus. For parts that are not described or recorded in detail in a certain embodiment, reference can be made to the relevant description of other embodiments.

[0139] Those skilled in the art will appreciate that the units and algorithm steps of each example described in conjunction with the embodiments disclosed herein can be implemented in electronic hardware, or a combination of computer software and electronic hardware. Whether these functions are performed in hardware or software depends on the specific application and design constraints of the technical solution. Professional and technical personnel can use different methods to implement the described functions for each specific application, but such implementation should not be considered beyond the scope of this application.

[0140] In the embodiments provided in this application, it should be understood that the disclosed devices / equipment and methods can be implemented in other ways. For example, the device / equipment embodiments described above are merely schematic. For example, the division of the modules or units is merely a logical function division. In actual implementation, there may be other division methods, such as multiple units or components can be combined or integrated into another system, or some features can be ignored or not executed. Another point is that the mutual coupling or direct coupling or communication connection shown or discussed can be through some interfaces, indirect coupling or communication connection of devices or units, which can be electrical, mechanical or other forms.

[0141] It should be understood that when used in the present specification and the appended claims, the term "comprising" indicates the presence of described features, integers, steps, operations, elements and / or components, but does not preclude the presence or addition of one or more other features, integers, steps, operations, elements, components and / or collections thereof.

[0142] It will also be understood that the term "and / or" used in this specification and the appended claims refers to and includes any and all possible combinations of one or more of the associated listed items.

[0143] As used in this specification and the appended claims, the term "if" can be interpreted as "when" or "upon" or "in response to determining" or "in response to detecting," depending on the context. Similarly, the phrase "if it is determined" or "if [described condition or event] is detected" can be interpreted as meaning "upon determination" or "in response to determining" or "upon detection of [described condition or event]" or "in response to detecting [described condition or event]," depending on the context.

[0144] In addition, in the description of the present application specification and the appended claims, the terms "first", "second", "third", etc. are only used to distinguish the descriptions and cannot be understood as indicating or implying relative importance.

[0145] References to "one embodiment" or "some embodiments" in this specification mean that a particular feature, structure, or characteristic described in conjunction with that embodiment is included in one or more embodiments of the present application. Thus, phrases such as "in one embodiment," "in some embodiments," "in other embodiments," and "in other embodiments" appearing in various places in this specification do not necessarily refer to the same embodiment, but rather mean "one or more but not all embodiments," unless otherwise specifically emphasized. The terms "including," "comprising," "having," and variations thereof all mean "including but not limited to," unless otherwise specifically emphasized.

[0146] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present application, rather than to limit them. Although the present application has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that they can still modify the technical solutions described in the aforementioned embodiments, or make equivalent replacements for some or all of the technical features therein. These modifications or replacements do not deviate the essence of the corresponding technical solutions from the scope of the technical solutions of the embodiments of the present application.

Claims

1. A lighting control method based on a substation, characterized in that: The method comprises: The substation is simulated according to the simulation model to obtain simulated lighting data; Training the initial model according to the simulated lighting data to obtain a control model; Acquiring environmental data of the substation, the environmental data including weather data, time data, and lamp distribution data; Inputting the environmental data into the control model, and analyzing the environmental data by the control model to obtain control data; The lighting system of the substation is adjusted according to the control data.

2. The method according to claim 1, characterized in that Inputting the environmental data into the control model and analyzing the environmental data by the control model to obtain control data includes: Inputting the environmental data into an input layer of the control model; Performing fuzzy processing on the environmental data through the fuzzification layer of the control model to obtain fuzzy data; Analyzing the fuzzy data through the inference layer of the control model to obtain the control data; The control data is output through the output layer of the control model.

3. The method according to claim 1, characterized in that After adjusting the lighting system of the substation according to the control data, the method further includes: Acquiring actual lighting data, where the actual lighting data is used to represent a lighting condition after the substation adjusts the lighting system according to the control data; Determining whether the actual lighting data meets the lighting standard corresponding to the substation, and obtaining a determination result; The lighting system is adjusted according to the judgment result.

4. The method according to claim 3, characterized in that The adjusting the lighting system according to the judgment result includes: If the judgment result indicates that the illumination parameter of the actual lighting data is greater than the illumination parameter of the lighting standard, reducing the light luminance of the lighting system; If the judgment result indicates that the illumination parameter of the actual lighting data is less than the illumination parameter of the lighting standard, increasing the light brightness of the lighting system; If the judgment result indicates that the illumination parameter of the actual lighting data is equal to the illumination parameter of the lighting standard, the light brightness of the lighting system is maintained.

5. The method according to claim 1, wherein The obtaining of environmental data of the substation includes: Obtaining a lighting status of each lamp in the lighting system in each room of the substation, where the lighting status indicates whether the lamp is turned on; Determining lamp distribution data of the substation according to the lighting status; Obtaining time data and weather data corresponding to the area where the substation is located; The environmental data is generated according to the weather data, the time data and the lamp distribution data.

6. The method according to claim 1, characterized in that The step of simulating the substation according to the simulation model to obtain simulated lighting data includes: Constructing a simulation model based on the complete distribution data, wherein the complete distribution data is used to represent the distribution of each lamp of the lighting system in each room of the substation; For different weather data and / or time data, the lighting system is simulated according to a preset lighting mode through the simulation model to obtain the simulated lighting data.

7. The method according to claim 6, characterized in that The construction of the simulation model based on the complete distribution data includes: Determining each of the rooms in the substation and the orientation of doors and windows corresponding to each of the rooms according to the complete distribution data; For each room, adjusting the upper limit of illumination of the room according to the orientation of the doors and windows corresponding to the room; The number of lamps included in each of the rooms and the rated parameters of each of the lamps are determined based on the complete distribution data to obtain the simulation model.

8. The method according to any one of claims 1 to 7, characterized in that: The initial model is trained according to the simulated lighting data to obtain a control model, including: Inputting the simulated lighting data into a preset initial model, analyzing the simulated lighting data using a fuzzy inference algorithm based on a preset lighting standard, and outputting simulated control data; Comparing the simulated control data with actual control data corresponding to the simulated lighting data to obtain a comparison result; According to the comparison result, the initial model is adjusted to obtain the control model.

9. An electronic device, characterized in that: include: A memory and a processor, wherein the memory is used to store a computer program; and the processor is used to execute the method according to any one of claims 1 to 8 when calling the computer program.

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 method according to any one of claims 1 to 8 is implemented.

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