Power control method, system, device and computer readable storage medium

Abstract

The present application proposes a power control method, including obtaining the allocation information of multiple dedicated power lines, the allocation information including the power data, status data and operation data of the dedicated power lines; inputting the power data of the multiple dedicated power lines into a first training model to obtain a dedicated power line activation recommendation table; respectively using the status data and operation data of the multiple dedicated power lines to correct the dedicated power line activation recommendation table to obtain the best choice to activate the dedicated power line; and controlling the activation of the load on the corresponding dedicated power line based on the best choice to activate the dedicated power line. The present application can recommend a suitable dedicated power line based on the actual power consumption of the equipment. The present application also provides a power control system, a power control device and a computer-readable storage medium.

Description

Technical Field

[0001] The present application relates to the technical field of power regulation and control, and in particular to a power regulation and control method, a power regulation and control system, a power regulation and control device, and a computer-readable storage medium. Background Art

[0002] Electricity regulation is an effective management method used to ensure the safe and stable operation of the power grid, reliable external power supply, and orderly progress of various types of power production.

[0003] At present, when large-scale equipment is turned on, the existing power control often selects the corresponding dedicated line based on the user's historical experience and subjective judgment. The lack of evidence-based judgment leads to misjudgment. When the load of the dedicated line selected by the equipment is too large, it causes power waste. When the load of the dedicated line selected by the equipment is too small, it causes tripping. However, the existing power control method cannot reasonably recommend a suitable dedicated line based on the actual power consumption of the equipment. Summary of the invention

[0004] In view of the above, it is necessary to propose a power control method, a power control system, a power control device and a computer-readable storage medium to solve the technical problem of not being able to reasonably recommend a suitable dedicated line based on the actual power consumption of the equipment.

[0005] A first aspect of the present application provides a power control method, which includes: obtaining the allocation information of multiple dedicated power lines, the allocation information including the power data, status data and operation data of the dedicated power lines; inputting the power data of the multiple dedicated power lines into a first training model to obtain a dedicated power line activation recommendation table; using the status data and operation data of the multiple dedicated power lines to respectively correct the dedicated power line activation recommendation table to obtain the best choice for activation of the dedicated power line; and controlling the activation of the load on the corresponding dedicated power line based on the best choice for activation of the dedicated power line.

[0006] In this way, the allocation information of multiple dedicated power lines is input into the first training model to obtain a dedicated power line activation recommendation table, and the dedicated power line activation recommendation table is corrected based on the status data and operation data of the multiple dedicated power lines to obtain the best choice for turning on the dedicated power line, and based on the obtained best choice for turning on the dedicated power line, the load on the corresponding dedicated power line is controlled to be turned on, so as to achieve the recommendation of a suitable dedicated power line according to the actual needs of the equipment, thereby avoiding power waste due to excessive dedicated line load or tripping due to too small dedicated line load.

[0007] In some embodiments, the power data of the dedicated power line includes real-time power data and historical power data; the step of inputting the power data of multiple dedicated power lines into the first training model to obtain a dedicated power line activation recommendation table includes: obtaining historical power data of multiple dedicated power lines, the historical power data including the instantaneous current upper limit value, the maximum current that can be carried, the warning current value, the power peak value, and the rated current and rated power of the loads arranged and activated on the dedicated power line; collecting real-time power data of multiple dedicated power lines at the current moment, the real-time power data including the real-time current, the real-time power, and the instantaneous current of the loads arranged and activated on the dedicated power line; calculating the power difference of each dedicated power line according to the real-time power data and historical power data of the multiple dedicated power lines; inputting the power difference of the multiple dedicated power lines into the first training model respectively to obtain the scores corresponding to the multiple dedicated power lines; sorting the activation order of the multiple dedicated power lines according to the set rules based on the scores corresponding to the multiple dedicated power lines to obtain the dedicated power line activation recommendation table.

[0008] In this way, by transmitting power data to the first training model, the power data includes the real-time current of the dedicated power line, the instantaneous current upper limit, the maximum current that can be carried, the warning current value, the real-time power, the historical power peak, and the instantaneous current, rated current and rated power of the load arranged on the dedicated power line, so that the first training model can obtain a dedicated power line activation recommendation table based on multiple types of currents and multiple types of power on the dedicated power line, so as to ensure the accuracy of the obtained dedicated power line activation recommendation table.

[0009] In some embodiments, the power difference of the dedicated power supply line includes the instantaneous current difference of the dedicated power supply line, the maximum current difference that the dedicated power supply line can carry, the warning current difference of the dedicated power supply line and the power peak difference of the dedicated power supply line; wherein, the instantaneous current difference of the dedicated power supply line is the difference between the instantaneous current upper limit of the dedicated power supply line and the real-time current of the dedicated power supply line and the instantaneous current of the load that is arranged and turned on on the dedicated power supply line; the maximum current difference that the dedicated power supply line can carry is the difference between the maximum value of the current that the dedicated power supply line can carry and the real-time current of the dedicated power supply line and the instantaneous current of the load that is arranged and turned on on the dedicated power supply line; the warning current difference of the dedicated power supply line is the difference between the warning current value of the dedicated power supply line and the real-time current of the dedicated power supply line and the rated current of the load that is arranged and turned on on the dedicated power supply line; the power peak difference of the dedicated power supply line is the difference between the power peak of the dedicated power supply line and the real-time power of the dedicated power supply line and the rated power of the load that is arranged and turned on on the dedicated power supply line.

[0010] In this way, by obtaining the current current and current power of multiple dedicated power lines, as well as the instantaneous current of the load arranged to be turned on on each dedicated power line, and calculating the power difference of each dedicated power line respectively, the power difference of the multiple dedicated power lines is input into the first training model to obtain the scores corresponding to the multiple dedicated power lines, and the opening order of the multiple dedicated power lines is ranked based on the scores corresponding to the multiple dedicated power lines to obtain a dedicated power line opening recommendation table, thereby realizing the priority sorting of the opening of the multiple dedicated lines.

[0011] In some embodiments, the steps of respectively using the status data and operation data of multiple dedicated power lines to correct the dedicated power line activation recommendation table to obtain the best choice for turning on the dedicated power line include: using the status data of multiple dedicated power lines to perform a single correction on the dedicated power line activation recommendation table to obtain a single-corrected dedicated power line activation recommendation table; obtaining the operation data of the remaining dedicated power lines in the single-corrected dedicated power line activation recommendation table, and inputting it into a second training model to obtain a correction factor for each remaining dedicated power line; using the correction factor to perform a second correction on the single-corrected dedicated power line activation recommendation table to obtain a second-corrected dedicated power line activation recommendation table; and determining the best choice for turning on the dedicated power line based on the second-corrected dedicated power line activation recommendation table.

[0012] In this way, the dedicated power supply line activation recommendation table is corrected once based on the status data and operation data of multiple dedicated power supply lines to obtain a corrected dedicated power supply line activation recommendation table, and the operation data of the remaining dedicated power supply lines in the corrected dedicated power supply line activation recommendation table are used and input into the second training model to obtain the correction factor of each remaining dedicated power supply line, and the correction factor is used to make a second correction to the corrected dedicated power supply line activation recommendation table to obtain a second corrected dedicated power supply line activation recommendation table.

[0013] In some embodiments, the status data of the dedicated power supply line includes abnormal status data of the dedicated power supply line, and maintenance data and abnormal status data of the loads arranged on the dedicated power supply line; the step of using the status data of multiple dedicated power supply lines to correct the dedicated power supply line activation recommendation table once includes: real-time acquisition of the abnormal status data of each dedicated power supply line in the dedicated power supply line activation recommendation table, the number of loads arranged on each dedicated power supply line, and the maintenance data and abnormal status data of the loads; judging whether each dedicated power supply line is normal based on the abnormal status data of each dedicated power supply line, and if abnormal, removing the abnormal dedicated power supply line from the dedicated power supply line activation recommendation table; judging the available status of the remaining dedicated power supply lines, and removing the dedicated power supply lines in an unusable state from the dedicated power supply line activation recommendation table; judging whether the number of available loads on the dedicated power supply line is zero based on the maintenance data and abnormal status data of the loads arranged on the dedicated power supply line, and if the number of available loads on the dedicated power supply line is zero, removing the dedicated power supply line with zero available load from the dedicated power supply line activation recommendation table to obtain a corrected dedicated power supply line activation recommendation table.

[0014] In this way, by obtaining the status data of the dedicated power supply line, which includes the abnormal status data of the dedicated power supply line and the maintenance data and abnormal status data of the loads arranged on the dedicated power supply line, it is possible to remove the dedicated power supply lines with abnormal status and unusable loads from the dedicated power supply line activation recommendation table.

[0015] In some embodiments, the operation data of the dedicated power line includes the capacity data of the dedicated power line, the power used by the dedicated power line in a set time period, and the ambient temperature. The step of obtaining the operation data of the remaining dedicated power lines in the dedicated power line opening recommendation table after a correction, and inputting it into the second training model to obtain the correction factor includes: obtaining the capacity data of the remaining dedicated power lines in the dedicated power line opening recommendation table after a correction, the power used by the dedicated power line in a set time period, and the ambient temperature data at the current moment; based on the power used by the remaining dedicated power lines in the dedicated power line opening recommendation table after a correction, simulating the power used by the remaining dedicated power lines in the set time period The maximum value, minimum value, initial value and ending value of electricity quantity are input into the second training model respectively, and the production capacity data of the remaining power supply dedicated lines, the ambient temperature data, and the maximum value, minimum value, initial value and ending value of electricity quantity used by the remaining power supply dedicated lines in the set time period are input into the second training model to obtain the power value of the remaining power supply dedicated lines at a preset time point in the future; the real-time power of the remaining power supply dedicated lines at the current moment is obtained, and the future power change trend of each remaining power supply dedicated line is predicted based on the real-time power of the power supply dedicated lines and the power values ​​of the power supply dedicated lines at the preset time points in the future; and the correction factor corresponding to each remaining power supply dedicated line is generated according to the predicted future power change trend of each remaining power supply dedicated line.

[0016] In this way, the operating data of the remaining dedicated power lines in the revised dedicated power line opening recommendation table is obtained, wherein the operating data includes the capacity data of the dedicated power lines, the amount of electricity used by the dedicated power lines during the set time period, and the ambient temperature data at the current moment, and the operating data of the dedicated power lines is input into the second training model to obtain the power consumption trend forecast data of the dedicated power lines in the future time period within the set time period, so as to respond in a timely manner.

[0017] In some embodiments, if the future power change trend of the dedicated power line is increasing, the correction factor of the dedicated power line is set to a number less than 1; if the future power change trend of the dedicated power line is decreasing, the correction factor of the dedicated power line is set to a number greater than 1; if the future power change trend of the dedicated power line remains unchanged, the correction factor of the dedicated power line is set to 1.

[0018] In this way, the second training model is used to make a reasonable prediction of the future multi-period power consumption trends of the remaining dedicated lines in the revised power supply recommendation table, adding the fluctuations caused by the uncertainty of future power consumption, improving the accuracy of the model prediction, and avoiding the possibility of poor selection to a certain extent.

[0019] In some embodiments, the step of performing a secondary correction on the dedicated power line activation recommendation table that has been corrected once using the correction factor includes: obtaining the power value of each remaining dedicated power line in the dedicated power line activation recommendation table that has been corrected once within a set time period; based on the power value of each remaining dedicated power line in the set time period and the corresponding correction factor, correcting the power peak value of each remaining dedicated power line; adjusting the order of the remaining dedicated power lines in the dedicated power line activation recommendation table that has been corrected once according to the corrected power peak value of each remaining dedicated power line, to obtain a secondary corrected dedicated power line activation recommendation table.

[0020] In this way, the operating data of each remaining dedicated power line is input into the second training model to obtain the power change trend of each remaining dedicated power line within the set time period. Based on the power change trend of each remaining dedicated power line within the set time period, the correction factor corresponding to each remaining dedicated power line is obtained, so as to perform a secondary correction on each remaining dedicated power line to obtain a recommended table for opening the dedicated power line after the secondary correction.

[0021] In some embodiments, the step of correcting the power peak value of each remaining dedicated power supply line includes: evenly dividing the set time period into multiple time periods according to the set interval time; based on the power value of each remaining dedicated power supply line in the set time period, respectively determining the power peak value of each remaining dedicated power supply line in multiple time periods, and calculating the average value of the power peak value of each remaining dedicated power supply line in each time period; distributing and comparing the average values ​​of the power peak values ​​of each remaining dedicated power supply line in multiple time periods, and screening out the maximum value of the average value of the power peak value of each remaining dedicated power supply line; calculating the product of the maximum value of the average value of the power peak value of each remaining dedicated power supply line and the corresponding correction factor, to obtain the corrected power peak value of each remaining dedicated power supply line.

[0022] In this way, by obtaining the power value of each remaining dedicated power supply line within the set time period, and evenly dividing the set time period into multiple time periods, and calculating the average value of the power peak of each remaining dedicated power supply line in each time period, the maximum value of the power peak average value of each remaining dedicated power supply line is extracted by comparison, and the maximum value of the power peak average value of each remaining dedicated power supply line is multiplied by the product of its corresponding correction factor to obtain the corrected power peak of each remaining dedicated power supply line, so as to achieve a secondary correction of the dedicated power supply line after the first correction, thereby improving the accurate availability of the dedicated power supply lines in the dedicated power supply line activation recommendation table.

[0023] A second aspect of the present application provides a power control system, which includes: a data acquisition module, which is used to obtain the allocation information of multiple dedicated power lines, and the allocation information includes power data, status data and operation data of the dedicated power lines; a dedicated line allocation module, which is used to input the power data of multiple dedicated power lines into a first training model to obtain a dedicated power line activation recommendation table; a dedicated line allocation correction module, which is used to correct the dedicated power line activation recommendation table using the status data and operation data of multiple dedicated power lines respectively to obtain the best choice for activation of the dedicated power lines; an output module, which is used to control the activation of loads on the corresponding dedicated power lines according to the best choice for activation of the dedicated power lines.

[0024] In this way, the data acquisition module obtains the allocation information of multiple dedicated power lines, and the allocation information includes the power data, status data and operation data of the dedicated power lines. The dedicated line allocation module inputs the power data into the first training model to obtain a dedicated power line opening recommendation table. The dedicated line allocation correction module is used to respectively use the power supply data and operation data of multiple dedicated power lines to correct the dedicated power line opening recommendation table to obtain the best choice to open the dedicated power line. The output module turns on the corresponding load based on the best choice to turn on the dedicated power line. Based on the obtained best choice to turn on the dedicated power line, the load on the corresponding dedicated power line is controlled to be turned on, so as to obtain a suitable dedicated power line according to the recommendation of the equipment actually needed, thereby avoiding power waste caused by selecting a dedicated line with too large a load or tripping caused by selecting a dedicated line with too small a load.

[0025] The third aspect of the present application provides a power control device, which includes a memory, a processor, and a computer program stored in the memory and executable on the processor, wherein: the computer program is executed by the processor to implement the steps of the power control method as described in any one of the above.

[0026] In this way, the power control device executes the steps of the power control method as described in any of the above embodiments through the processor, so as to recommend a suitable power supply line for the equipment to be used according to actual needs.

[0027] A fourth aspect of the present application provides a computer storage medium on which a computer program is stored. The computer program can be executed by a processor and implements the power control method as described in any one of the above.

[0028] In this way, the computer storage medium executes the computer program through the processor to achieve the recommendation of a suitable power supply line according to the equipment actually needed to be used. BRIEF DESCRIPTION OF THE DRAWINGS

[0029] Figure 1 A schematic diagram of a flow chart of a power control method provided in one embodiment of the present application.

[0030] Figure 2 for Figure 1 Schematic diagram of the flow chart for implementing step S12 of the power control method.

[0031] Figure 3 for Figure 1 Schematic diagram of the flow chart for implementing step S13 of the power control method.

[0032] Figure 4 for Figure 1 Schematic diagram of the flow chart for implementing step S14 of the power control method.

[0033] Figure 5 for Figure 1 Schematic diagram of the flow chart for implementing step S15 of the power control method.

[0034] Figure 6 for Figure 1 Schematic diagram of the architecture of the power control system of the power control method.

[0035] Figure 7 for Figure 1 A schematic diagram of the architecture of a power control device in a power control method.

[0036] Main component symbols

[0037] Power control system 100

[0038] Data acquisition module 110

[0039] Dedicated line distribution module 120

[0040] Dedicated line configuration modification module 130

[0041] Output module 140

[0042] Power control device 200

[0043] Memory 210

[0044] Processor 220

[0045] Computer Programs 230 DETAILED DESCRIPTION

[0046] In order to more clearly understand the purpose, features and advantages of the present application, the present application is described in detail below in conjunction with the accompanying drawings and specific embodiments. It should be noted that, in the absence of conflict, the embodiments of the present application and the features in the embodiments can be combined with each other. In the following description, many specific details are set forth to facilitate a full understanding of the present application, and the embodiments described are only a part of the embodiments of the present application, rather than all of the embodiments.

[0047] In addition, the terms "first" and "second" are used for descriptive purposes only and should not be understood as indicating or implying relative importance or implicitly indicating the number of the indicated technical features. Thus, the features defined as "first" and "second" may explicitly or implicitly include one or more of the features. In the description of this application, the meaning of "plurality" is two or more, unless otherwise clearly and specifically defined.

[0048] Unless otherwise defined, all technical and scientific terms used herein have the same meaning as those generally understood by those skilled in the art to which the present application belongs. The terms used herein in the specification of the present application are only for the purpose of describing specific embodiments and are not intended to limit the present application. The term "and / or" used herein includes any and all combinations of one or more of the related listed items.

[0049] Some implementation methods of the present application will be described in detail below with reference to the accompanying drawings.

[0050] Figure 1 This is a flow chart of a power control method provided in an embodiment of the present application. According to different requirements, the order of the steps in the flow chart can be changed, and some steps can be omitted. For ease of explanation, only the relevant parts of the embodiment of the present application are shown.

[0051] Please see attached Figure 1 , power control methods include:

[0052] S11. Obtaining the allocation information of multiple dedicated power supply lines, wherein the allocation information includes power data, status data and operation data of the dedicated power supply lines.

[0053] In this embodiment, multiple dedicated power lines are provided, and each dedicated power line corresponds to a distribution information, which includes power data, status data, and operation data of the dedicated power line. After obtaining the distribution information of multiple dedicated power lines, the distribution information is stored in a database to create a distribution table.

[0054] The power data of the dedicated power line includes real-time power data and historical power data. The real-time power data includes the real-time current and real-time power of the dedicated power line, and the instantaneous current of the loads arranged on the dedicated power line; the historical power data includes the instantaneous current upper limit, the maximum current that can be carried, the warning current value, the power peak value, and the rated current and rated power of the loads arranged on the dedicated power line. It should be noted that the loads arranged on the dedicated power line are ice machines, air compressors, etc. arranged on the dedicated power line.

[0055] The status data of the dedicated power supply line includes abnormal status data of the dedicated power supply line, and maintenance data and abnormal status data of the loads arranged on the dedicated power supply line.

[0056] It can be understood that the abnormal status data of the dedicated power line indicates that if the dedicated power line has abnormal data, for example, the dedicated power line is under maintenance, then the dedicated power line is unavailable. The maintenance data and abnormal status data of the loads arranged on the dedicated power line indicate the usage status of the loads arranged on the dedicated power line, for example, the status of the load is under maintenance or damaged.

[0057] The operation data of the dedicated power supply line includes the capacity data of the dedicated power supply line, the amount of electricity used by the dedicated power supply line during the set time period, and the current ambient temperature.

[0058] It can be understood that the capacity data of the dedicated power supply line is the capacity allocation situation of the dedicated power supply line within a predetermined time period.

[0059] S12: Inputting power data of multiple dedicated power lines into a first training model to obtain a dedicated power line activation recommendation table.

[0060] For example, the first training model is used as a reinforcement learning model. Assuming that there are ten dedicated power lines, the power data of the ten dedicated power lines are input into the pre-trained reinforcement learning model to obtain a recommended table of the ten dedicated power lines from best to worst. The reinforcement learning model can be updated in real time using the data in the scheduling table.

[0061] Figure 2 This is a flow chart of the implementation of step S12 in the power control method. Figure 2 The step of obtaining the power supply dedicated line opening recommendation table in the above step S12 includes:

[0062] S121. Obtain the real-time current, real-time power, and historical instantaneous current upper limits, maximum current carrying values, warning current values, and power peak values ​​of multiple dedicated power supply lines.

[0063] The real-time current and real-time power of the dedicated power supply line are the real-time current value and real-time power value of the dedicated power supply line at the current moment.

[0064] For example, assuming that there are ten dedicated power lines, the real-time current values ​​and real-time power values ​​of the ten dedicated power lines at the current moment are obtained respectively. Based on the historical power data of the ten dedicated power lines, the instantaneous current upper limit value, the maximum current value that can be carried, the warning current value and the power peak value corresponding to the ten dedicated power lines are obtained.

[0065] S122. Based on the start-up rules of the loads allocated on each dedicated power line, obtain the instantaneous current of the loads allocated and turned on on each dedicated power line, as well as the historical rated current and rated power of the loads.

[0066] Specifically, the activation rule is based on multiple loads arranged on each dedicated power supply line, and the multiple loads can be selected to be activated in an arrangement and combination.

[0067] Exemplarily, based on the opening rules of the loads arranged on the ten dedicated power lines, the instantaneous current values ​​of the loads arranged on the ten dedicated power lines are obtained. Based on the historical power data of the ten dedicated power lines, the historical rated currents and rated powers of the loads arranged on the ten dedicated power lines are obtained.

[0068] It can be understood that the activation rule is the activation number of the loads in use on each of the ten dedicated power lines.

[0069] S123. Calculate the power difference of each dedicated power supply line according to the real-time current, real-time power, instantaneous current of the load, and the historical upper limit of instantaneous current, maximum current that can be carried, warning current value, power peak value, rated current and rated power of the load of multiple dedicated power supply lines.

[0070] In this embodiment, the power difference of the dedicated power supply line includes the instantaneous current difference of the dedicated power supply line, the maximum current difference that the dedicated power supply line can carry, the warning current difference of the dedicated power supply line and the power peak difference of the dedicated power supply line.

[0071] Among them, the instantaneous current difference of the dedicated power supply line is the difference between the upper limit of the instantaneous current of the dedicated power supply line and the real-time current of the dedicated power supply line and the instantaneous current of the load that is turned on on the dedicated power supply line. Its expression is:

[0072] The instantaneous current difference of the power supply line = the upper limit of the instantaneous current of the power supply line - (the real-time current of the power supply line + the instantaneous current of the load);

[0073] Among them, the maximum current difference that the dedicated power supply line can carry is the difference between the maximum current that the dedicated power supply line can carry and the real-time current of the dedicated power supply line and the instantaneous current of the load that is turned on on the dedicated power supply line. Its expression is:

[0074] The maximum current difference that the dedicated power line can carry = the maximum current that the dedicated power line can carry - (real-time current of the dedicated power line + instantaneous current of the load);

[0075] Among them, the power supply line warning current difference is the difference between the power supply line warning current value and the power supply line real-time current value and the rated current of the load on the power supply line. Its expression is:

[0076] The difference of the warning current of the power supply line = the warning current value of the power supply line - (the real-time current value of the power supply line + the rated current of the load);

[0077] The difference in power peak value of the dedicated power line is the difference between the power peak value of the dedicated power line and the real-time power of the dedicated power line and the rated power of the load that is enabled on the dedicated power line. The expression is:

[0078] The difference in power peak value of the dedicated power line = the power peak value of the dedicated power line - (real-time power of the dedicated power line + rated power of the load).

[0079] For example, assuming that the instantaneous current upper limit of the dedicated power supply line is 10A, the real-time current of the dedicated power supply line at the current moment is 2A, and the instantaneous current of the load on the dedicated power supply line is 3A, then the instantaneous current difference of the dedicated power supply line is: 10A-2A-3A=5A; the above calculation rules are applicable to the calculation of the maximum current difference that the dedicated power supply line can carry, the warning current difference of the dedicated power supply line and the power peak difference of the dedicated power supply line.

[0080] S124. Input the power differences of the multiple dedicated power lines into the first training model respectively to obtain scores corresponding to the multiple dedicated power lines.

[0081] Exemplarily, the first training model is used as the reinforcement learning model, and the power differences of the ten dedicated power lines are respectively input into the pre-trained reinforcement learning model, wherein, if the instantaneous current difference, the maximum carryable current difference, the warning current difference and the power peak difference of the first type of dedicated power lines are all greater than zero, then this type of dedicated power lines obtains a high score, for example, ninety points; if the instantaneous current difference, the maximum carryable current difference and the warning current difference of the second type of dedicated power lines are greater than zero, and the power peak difference is less than zero, then this type of dedicated power lines obtains a medium score, for example, sixty points; if the instantaneous current difference, the maximum carryable current difference, the warning current difference and the power peak difference of the third type of dedicated power lines are all less than zero, then this type of dedicated power lines obtains a low score, for example, thirty points.

[0082] Once large loads such as ice machines and air compressors are turned on on the dedicated power line, the dedicated power line current or the instantaneous current of the load will increase by a certain amount within a certain period of time, which may cause the current to exceed the maximum current value and warning current value that the dedicated power line can carry, thereby causing a trip and power outage, wasting power resources. Therefore, ensuring that each dedicated power line does not exceed the instantaneous current, warning current, etc., so that the load can operate normally is the first basic element.

[0083] This embodiment does not directly input factors such as the real-time current and real-time power of the dedicated power supply line into the reinforcement learning model, but uses the difference between the upper limit value of the instantaneous current of the dedicated power supply line and the real-time current of the dedicated power supply line and the instantaneous current of the load that is turned on on the dedicated power supply line as variables for input into the reinforcement learning model, thereby training to obtain a dedicated power supply line opening recommendation table, so as to ensure that each dedicated power supply line does not exceed the instantaneous current, warning current, and historical power peak, thereby effectively reducing the peak value.

[0084] S125. Based on the scores corresponding to the multiple dedicated power lines, the activation order of the multiple dedicated power lines is ranked to obtain a dedicated power line activation recommendation table.

[0085] Exemplarily, based on the scores obtained by the ten dedicated power lines, each dedicated power line is sorted in order from high to low according to its respective score, to obtain a dedicated power line activation recommendation table.

[0086] It can be understood that the dedicated power line activation recommendation table is a one-to-one correspondence table formed in descending order based on the corresponding score of each dedicated power line.

[0087] S13. Using the status data of the plurality of dedicated power supply lines, the dedicated power supply line activation recommendation table is corrected to obtain a corrected dedicated power supply line activation recommendation table.

[0088] Specifically, the purpose of modifying the dedicated power supply line activation recommendation table using status data of multiple dedicated power supply lines is to identify unusable dedicated power supply lines among the multiple dedicated power supply lines, and remove the unusable dedicated power supply lines from the dedicated power supply line activation recommendation table to retain usable dedicated power supply lines.

[0089] Figure 3 This is a flow chart of the implementation of step S13 in the power control method. Figure 3 , step S13 comprises:

[0090] S131. Acquire in real time the abnormal status data of each dedicated power supply line, the number of loads allocated on each dedicated power supply line, and the maintenance data and abnormal status data of the loads.

[0091] Exemplarily, abnormal status data of ten dedicated power supply lines, the number of loads allocated on the ten dedicated power supply lines, and maintenance data and abnormal status data of the loads are acquired in real time.

[0092] S132. Determine whether each dedicated power supply line is normal based on the abnormal status data of each dedicated power supply line. If it is abnormal, remove the abnormal dedicated power supply line from the dedicated power supply line activation recommendation table.

[0093] Exemplarily, based on the acquired abnormal status data of ten dedicated power lines, if one dedicated power line is determined to be abnormal and unusable, the dedicated power line is removed from the dedicated power line activation recommendation table.

[0094] S133, determine the availability of the remaining dedicated power lines, if the dedicated power lines are unavailable, remove the dedicated power lines that are unavailable from the dedicated power line activation recommendation table. For example, among the remaining nine dedicated power lines, if one dedicated power line is abnormally unavailable, or temporarily unavailable for maintenance, and there is no load distribution on the dedicated power line, it means that the dedicated power line is unavailable and temporarily unavailable, and the dedicated power line is removed from the dedicated power line activation recommendation table.

[0095] S134. According to the maintenance data and abnormal status data of the loads arranged on the dedicated power supply line, it is determined whether the number of available loads on the dedicated power supply line is zero. If the number of available loads on the dedicated power supply line is zero, the dedicated power supply line with zero available loads is removed from the dedicated power supply line activation recommendation table. Alternatively, it is determined whether the number of available loads on the dedicated power supply line is equal to the number of loads in use. If the number of available loads on the dedicated power supply line is equal to the number of loads in use, the dedicated power supply line is removed from the dedicated power supply line activation recommendation table.

[0096] Exemplarily, among the remaining eight dedicated power lines, if one of the dedicated power lines is judged to have the number of available loads equal to zero, or the number of available loads is equal to the number of loads in use, it means that the dedicated power line has no other available loads, and the dedicated power line is removed from the dedicated power line activation recommendation table.

[0097] This embodiment uses the difference between the instantaneous current upper limit of the dedicated power line and the real-time current of the dedicated power line and the instantaneous current of the load on the dedicated power line as factors to be input into the reinforcement learning model, and then combines the status data of the dedicated power line (dedicated power line distribution status, load maintenance, dedicated line maintenance status), to obtain a better dedicated power line activation recommendation table.

[0098] S14, obtaining the operating data of the remaining dedicated power lines in the dedicated power line activation recommendation table after a correction, and inputting the data into the second training model to obtain a correction factor for each remaining dedicated power line.

[0099] Figure 4 This is a flow chart of the implementation of step S14 in the power control method. Figure 4 , step S14 comprises:

[0100] S141, obtaining the capacity data of the remaining dedicated power lines in the revised dedicated power line activation recommendation table, the power data used in the set time period, and the current ambient temperature data.

[0101] For example, it is assumed that there are seven dedicated power lines remaining in the revised dedicated power line opening recommendation table, and the capacity data of the seven dedicated power lines are obtained, for example, the planned production capacity in the next 15 days, and the current ambient temperature data.

[0102] S142. Based on the power consumption data of the remaining dedicated power lines in the power supply line activation recommendation table after a correction, simulate the maximum power consumption value, the minimum power consumption value, the initial power consumption value and the ending power consumption value of the remaining dedicated power lines in the set time period.

[0103] Exemplarily, based on the electricity data of the seven dedicated power lines in the dedicated power line activation recommendation table after a correction during operation within one month, the maximum electricity value, the minimum electricity value, the initial electricity value and the ending electricity value of the seven dedicated power lines during operation within one month are simulated.

[0104] S143, respectively input the capacity data of the remaining power supply dedicated lines, the ambient temperature data, and the maximum power value, the minimum power value, the initial power value and the final power value used by the remaining power supply dedicated lines during the set time period into the second training model to obtain the power value of the remaining power supply dedicated lines at a preset time point in the future.

[0105] Exemplarily, the second training model is used as a time series model, and the capacity data of the seven dedicated power lines, the current ambient temperature data, and the maximum value, minimum value, initial value, and final value of the power used by the seven dedicated power lines in one month are respectively input into the pre-trained time training model to obtain the power values ​​of the seven dedicated power lines at a preset time point in the future, for example, the power values ​​15 minutes in the future. This embodiment uses the data in the scheduling table to update the time series model in real time.

[0106] This embodiment uses a time series model to reasonably predict the future multi-period power consumption trend of the power supply dedicated line, adding fluctuations caused by the uncertainty of future power consumption, improving the accuracy of model prediction, and avoiding the possibility of poor selection to a certain extent.

[0107] S144. Obtain the real-time power of the remaining dedicated power lines, and predict the future power change trend of each remaining dedicated power line based on the real-time power of the dedicated power lines and the power values ​​of the dedicated power lines at a preset time point in the future.

[0108] Exemplarily, the real-time power values ​​of the seven dedicated power lines at the current moment are obtained, and based on the real-time power values ​​of the seven dedicated power lines at the current moment and the power values ​​of the seven dedicated power lines in the next fifteen minutes, the power change trend of the seven dedicated power lines in the next fifteen minutes is predicted.

[0109] S145. Generate a correction factor corresponding to each remaining dedicated power supply line according to the predicted future power change trend of each remaining dedicated power supply line.

[0110] Exemplarily, based on the predicted future power variation trends of the seven dedicated power supply lines, correction factors corresponding to the seven dedicated power supply lines are generated.

[0111] For example, if the future power change trend of power supply line A is increasing, the correction factor is a number less than 1. When the power increase range is 200KW, the correction factor is 0.8; when the increase range is 500KW, the correction factor can be set to 0.6.

[0112] When the future power change trend of the dedicated power supply line B is decreasing, the correction factor is a number greater than 1, such as 1.2.

[0113] When the future power change trend of the power supply line C remains unchanged, the correction factor is 1.

[0114] The future power change of each dedicated power line is an important factor affecting the selection of dedicated power lines. Even if a dedicated power line is the best choice at present, it does not mean that this dedicated power line will be the best in the future. For example, production may cause the power of the dedicated line to increase in the future. Since the future change of the power of the dedicated power line affects the selection of the dedicated power line, this embodiment predicts the future power of each dedicated power line in advance, and makes certain adjustments to the positions of the dedicated power lines whose power will increase in the future in the recommendation table, that is, the power peaks of the dedicated power lines whose power will increase in the future are multiplied by a certain correction factor and ranked again, while the dedicated power lines whose power will decrease in the future are not adjusted temporarily, thereby reducing the possibility of misjudgment.

[0115] S15. Perform a second correction on the dedicated power line activation recommendation table after the first correction using the correction factor to obtain a second corrected dedicated power line activation recommendation table.

[0116] Figure 5 This is a flow chart of the implementation of step S15 in the power control method. Figure 5 , step S15 comprises:

[0117] S151. Obtain the power value of each remaining dedicated power line in the revised dedicated power line activation recommendation table within the set time period, calculate the average value of the power peak value of each remaining dedicated power line at each set time period, and compare and filter out the maximum value of the average value of the power peak value of each remaining dedicated power line.

[0118] Exemplarily, assuming that there are seven dedicated power lines remaining in the recommended table for opening a dedicated power line after a correction, obtain the power values ​​of the seven dedicated power lines within one month respectively, divide one month into 120 time periods at fifteen-minute time intervals, determine the power peak values ​​of the seven dedicated power lines within the 120 time periods, and calculate the average value of the power peak values ​​of the seven dedicated power lines within the 120 time periods, compare the average values ​​of the power peak values ​​of the seven dedicated power lines within the 120 time periods respectively, and screen out the maximum values ​​of the average values ​​of the power peak values ​​of the seven dedicated power lines respectively.

[0119] S152. Calculate the product of the maximum value of the average value of the power peak value of each remaining dedicated power supply line and its corresponding correction factor to obtain the corrected power peak value of each remaining dedicated power supply line.

[0120] Exemplarily, the maximum value of the average values ​​of the power peak values ​​of the seven dedicated power supply lines is multiplied by the correction factor of each dedicated power supply line to obtain the corrected power peak values ​​of the seven dedicated power supply lines.

[0121] S153. According to the corrected power peak value of each remaining dedicated power line, the order of the remaining dedicated power lines in the first corrected dedicated power line activation recommendation table is adjusted to obtain a second corrected dedicated power line activation recommendation table.

[0122] Exemplarily, according to the sizes of the power peaks of the seven revised dedicated power lines, the seven revised dedicated power lines are reordered to obtain a second revised dedicated power line activation recommendation table.

[0123] This embodiment introduces an influencing factor of the historical power peak of the dedicated power line to ensure that the dedicated power line recommended in the dedicated power line activation recommendation table can use electricity stably and reduce the power demand.

[0124] S16. According to the second revised dedicated power line activation recommendation table, the best option for activating the dedicated power line is obtained.

[0125] S17, turning on the dedicated power supply line according to the best option to control the load on the corresponding dedicated power supply line to turn on.

[0126] The above-mentioned power control method obtains a dedicated power line activation recommendation table by inputting the dispatching information of multiple dedicated power lines into a reinforcement learning model, and corrects the dedicated power line activation recommendation table based on the status data of multiple dedicated power lines. Based on the operating data of the remaining dedicated power lines in the dedicated power line activation recommendation table after the correction, the operating data of the remaining dedicated power lines is input into a time series model to obtain a correction factor for each remaining dedicated power line. The correction factor is used to perform a second correction on the dedicated power line activation recommendation table after the correction to obtain the best choice to activate the dedicated power line. Based on the best choice to activate the dedicated power line, the dedicated power line control response responds to the activation of the equipment on the dedicated power line, so as to obtain a suitable dedicated line according to the recommendation of the equipment actually needed.

[0127] The above-mentioned power control method, based on the deep reinforcement learning model and the time series model, obtains the optimal recommendation table for opening the dedicated power supply line, and uses the obtained recommendation table for opening the dedicated power supply line to recommend the best choice for opening the dedicated power supply line, thereby reducing manual participation and improving the accuracy of future expectations for the dedicated power supply line, avoiding improper selection and seriously pushing up the maximum power demand, stabilizing the power consumption of the dedicated power supply line, reducing the maximum demand, and saving energy.

[0128] Figure 6 The power control system 100 includes a data acquisition module 110 , a dedicated line allocation module 120 , a dedicated line allocation correction module 130 and an output module 140 .

[0129] Specifically, the data acquisition module 110 is used to obtain the allocation information of multiple dedicated power lines, and the allocation information includes the power data, status data and operation data of the dedicated power lines; the dedicated line allocation module 120 is used to input the power data of multiple dedicated power lines into the first training model to obtain a dedicated power line activation recommendation table; the dedicated line allocation correction module 130 is used to correct the dedicated power line activation recommendation table using the status data and operation data of multiple dedicated power lines respectively to obtain the best choice for activation of the dedicated power line; the output module 140 is used to control the load on the corresponding dedicated power line based on the best choice for activation of the dedicated power line.

[0130] In this way, the data acquisition module 110 obtains the allocation information of multiple dedicated power lines, and the allocation information includes the power data, status data and operation data of the dedicated power lines. The dedicated line allocation module 120 inputs the power data into the first training model to obtain a dedicated power line activation recommendation table. The dedicated line allocation correction module 130 is used to correct the dedicated power line activation recommendation table using the power supply data and operation data of multiple dedicated power lines respectively to obtain the best choice to activate the dedicated power line. The output module 140 turns on the corresponding load based on the best choice to activate the dedicated power line, thereby realizing the recommendation of a suitable dedicated power line based on the equipment actually needed, thereby avoiding power waste due to excessive dedicated line load or tripping due to excessive dedicated line load.

[0131] Figure 7 The power control device 200 includes a memory 210, a processor 220, and a computer program 230 stored in the memory 210 and executable on the processor 220. The computer program 230 is executed by the processor 220 to implement the steps of the power control method in any of the above embodiments.

[0132] In this way, the power control device 200 executes the steps of the power control method in any of the above embodiments through the processor 220, so as to obtain a suitable dedicated line according to the equipment actually needed to be used.

[0133] Exemplarily, the computer program 230 may be divided into one or more modules, one or more modules are stored in the memory 210, and are executed by the processor 220 to complete the present application. One or more modules may be a series of computer program instruction segments capable of completing specific functions, and the instruction segments are used to describe the execution process of the computer program 230 in the power control device 200.

[0134] The processor 220 may be a central processing unit (CPU), and may also include other general-purpose processors, digital signal processors (DSP), application-specific integrated circuits (ASIC), field-programmable gate arrays (FPGA) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components, etc. A general-purpose processor may be a microprocessor or a processor or any conventional processor, etc. The processor 220 is the control center of the power control device 200, and uses various interfaces and lines to connect various parts of the entire power control device 200.

[0135] The memory 210 can be used to store computer programs 230 and / or modules. The processor 220 implements various functions of the power control device 200 by running or executing the computer programs 230 and / or modules stored in the memory 210, and calling the data stored in the memory 210. The memory 210 may include an external storage medium, and may also include a memory. In addition, the memory 210 may include a high-speed random access memory, and may also include a non-volatile memory, such as a hard disk, a memory, a plug-in hard disk, a smart memory card (Smart Media Card, SMC), a secure digital (Secure Digital, SD) card, a flash card (Flash Card), at least one disk storage device, a flash memory device, or other volatile solid-state storage devices.

[0136] It is obvious to those skilled in the art that the present application is not limited to the details of the exemplary embodiments described above, and that the present application can be implemented in other specific forms without departing from the spirit or essential features of the present application. Therefore, no matter from which point of view, the embodiments should be regarded as exemplary and non-restrictive, and the scope of the present application is defined by the appended claims rather than the above description, and it is intended that all changes falling within the meaning and scope of the equivalent elements of the claims are included in the present application.

[0137] Finally, it should be noted that the above embodiments are only used to illustrate the technical solution of the present application and are not intended to limit it. Although the present application has been described in detail with reference to the preferred embodiments, a person of ordinary skill in the art should understand that the technical solution of the present application may be modified or replaced by equivalents without departing from the spirit and scope of the technical solution of the present application.

Claims

1. A power control method, comprising: Acquire the allocation information of multiple dedicated power supply lines, wherein the allocation information includes power data, status data and operation data of the dedicated power supply lines; Inputting power data of multiple dedicated power lines into a first training model to obtain a dedicated power line activation recommendation table; The dedicated power supply line activation recommendation table is corrected using the status data and operation data of multiple dedicated power supply lines respectively to obtain the best choice for turning on the dedicated power supply line, including: using the status data of multiple dedicated power supply lines to correct the dedicated power supply line activation recommendation table once to obtain a corrected dedicated power supply line activation recommendation table; obtaining the operation data of the remaining dedicated power supply lines in the corrected dedicated power supply line activation recommendation table, and inputting it into a second training model to obtain a correction factor for each remaining dedicated power supply line; using the correction factor to correct the corrected dedicated power supply line activation recommendation table once twice to obtain a corrected dedicated power supply line activation recommendation table twice; determining the best choice for turning on the dedicated power supply line according to the corrected dedicated power supply line activation recommendation table twice; and In the method, the status data of the dedicated power supply line includes abnormal status data of the dedicated power supply line, and maintenance data and abnormal status data of the loads arranged on the dedicated power supply line; the step of using the status data of multiple dedicated power supply lines to correct the dedicated power supply line activation recommendation table once includes: obtaining in real time the abnormal status data of each dedicated power supply line in the dedicated power supply line activation recommendation table, the number of loads arranged on each dedicated power supply line, and the maintenance data and abnormal status data of the loads; judging whether each dedicated power supply line is normal based on the abnormal status data of each dedicated power supply line, and if abnormal, removing the abnormal dedicated power supply line from the dedicated power supply line activation recommendation table; judging the available status of the remaining dedicated power supply lines, and removing the unavailable dedicated power supply lines from the dedicated power supply line activation recommendation table. a dedicated power line in use status; judging whether the number of available loads on the dedicated power line is zero based on the maintenance data and abnormal status data of the loads arranged on the dedicated power line; if the number of available loads on the dedicated power line is zero, removing the dedicated power line with zero available loads from the dedicated power line opening recommendation table to obtain a revised dedicated power line opening recommendation table; the operation data of the dedicated power line includes the capacity data of the dedicated power line arrangement, the amount of electricity used by the dedicated power line during the set time period, and the ambient temperature; the step of obtaining the operation data of the remaining dedicated power lines in the revised dedicated power line opening recommendation table and inputting it into the second training model to obtain the correction factor comprises: obtaining a revised dedicated power line opening recommendation table The capacity data of the remaining dedicated power lines in the recommended start table, the power data used for operation in the set time period, and the ambient temperature data at the current moment; based on the power data used for operation in the set time period of the remaining dedicated power lines in the recommended start table after a correction, simulate the maximum power value, minimum power value, initial power value, and ending power value used for operation of the remaining dedicated power lines in the set time period; input the capacity data of the remaining dedicated power lines, the ambient temperature data, and the maximum power value, minimum power value, initial power value, and ending power value used for operation of the remaining dedicated power lines in the set time period into the second training model respectively, to obtain the power value of the remaining dedicated power lines at a preset time point in the future;Obtain the real-time power of the remaining dedicated power lines at the current moment, and predict the future power change trend of each of the remaining dedicated power lines based on the real-time power of the dedicated power lines and the power values ​​of the dedicated power lines at a preset time point in the future; generate a correction factor corresponding to each of the remaining dedicated power lines according to the predicted future power change trend of each of the remaining dedicated power lines; if the future power change trend of the dedicated power line is an increase, the correction factor of the dedicated power line is set to a number less than 1; if the future power change trend of the dedicated power line is a decrease, the correction factor of the dedicated power line is set to a number greater than 1; if the future power change trend of the dedicated power line remains unchanged, the correction factor of the dedicated power line is set to 1; The dedicated power supply line is turned on according to the best selection to control the load on the corresponding dedicated power supply line to turn on.

2. The power control method according to claim 1, wherein: The power data of the power supply line includes real-time power data and historical power data; The step of inputting the power data of multiple dedicated power lines into the first training model to obtain a dedicated power line activation recommendation table includes: Obtain historical power data of multiple dedicated power lines, including the instantaneous current upper limit value, the maximum current that can be carried, the warning current value, the power peak value, and the rated current and rated power of the loads that are arranged and turned on on the dedicated power lines; Collecting real-time power data of multiple dedicated power lines at the current moment, the real-time power data includes real-time current, real-time power of the dedicated power lines, and instantaneous current of loads that are switched on on the dedicated power lines; Calculate the power difference of each dedicated power line according to the real-time power data and historical power data of the multiple dedicated power lines; Inputting the power differences of the multiple dedicated power lines into the first training model respectively to obtain scores corresponding to the multiple dedicated power lines; Based on the scores corresponding to the multiple dedicated power lines, the activation order of the multiple dedicated power lines is sorted according to the set rules to obtain a dedicated power line activation recommendation table.

3. The power control method according to claim 2, wherein: The power difference of the dedicated power supply line includes the instantaneous current difference of the dedicated power supply line, the maximum current difference that the dedicated power supply line can carry, the warning current difference of the dedicated power supply line and the power peak difference of the dedicated power supply line; The instantaneous current difference of the dedicated power supply line is the difference between the instantaneous current upper limit of the dedicated power supply line and the real-time current of the dedicated power supply line and the instantaneous current of the load that is turned on on the dedicated power supply line; The maximum current difference that the dedicated power supply line can carry is the difference between the maximum current that the dedicated power supply line can carry, the real-time current of the dedicated power supply line, and the instantaneous current of the load that is arranged and turned on on the dedicated power supply line; The difference value of the warning current of the dedicated power supply line is the difference between the warning current value of the dedicated power supply line, the real-time current of the dedicated power supply line, and the rated current of the load on the dedicated power supply line; The power peak difference of the dedicated power line is the difference between the power peak of the dedicated power line, the real-time power of the dedicated power line, and the rated power of the load allocated and enabled on the dedicated power line.

4. The power control method according to claim 1, wherein: The step of performing a second correction on the power supply dedicated line opening recommendation table after the first correction by using the correction factor comprises: Obtain the power value of each remaining dedicated power line in the revised dedicated power line activation recommendation table within the set time period; Based on the power value of each remaining dedicated power supply line within the set time period and the corresponding correction factor, correct the power peak value of each remaining dedicated power supply line; According to the corrected power peak value of each remaining dedicated power line, the order of the remaining dedicated power lines in the first corrected dedicated power line activation recommendation table is adjusted to obtain a second corrected dedicated power line activation recommendation table.

5. The power control method according to claim 1, wherein: The step of correcting the power peak value of each remaining power supply line includes: Evenly divide the set time period into multiple time periods according to the set interval time; Based on the power value of each remaining dedicated power line in the set time period, the power peak value of each remaining dedicated power line in multiple time periods is determined respectively, and the average value of the power peak value of each remaining dedicated power line in each time period is calculated; The average values ​​of the peak power values ​​of each remaining dedicated power line in multiple time periods are compared and the maximum value of the average power peak value of each remaining dedicated power line is screened out; The product of the maximum value of the average value of the power peak value of each remaining dedicated power supply line and the corresponding correction factor is calculated to obtain the corrected power peak value of each remaining dedicated power supply line.

6. A power control system, comprising: A data acquisition module, used to acquire the allocation information of multiple dedicated power supply lines, wherein the allocation information includes power data, status data and operation data of the dedicated power supply lines; A dedicated line allocation module, used to input power data of multiple dedicated power lines into the first training model to obtain a dedicated power line activation recommendation table; The dedicated line arrangement correction module is used to correct the dedicated power line opening recommendation table using the status data and operation data of multiple dedicated power lines respectively to obtain the best choice to open the dedicated power line, including: using the status data of multiple dedicated power lines to correct the dedicated power line opening recommendation table once to obtain the first corrected dedicated power line opening recommendation table; obtaining the operation data of the remaining dedicated power lines in the first corrected dedicated power line opening recommendation table, and inputting it into the second training model to obtain the correction factor of each remaining dedicated power line; using the correction factor to correct the first corrected dedicated power line opening recommendation table twice to obtain the second corrected dedicated power line opening recommendation table; determining the best choice according to the second corrected dedicated power line opening recommendation table Turn on the dedicated power supply line; wherein the status data of the dedicated power supply line includes abnormal status data of the dedicated power supply line, and maintenance data and abnormal status data of the loads arranged on the dedicated power supply line; the step of using the status data of multiple dedicated power supply lines to correct the dedicated power supply line opening recommendation table once, comprises: obtaining in real time the abnormal status data of each dedicated power supply line in the dedicated power supply line opening recommendation table, the number of loads arranged on each dedicated power supply line, and the maintenance data and abnormal status data of the loads; judging whether each dedicated power supply line is normal based on the abnormal status data of each dedicated power supply line, and if abnormal, removing the abnormal dedicated power supply line from the dedicated power supply line opening recommendation table; judging the available status of the remaining dedicated power supply lines, and removing them from the dedicated power supply line opening recommendation table The dedicated power lines that are not available are eliminated from the dedicated power lines; according to the maintenance data and abnormal status data of the loads arranged on the dedicated power lines, it is determined whether the number of available loads on the dedicated power lines is zero; if the number of available loads on the dedicated power lines is zero, the dedicated power lines with zero available loads are eliminated from the dedicated power lines opening recommendation table to obtain a revised dedicated power lines opening recommendation table; the operation data of the dedicated power lines include the production capacity data arranged by the dedicated power lines, the power used by the dedicated power lines in a set time period, and the ambient temperature; the operation data of the remaining dedicated power lines in the revised dedicated power lines opening recommendation table are obtained and input into the second training model to obtain the correction factor, including: obtaining a revised dedicated power lines opening recommendation table; The capacity data of the remaining dedicated power lines in the recommended table for powering on the power lines, the power data used for operation in the set time period, and the ambient temperature data at the current moment are used; based on the power data used for operation in the set time period of the remaining dedicated power lines in the recommended table for powering on the power lines after a correction, the maximum power value, the minimum power value, the initial power value, and the final power value used for operation of the remaining dedicated power lines in the set time period are simulated; the capacity data of the remaining dedicated power lines, the ambient temperature data, and the maximum power value, the minimum power value, the initial power value, and the final power value used for operation of the remaining dedicated power lines in the set time period are respectively input into the second training model to obtain the power value of the remaining dedicated power lines at a preset time point in the future;Obtain the real-time power of the remaining dedicated power lines at the current moment, and predict the future power change trend of each of the remaining dedicated power lines based on the real-time power of the dedicated power lines and the power values ​​of the dedicated power lines at a preset time point in the future; generate a correction factor corresponding to each of the remaining dedicated power lines according to the predicted future power change trend of each of the remaining dedicated power lines; if the future power change trend of the dedicated power line is an increase, the correction factor of the dedicated power line is set to a number less than 1; if the future power change trend of the dedicated power line is a decrease, the correction factor of the dedicated power line is set to a number greater than 1; if the future power change trend of the dedicated power line remains unchanged, the correction factor of the dedicated power line is set to 1; The output module is used to open the dedicated power supply line according to the best selection to control the load on the corresponding dedicated power supply line to open.

7. A power control device, comprising a memory, a processor, and a computer program stored in the memory and executable on the processor, wherein: The computer program is executed by the processor to implement the steps of the power regulation method according to any one of claims 1 to 5.

8. A computer storage medium having a computer program stored thereon, wherein the computer program can be executed by a processor and implements the power control method according to any one of claims 1 to 5.

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