Resident charging pile power consumption monitoring method and device, electronic equipment and storage medium
By obtaining and analyzing the electricity consumption data of residents and charging pile households, determining their electricity consumption trend curves to judge the electricity consumption abnormalities of charging piles, the blind spots, false alarms and missed reports in traditional monitoring methods are solved, and the power consumption management is improved accuracy and efficiency.
Patent Information
- Application Number
- CN202411684510.5
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-11-22
- Publication Date
- 2025-02-07
AI Technical Summary
The traditional electricity monitoring method for charging piles for residents has problems such as video blind spots, false alarms and missed reports, and the number of deployed personnel is insufficient, making it difficult to solve power abnormalities in a timely manner.
By obtaining the electricity consumption data of residents and charging pile households, determine their electricity consumption trend curves, and judge whether there are abnormal electricity consumption of charging piles based on these curves.
Effectively monitor and judge abnormal electricity use of charging piles, reduce false alarms and missed reports, and improve the accuracy and efficiency of power use management.
Smart Images

Figure CN119389041A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of monitoring electricity consumption of residential charging piles, and in particular to a method, device, electronic equipment and storage medium for monitoring electricity consumption of residential charging piles. Background Art
[0002] As the number of various electric vehicles increases, the number of charging piles used to charge electric vehicles also increases. Many communities have set up residential charging piles. The electricity price of residential charging piles is lower at night, and they are easily connected to residents' homes. Therefore, it is necessary to monitor violations of electricity use by residential charging piles.
[0003] There are two main management methods for the problem of abnormal electricity consumption in traditional residential charging piles, namely video surveillance and personnel deployment. However, there are many problems in the specific operation process, including blind spots in the video, a large number of false alarms and missed alarms in video analysis, a lack of timely resolution after problems are discovered in the video, and insufficient number of deployed personnel. Summary of the invention
[0004] In order to solve the above technical problems, the present invention provides a method, device, electronic device and storage medium for monitoring electricity consumption of residential charging piles to solve the problem of monitoring electricity consumption of residential charging piles.
[0005] In a first aspect, the present invention provides a method for monitoring electricity consumption of a residential charging pile, comprising:
[0006] For each charging pile household, determine the associated residential household;
[0007] Obtaining electricity consumption data of mutually related residential households and charging pile households in the same time period in the past, respectively, wherein the electricity consumption data includes time, date, month and electricity consumption;
[0008] Based on the electricity consumption data, determine the electricity consumption trend curve of the residential households, the electricity consumption trend curve of the charging pile households, and the total electricity consumption trend curve of the residential households and the charging pile households respectively;
[0009] Based on the household electricity consumption trend curve, the charging pile household electricity consumption trend curve and the total electricity consumption trend curve, it is determined whether there is abnormal electricity consumption of the charging pile.
[0010] Optionally, the method further includes:
[0011] Obtain the associated information of residential households and charging pile households;
[0012] Based on the association information, it is determined whether the charging pile household of the current charging pile is associated with the resident household of the charging pile to be used;
[0013] If yes, turn on the power switch of the current charging pile;
[0014] If not, turn off the power switch of the current charging pile.
[0015] Optionally, judging whether there is abnormal charging pile power consumption based on the household power consumption trend curve, the charging pile household power consumption trend curve and the total power consumption trend curve includes:
[0016] The household electricity consumption trend curve, the charging pile household electricity consumption trend curve and the total electricity consumption trend curve are respectively divided into sections according to preset periods;
[0017] Calculate the slopes of the household electricity consumption trend curve and the charging pile household electricity consumption trend curve in each cycle respectively;
[0018] Based on the household electricity consumption trend curve, the slope of the charging pile household electricity consumption trend curve in each cycle and the total electricity consumption trend curve, it is determined whether there is abnormal electricity consumption of the charging pile.
[0019] Optionally, judging whether there is abnormal charging pile power consumption based on the household power consumption trend curve, the slope of the charging pile household power consumption trend curve in each cycle, and the total power consumption trend curve includes:
[0020] Determine whether there is a period in which the slope of the household electricity consumption trend curve is negative and the slope of the charging pile household electricity consumption trend curve is positive;
[0021] If so, judging whether there is abnormal power consumption of the charging pile according to the change range of the total power consumption trend curve in each cycle;
[0022] If not, it is determined that there is no abnormal power consumption of the charging pile.
[0023] Optionally, after determining that within the same period, the slope of the household electricity consumption trend curve is negative and the slope of the charging pile household electricity consumption trend curve is positive, the method further includes:
[0024] Determine whether the angle between the slope of the household electricity consumption trend curve and the slope of the charging pile household electricity consumption trend curve is greater than a preset angle in the same period;
[0025] If so, it is determined that there is abnormal power consumption of the charging pile;
[0026] If not, the step of determining whether there is abnormal power consumption of the charging pile according to the variation range of the total power consumption trend curve in each cycle is executed.
[0027] Optionally, judging whether there is abnormal power consumption of the charging pile according to the variation range of the total power consumption trend curve in each cycle includes:
[0028] Determine whether the change amplitude of the total power consumption trend curve in each cycle is less than a preset value;
[0029] If so, it is determined that there is abnormal power consumption of the charging pile;
[0030] If not, it is determined that there is no abnormal power consumption of the charging pile.
[0031] Optionally, after determining that there is abnormal power consumption of the charging pile, the method further includes:
[0032] For the residents associated with the charging pile households with abnormal charging pile power consumption, determine whether there is a household whose power consumption current decreases by a greater than a preset amount and whose power consumption current is less than a preset current value during the preset nighttime peak power consumption period;
[0033] If so, it is determined that the charging pile is using electricity illegally.
[0034] In a second aspect, the present invention provides a residential charging pile power consumption monitoring device, comprising:
[0035] The associated resident household determination module is used to determine the associated resident household for each charging pile household;
[0036] An electricity consumption data acquisition module is used to acquire electricity consumption data of the mutually related residential households and charging pile households in the same time period in the past, wherein the electricity consumption data includes time, date, month and electricity quantity;
[0037] A power consumption trend curve determination module, used to determine the power consumption trend curve of the residential households, the power consumption trend curve of the charging pile households, and the total power consumption trend curve of the residential households and the charging pile households based on the power consumption data;
[0038] The power consumption anomaly judgment module is used to judge whether there is a charging pile power consumption anomaly based on the residential household power consumption trend curve, the charging pile household power consumption trend curve and the total power consumption trend curve.
[0039] In a third aspect, the present invention provides an electronic device, the electronic device comprising:
[0040] at least one processor; and
[0041] a memory communicatively connected to the at least one processor; wherein,
[0042] The memory stores a computer program that can be executed by the at least one processor, and the computer program is executed by the at least one processor so that the at least one processor can execute the method for monitoring electricity consumption of residential charging piles described in the first aspect of the present invention.
[0043] In a fourth aspect, the present invention provides a computer-readable storage medium storing computer instructions, wherein the computer instructions are used to enable a processor to implement the method for monitoring electricity consumption of residential charging piles as described in the first aspect of the present invention when executed.
[0044] The method for monitoring electricity consumption of residential charging piles provided in an embodiment of the present invention determines, for each charging pile household, its associated residential household; obtains electricity consumption data of the mutually associated residential households and charging pile households in the same time period in the past, respectively, and the electricity consumption data includes time, date, month and electricity volume; based on the electricity consumption data, determines the residential household electricity consumption trend curve, the charging pile household electricity consumption trend curve and the total electricity consumption trend curve of the residential household and the charging pile household; based on the residential household electricity consumption trend curve, the charging pile household electricity consumption trend curve and the total electricity consumption trend curve, determines whether there is abnormal electricity consumption of the charging pile, then the total electricity consumption trend can determine the joint change trend of the residential household electricity consumption and the charging pile household electricity consumption, judges the charging violation from the overall perspective, and then combines the residential household electricity consumption trend curve and the charging pile household electricity consumption trend curve respectively, can determine the trend of the residential household electricity consumption and the charging pile household electricity consumption, can judge whether the charging pile household electricity consumption has an impact on the residential household electricity consumption, and further can determine whether there is abnormal electricity consumption of the charging pile.
[0045] It should be understood that the contents described in this section are not intended to identify the key or important features of the embodiments of the present invention, nor are they intended to limit the scope of the present invention. Other features of the present invention will become easily understood through the following description. BRIEF DESCRIPTION OF THE DRAWINGS
[0046] In order to more clearly illustrate the technical solutions in the embodiments of the present invention, the following briefly introduces the drawings required for use in the description of the embodiments. Obviously, the drawings described below are only some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without creative work.
[0047] Figure 1 It is a flow chart of a method for monitoring electricity consumption of residential charging piles provided by an embodiment of the present invention;
[0048] Figure 2 This is a flowchart for judging abnormal power consumption of a charging pile provided by an embodiment of the present invention;
[0049] Figure 3 is a schematic diagram of a power consumption trend curve provided by an embodiment of the present invention;
[0050] Figure 4 This is a flow chart of a method for determining illegal electricity usage of a charging pile provided by an embodiment of the present invention;
[0051] Figure 5It is a structural schematic diagram of a residential charging pile power consumption monitoring device provided by an embodiment of the present invention;
[0052] Figure 6 It is a schematic diagram of the structure of an electronic device provided by an embodiment of the present invention. DETAILED DESCRIPTION
[0053] In order to enable those skilled in the art to better understand the scheme of the present invention, the technical scheme in the embodiments of the present invention will be clearly and completely described below in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work should fall within the scope of protection of the present invention.
[0054] Figure 1 This is a flow chart of a method for monitoring electricity consumption of residential charging piles provided by an embodiment of the present invention. This embodiment is applicable to the situation of monitoring electricity consumption of residential charging piles. The method can be executed by a monitoring device for electricity consumption of residential charging piles. The monitoring device for electricity consumption of residential charging piles can be implemented in the form of hardware and / or software. The monitoring device for electricity consumption of residential charging piles can be configured in an electronic device. Figure 1 As shown, the residential charging pile power consumption monitoring method includes:
[0055] S11. For each charging pile household, determine the associated residential household.
[0056] For charging pile households used by residents, the identity ID of each resident or household corresponds to the ID of a charging pile household, that is, the information of the charging pile household is established based on the resident identity ID. Therefore, each charging pile household has an expected associated resident household. It is also possible to create files for users who have opened charging pile households to obtain basic file information. The basic file information includes the mobile phone number, electricity address and substation number of the resident meter user and the charging pile meter user. By matching the mobile phone number, electricity address and substation number, if they are consistent, they are determined to be consistent and associated electricity users.
[0057] Optionally, when a user wants to use a charging pile, the method for monitoring electricity consumption of residential charging piles also includes: obtaining association information between residential households and charging pile households; judging whether the charging pile household of the current charging pile is associated with the residential household of the charging pile to be used based on the association information; if so, turning on the power switch of the current charging pile; if not, turning off the power switch of the current charging pile.
[0058] That is, when the associated information matches, it is determined that the current user has the authority to use the charging pile, and therefore, the power switch of the current charging pile is turned on; conversely, if the current user does not have the authority to use the charging pile, the power switch of the current charging pile is turned off, which can prevent other users from using the charging pile illegally and causing abnormal power consumption of the charging pile.
[0059] S12. Obtain electricity consumption data of mutually related residential households and charging pile households in the same time period in the past.
[0060] Electricity meters are installed at both charging pile households and residential households. Therefore, the electricity consumption data of charging pile households and residential households can be measured separately. After being obtained by the electricity meters, these electricity consumption data will be uploaded to the database of the electricity management background, and the required electricity consumption data can be obtained from the database. In order to compare the electricity consumption trends of residential households and charging pile households, it is necessary to obtain the electricity consumption data of both in the same time period. The same time period in the past can be the past week or month.
[0061] The electricity usage data includes time, date, month and amount of electricity, and may also include electricity charges.
[0062] S13. Determine the household electricity consumption trend curve, the charging pile household electricity consumption trend curve, and the total electricity consumption trend curve of the household and the charging pile household based on the electricity consumption data.
[0063] The power consumption trend curve may be a curve showing the relationship between power consumption and time. For example, the power consumption trend curve may be plotted in a coordinate axis, where the horizontal axis represents time and the vertical axis represents power consumption.
[0064] S14. Determine whether there is abnormal electricity consumption of the charging piles based on the household electricity consumption trend curve, the household electricity consumption trend curve of the charging piles, and the total electricity consumption trend curve.
[0065] The total electricity consumption trend can be used to determine the joint changing trend of household electricity consumption and charging pile electricity consumption, and to judge charging violations in general. Combining the household electricity consumption trend curve and the charging pile electricity consumption trend curve respectively, the trends of household electricity consumption and charging pile electricity consumption can be determined, and whether the charging pile electricity consumption has an impact on household electricity consumption can be determined, and then whether there is any abnormality in charging pile electricity consumption.
[0066] In an optional embodiment, if Figure 2 The flowchart for judging abnormal power consumption of charging piles shown in the figure judges whether there is abnormal power consumption of charging piles based on the household power consumption trend curve, the household power consumption trend curve of charging piles and the total power consumption trend curve, including:
[0067] S141. Divide the household electricity consumption trend curve, the charging pile household electricity consumption trend curve and the total electricity consumption trend curve into sections according to preset periods.
[0068] For example, the electricity consumption data is shown in Table 1.
[0069] Table 1. Electricity consumption data table.
[0070] time 1 2 3 4 5 6 7 Charging pile household electricity 54 56 80 79 77 90 88 Residential electricity 20 24 1 2 0 1 2 Total power consumption 74 80 81 81 77 91 90
[0071] In the above Table 1, the time unit may be a date within a month or a date within a week. The unit of electricity consumption or power consumption is degree.
[0072] The data in Table 1 above are plotted into a power consumption trend curve, and we get Figure 3 , Figure 3 is a schematic diagram of a power consumption trend curve, such as Figure 3 As shown, in Figure 3 In the graph, the horizontal axis is time (date), and the vertical axis is power consumption, where curve A is residential power consumption, curve B is charging pile power consumption, and curve C is total power consumption. Specifically, after obtaining the power consumption trend curve, the exponential smoothing method can be used to smooth the curve for data analysis.
[0073] S142, respectively calculating the slopes of the household electricity consumption trend curve and the charging pile household electricity consumption trend curve in each cycle.
[0074] For example, in Figure 3 In the graph, 1 day is a cycle. Then, in an electricity consumption trend curve, the period between the 1st day and the 2nd day is a cycle, and the line segment formed by the period corresponds to 1 slope. The period between the 2nd day and the 2nd day is a cycle, and the line segment formed by the period corresponds to 1 slope, and so on.
[0075] S143. Determine whether there is abnormal charging pile power consumption based on the household power consumption trend curve, the slope of the charging pile household power consumption trend curve in each cycle, and the total power consumption trend curve.
[0076] According to the daily electricity consumption habits of residents, household electricity consumption is usually relatively stable, and the trends of household electricity consumption and total electricity consumption are usually relatively consistent. Therefore, in an optional example, if the total electricity consumption trend curve is relatively stable (the change amplitude is less than the preset amplitude threshold), it means that the residents' electricity consumption habits are relatively stable. At this time, if the difference in the change amplitude between the household electricity consumption and the total electricity consumption trend curve is greater than the preset amplitude difference, and the charging pile household electricity consumption trend increases, it means that the electricity of the charging pile may be connected to the residents' homes for use, and it can be determined that there is abnormal electricity consumption of the charging pile.
[0077] For example, Figure 3As shown, the total electricity consumption is generally steadily increasing, and the trend changes of total electricity consumption and residential households are quite different. However, the daily electricity consumption of residential households has decreased significantly, even to 0. There is a sudden downward change in the electricity consumption trend, and the electricity consumption trend of charging pile households has increased, indicating that the electricity from the charging piles may be connected to residents' homes for use. It can be determined that there is abnormal electricity consumption of the charging piles.
[0078] In an optional embodiment, judging whether there is abnormal charging pile power consumption based on the household power consumption trend curve, the slope of the charging pile household power consumption trend curve in each cycle, and the total power consumption trend curve includes the following steps (no corresponding figure):
[0079] A1. Determine whether there is a situation in which the slope of the household electricity consumption trend curve is negative and the slope of the charging pile household electricity consumption trend curve is positive in the same period.
[0080] In the same period, the slope of the household electricity consumption trend curve is negative and the slope of the charging pile household electricity consumption trend curve is positive, indicating that the household electricity consumption has decreased while the charging pile household electricity consumption has increased. At this time, there is a greater possibility of connecting the electricity of the charging pile household to the household for use, so execute A2. Otherwise, there is a lower possibility of connecting the electricity of the charging pile household to the household for use, so execute A3.
[0081] A2. Determine whether there is abnormal power consumption at the charging pile based on the change range of the total power consumption trend curve in each cycle.
[0082] Specifically, judging whether there is abnormal power consumption of the charging piles according to the variation range of the total power consumption trend curve in each cycle, including: judging whether the variation range of the total power consumption trend curve in each cycle is less than a preset value; if so, determining that there is abnormal power consumption of the charging piles; if not, determining that there is no abnormal power consumption of the charging piles.
[0083] The change range of the total electricity consumption trend curve in each cycle is less than the preset value, that is, the total electricity consumption trend is relatively stable, indicating that the residents' electricity consumption habits (including households and charging pile households) are relatively stable. In this case, there is still a negative slope of the household electricity consumption trend curve and a positive slope of the charging pile household electricity consumption trend curve in the same cycle, which means that it is very likely that the electricity of the charging pile households will be connected to the residents' homes for use.
[0084] A3. Make sure there is no abnormal power consumption of the charging pile.
[0085] In another optional embodiment, judging whether there is abnormal charging pile power consumption based on the household power consumption trend curve, the slope of the charging pile household power consumption trend curve in each cycle, and the total power consumption trend curve includes the following steps (no corresponding figure):
[0086] B1. Determine whether there is a situation in which the slope of the household electricity consumption trend curve is negative and the slope of the charging pile household electricity consumption trend curve is positive in the same period;
[0087] If yes, execute B3, if no, execute B2.
[0088] B2. Make sure there is no abnormal power consumption of the charging pile.
[0089] B3. Determine whether the angle between the slope of the household electricity consumption trend curve and the slope of the charging pile household electricity consumption trend curve in the same period is greater than a preset angle.
[0090] The preset angle can be 30°, such as Figure 3 As shown, there is a turning point in the data of residential households and charging pile households between the second day and the third day. Based on these two turning points, the slopes of residential household electricity consumption and charging pile household electricity consumption in this period are calculated k=[y2-y1] / [x2-x1], and the slopes of residential household electricity consumption k1 and charging pile household electricity consumption k2 are obtained respectively. The two slopes have an angle tan@=|(k2-k1) / (1+k1k2)|. If it is greater than 30°, execute B4: determine whether there is abnormal charging pile electricity consumption, and the principle is similar to the above embodiment. If not, execute B5.
[0091] B4. Determine whether there is abnormal power consumption at the charging pile.
[0092] B5. Determine whether there is abnormal power consumption of charging piles based on the change range of the total power consumption trend curve in each cycle.
[0093] This step is the same as A5 in detail, and the details can be referred to the relevant description of A5.
[0094] In an optional embodiment, after determining that there is abnormal power usage of the charging pile, the corresponding charging pile households and residential households are marked as abnormal power usage households; after traversing all charging pile households and residential households, a list of households with abnormal power usage violations is screened out so that these users can be checked for abnormal power usage behavior.
[0095] In an optional embodiment, after determining that there is abnormal power consumption of the charging pile, the method further includes:
[0096] For the residential households associated with the charging pile owners with abnormal power consumption, determine whether there are any households whose power consumption current reduction is greater than the preset range and the power consumption current is less than the preset current value during the preset nighttime peak power consumption period; if so, it is determined that the charging piles are using electricity illegally.
[0097] The preset current value can be 1A. For example, in Guangdong, the summer is relatively hot and air conditioning is most commonly operated at night. If the current of residential electricity consumption suddenly changes to less than 1A during the night period, it can be determined that the charging pile is using electricity illegally.
[0098] In order to clearly explain the process of determining the illegal use of electricity by charging piles in the present invention, Figure 4 To summarize, Figure 4 The flowchart of a method for determining the illegal use of electricity by a charging pile is as follows:
[0099] S41. Improve the customer base files of the marketing system and link residential households with charging pile households;
[0100] S42, exporting daily and monthly electricity consumption and nighttime current data of residential households and charging pile households to form a storage repository table;
[0101] S43. Using the exponential smoothing method, reflect the monthly and daily electricity consumption w of residential households and charging pile households and the electricity consumption trend of time t, and use computer technology to screen out preliminary abnormal samples;
[0102] S44. Use the electricity data during the peak period of electricity consumption and combine it with trend correlation to determine the final list of illegal electricity usage of charging piles.
[0103] In an optional embodiment, the present invention further provides a residential charging pile power consumption monitoring device, Figure 5 The following is a schematic diagram of the structure of a residential charging pile power monitoring device. Figure 5 As shown, the residential charging pile power consumption monitoring device includes:
[0104] The associated resident household determination module 501 is used to determine the associated resident household for each charging pile household;
[0105] The power consumption data acquisition module 502 acquires the power consumption data of the mutually related residential households and charging pile households in the same time period in the past, wherein the power consumption data includes time, date, month and power consumption;
[0106] The power consumption trend curve determination module 503 is used to determine the power consumption trend curve of the residential households, the power consumption trend curve of the charging pile households, and the total power consumption trend curve of the residential households and the charging pile households based on the power consumption data;
[0107] The power consumption anomaly judging module 504 is used to judge whether there is a charging pile power consumption anomaly based on the household power consumption trend curve, the charging pile household power consumption trend curve and the total power consumption trend curve.
[0108] Optionally, the residential charging pile power consumption monitoring device also includes:
[0109] The associated information acquisition module is used to obtain the associated information of the residential households and the charging pile households;
[0110] An association judgment module, used to judge whether the charging pile household of the current charging pile is associated with the resident household of the charging pile to be used based on the association information; if so, the contents of the switch on module are executed; if not, the contents of the switch off module are executed;
[0111] The switch-on module is used to turn on the power switch of the current charging pile;
[0112] The switch off module is used to turn off the power switch of the current charging pile.
[0113] Optionally, the power consumption abnormality judgment module 504 includes:
[0114] A segmentation submodule, used to segment the household electricity consumption trend curve, the charging pile household electricity consumption trend curve and the total electricity consumption trend curve according to preset periods;
[0115] A slope calculation submodule, used to calculate the slopes of the household electricity consumption trend curve and the charging pile household electricity consumption trend curve in each cycle respectively;
[0116] The power consumption anomaly judgment submodule is used to judge whether there is a charging pile power consumption anomaly based on the household power consumption trend curve, the slope of the charging pile household power consumption trend curve in each cycle and the total power consumption trend curve.
[0117] Optionally, the power consumption abnormality judgment submodule includes:
[0118] The slope judgment unit is used to judge whether there is a negative slope of the household electricity consumption trend curve and a positive slope of the charging pile household electricity consumption trend curve in the same period; then the content of the power consumption abnormality determination unit is executed; if not, the content of the charging pile power consumption normal unit is executed;
[0119] An abnormal power consumption judgment unit is used to judge whether there is abnormal power consumption of the charging pile according to the change amplitude of the total power consumption trend curve in each cycle;
[0120] The charging pile power consumption normal unit is used to determine whether there is no abnormality in the charging pile power consumption.
[0121] Optionally, the power consumption abnormality judgment submodule further includes:
[0122] A slope angle judgment unit is used to judge whether the angle between the slope of the residential household electricity consumption trend curve and the slope of the charging pile household electricity consumption trend curve is greater than a preset angle after determining that the slope of the residential household electricity consumption trend curve is negative and the slope of the charging pile household electricity consumption trend curve is positive in the same period; if so, the content of the charging pile electricity consumption abnormality determination unit is executed; if not, the content of the electricity consumption abnormality judgment unit is executed;
[0123] The charging pile power consumption abnormality determination unit is used to determine whether there is abnormal power consumption of the charging pile;
[0124] Optionally, the power consumption abnormality judgment unit includes:
[0125] The variation range judgment subunit is used to judge whether the variation range of the total power consumption trend curve in each cycle is less than a preset value; if so, the content of the abnormal power consumption subunit of the charging pile is executed; if not, the content of the normal power consumption subunit of the charging pile is executed;
[0126] The charging pile power consumption abnormality subunit is used to determine whether there is abnormal power consumption of the charging pile;
[0127] The charging pile power consumption normal subunit is used to determine whether there is any abnormality in the charging pile power consumption.
[0128] Optionally, the residential charging pile power consumption monitoring device also includes:
[0129] The power consumption current judgment module is used to determine whether the power consumption of the charging pile is abnormal, and whether the power consumption of the resident households associated with the charging pile households with abnormal power consumption of the charging pile has a current reduction greater than a preset range and a current less than a preset current value during the preset nighttime peak power consumption period; if so, the content of the charging pile illegal power consumption determination module is executed;
[0130] The module for determining the illegal electricity usage of charging piles is used to determine whether there is illegal electricity usage of charging piles.
[0131] The residential charging pile electricity consumption monitoring device provided in the embodiment of the present invention can execute the residential charging pile electricity consumption monitoring method provided in any embodiment of the present invention, and has the corresponding functional modules and beneficial effects of the execution method.
[0132] Example
[0133] Figure 6 A schematic diagram of an electronic device 40 that can be used to implement an embodiment of the present invention is shown. The electronic device is intended to represent various forms of digital computers, such as laptop computers, desktop computers, workstations, personal digital assistants, servers, blade servers, mainframe computers, and other suitable computers. The electronic device can also represent various forms of mobile devices, such as personal digital processing, cellular phones, smart phones, and other similar computing devices. The components shown herein, their connections and relationships, and their functions are merely examples and are not intended to limit the implementation of the present invention described and / or required herein.
[0134] like Figure 6As shown, the electronic device 40 includes at least one processor 41, and a memory connected to the at least one processor 41, such as a read-only memory (ROM) 42, a random access memory (RAM) 43, etc., wherein the memory stores a computer program that can be executed by at least one processor, and the processor 41 can perform various appropriate actions and processes according to the computer program stored in the read-only memory (ROM) 42 or the computer program loaded from the storage unit 48 to the random access memory (RAM) 43. In the RAM 43, various programs and data required for the operation of the electronic device 40 can also be stored. The processor 41, the ROM 42, and the RAM 43 are connected to each other through a bus 44. An input / output (I / O) interface 45 is also connected to the bus 44.
[0135] A number of components in the electronic device 40 are connected to the I / O interface 45, including: an input unit 46, such as a keyboard, a mouse, etc.; an output unit 47, such as various types of displays, speakers, etc.; a storage unit 48, such as a disk, an optical disk, etc.; and a communication unit 49, such as a network card, a modem, a wireless communication transceiver, etc. The communication unit 49 allows the electronic device 40 to exchange information / data with other devices through a computer network such as the Internet and / or various telecommunication networks.
[0136] The processor 41 may be a variety of general and / or special processing components with processing and computing capabilities. Some examples of the processor 41 include, but are not limited to, a central processing unit (CPU), a graphics processing unit (GPU), various dedicated artificial intelligence (AI) computing chips, various processors running machine learning model algorithms, digital signal processors (DSPs), and any appropriate processors, controllers, microcontrollers, etc. The processor 41 executes the various methods and processes described above, such as a method for monitoring the electricity consumption of a residential charging pile.
[0137] In some embodiments, the method for monitoring electricity consumption of residential charging piles may be implemented as a computer program, which is tangibly contained in a computer-readable storage medium, such as a storage unit 48. In some embodiments, part or all of the computer program may be loaded and / or installed on the electronic device 40 via the ROM 42 and / or the communication unit 49. When the computer program is loaded into the RAM 43 and executed by the processor 41, one or more steps of the method for monitoring electricity consumption of residential charging piles described above may be performed. Alternatively, in other embodiments, the processor 41 may be configured to execute the method for monitoring electricity consumption of residential charging piles in any other appropriate manner (e.g., by means of firmware).
[0138] Various implementations of the systems and techniques described above herein can be implemented in digital electronic circuit systems, integrated circuit systems, field programmable gate arrays (FPGAs), application specific integrated circuits (ASICs), application specific standard products (ASSPs), systems on chips (SOCs), complex programmable logic devices (CPLDs), computer hardware, firmware, software, and / or combinations thereof. These various implementations can include: being implemented in one or more computer programs that can be executed and / or interpreted on a programmable system including at least one programmable processor, which can be a special purpose or general purpose programmable processor that can receive data and instructions from a storage system, at least one input device, and at least one output device, and transmit data and instructions to the storage system, the at least one input device, and the at least one output device.
[0139] Computer programs for implementing the methods of the present invention may be written in any combination of one or more programming languages. These computer programs may be provided to a processor of a general-purpose computer, a special-purpose computer, or other programmable data processing device, so that when the computer program is executed by the processor, the functions / operations specified in the flow chart and / or block diagram are implemented. The computer program may be executed entirely on the machine, partially on the machine, partially on the machine and partially on a remote machine as a stand-alone software package, or entirely on a remote machine or server.
[0140] In the context of the present invention, a computer-readable storage medium may be a tangible medium that may contain or store a computer program for use by or in combination with an instruction execution system, device or equipment. A computer-readable storage medium may include, but is not limited to, electronic, magnetic, optical, electromagnetic, infrared, or semiconductor systems, devices or equipment, or any suitable combination of the foregoing. Alternatively, a computer-readable storage medium may be a machine-readable signal medium. A more specific example of a machine-readable storage medium may include an electrical connection based on one or more lines, a portable computer disk, a hard disk, a random access memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), an optical fiber, a portable compact disk read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing.
[0141] To provide interaction with a user, the systems and techniques described herein may be implemented on an electronic device having: a display device (e.g., a CRT (cathode ray tube) or LCD (liquid crystal display) monitor) for displaying information to the user; and a keyboard and a pointing device (e.g., a mouse or trackball) through which the user can provide input to the electronic device. Other types of devices may also be used to provide interaction with the user; for example, the feedback provided to the user may be any form of sensory feedback (e.g., visual feedback, auditory feedback, or tactile feedback); and input from the user may be received in any form (including acoustic input, voice input, or tactile input).
[0142] The systems and techniques described herein may be implemented in a computing system that includes backend components (e.g., as a data server), or a computing system that includes middleware components (e.g., an application server), or a computing system that includes frontend components (e.g., a user computer with a graphical user interface or a web browser through which a user can interact with implementations of the systems and techniques described herein), or a computing system that includes any combination of such backend components, middleware components, or frontend components. The components of the system may be interconnected by any form or medium of digital data communication (e.g., a communication network). Examples of communication networks include: a local area network (LAN), a wide area network (WAN), a blockchain network, and the Internet.
[0143] A computing system may include a client and a server. The client and the server are generally remote from each other and usually interact through a communication network. The client and server relationship is generated by computer programs running on the corresponding computers and having a client-server relationship with each other. The server may be a cloud server, also known as a cloud computing server or cloud host, which is a host product in the cloud computing service system to solve the defects of difficult management and weak business scalability in traditional physical hosts and VPS services.
[0144] It should be understood that the various forms of processes shown above can be used to reorder, add or delete steps. For example, the steps described in the present invention can be executed in parallel, sequentially or in different orders, as long as the desired results of the technical solution of the present invention can be achieved, and this document does not limit this.
[0145] The above specific implementations do not constitute a limitation on the protection scope of the present invention. It should be understood by those skilled in the art that various modifications, combinations, sub-combinations and substitutions can be made according to design requirements and other factors. Any modification, equivalent substitution and improvement made within the spirit and principle of the present invention should be included in the protection scope of the present invention.
Claims
1. A method for monitoring electricity consumption of residential charging piles, characterized in that: The method comprises: For each charging pile household, determine the associated residential household; Obtaining electricity consumption data of mutually related residential households and charging pile households in the same time period in the past, respectively, wherein the electricity consumption data includes time, date, month and electricity consumption; Based on the electricity consumption data, determine the electricity consumption trend curve of the residential households, the electricity consumption trend curve of the charging pile households, and the total electricity consumption trend curve of the residential households and the charging pile households respectively; Based on the household electricity consumption trend curve, the charging pile household electricity consumption trend curve and the total electricity consumption trend curve, it is determined whether there is abnormal electricity consumption of the charging pile.
2. The method for monitoring electricity consumption of residential charging piles according to claim 1, characterized in that: Also includes: Obtain the associated information of residential households and charging pile households; Based on the association information, it is determined whether the charging pile household of the current charging pile is associated with the resident household of the charging pile to be used; If yes, turn on the power switch of the current charging pile; If not, turn off the power switch of the current charging pile.
3. The method for monitoring electricity consumption of residential charging piles according to claim 1, characterized in that: The determining whether there is abnormal charging pile power consumption based on the household power consumption trend curve, the charging pile household power consumption trend curve and the total power consumption trend curve includes: The household electricity consumption trend curve, the charging pile household electricity consumption trend curve and the total electricity consumption trend curve are respectively divided into sections according to preset periods; Calculate the slopes of the household electricity consumption trend curve and the charging pile household electricity consumption trend curve in each cycle respectively; Based on the household electricity consumption trend curve, the slope of the charging pile household electricity consumption trend curve in each cycle and the total electricity consumption trend curve, it is determined whether there is abnormal electricity consumption of the charging pile.
4. The method for monitoring electricity consumption of residential charging piles according to claim 3, characterized in that: The determining whether there is abnormal charging pile power consumption based on the household power consumption trend curve, the slope of the charging pile household power consumption trend curve in each cycle, and the total power consumption trend curve includes: Determine whether there is a period in which the slope of the household electricity consumption trend curve is negative and the slope of the charging pile household electricity consumption trend curve is positive; If so, judging whether there is abnormal power consumption of the charging pile according to the change range of the total power consumption trend curve in each cycle; If not, it is determined that there is no abnormal power consumption of the charging pile.
5. The method for monitoring electricity consumption of residential charging piles according to claim 4, characterized in that: After determining that within the same period, the slope of the household electricity consumption trend curve is negative and the slope of the charging pile household electricity consumption trend curve is positive, the method further includes: Determine whether the angle between the slope of the household electricity consumption trend curve and the slope of the charging pile household electricity consumption trend curve is greater than a preset angle in the same period; If so, it is determined that there is abnormal power consumption of the charging pile; If not, the step of determining whether there is abnormal power consumption of the charging pile according to the variation range of the total power consumption trend curve in each cycle is executed.
6. The method for monitoring electricity consumption of residential charging piles according to claim 4, characterized in that: The determining whether there is abnormal power consumption of the charging pile according to the change amplitude of the total power consumption trend curve in each cycle includes: Determine whether the change amplitude of the total power consumption trend curve in each cycle is less than a preset value; If so, it is determined that there is abnormal power consumption of the charging pile; If not, it is determined that there is no abnormal power consumption of the charging pile.
7. The method for monitoring electricity consumption of residential charging piles according to any one of claims 1 to 6, characterized in that: After confirming that there is abnormal power consumption of the charging pile, it also includes: For the residents associated with the charging pile households with abnormal charging pile power consumption, determine whether there is a household whose power consumption current decreases by a greater than a preset amount and whose power consumption current is less than a preset current value during the preset nighttime peak power consumption period; If so, it is determined that the charging pile is using electricity illegally.
8. A residential charging pile power consumption monitoring device, characterized in that: include: The associated resident household determination module is used to determine the associated resident household for each charging pile household; An electricity consumption data acquisition module is used to respectively acquire electricity consumption data of mutually related residential households and charging pile households in the same time period in the past, wherein the electricity consumption data includes time, date, month and electricity quantity; A power consumption trend curve determination module, for determining the power consumption trend curves of residential households, the power consumption trend curves of charging pile households, and the total power consumption trend curves of residential households and charging pile households respectively based on the power consumption data; The power consumption anomaly judgment module is used to judge whether there is a charging pile power consumption anomaly based on the residential household power consumption trend curve, the charging pile household power consumption trend curve and the total power consumption trend curve.
9. An electronic device, characterized in that: The electronic device comprises: at least one processor; and a memory communicatively connected to the at least one processor; wherein, The memory stores a computer program that can be executed by the at least one processor, and the computer program is executed by the at least one processor so that the at least one processor can execute the method for monitoring electricity consumption of residential charging piles as described in any one of claims 1-7.
10. A computer-readable storage medium, characterized in that: The computer-readable storage medium stores computer instructions, and the computer instructions are used to enable a processor to implement the method for monitoring electricity consumption of residential charging piles according to any one of claims 1 to 7 when executed.
Citation Information
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