CN110417125A - A kind of edge calculations based on ubiquitous electric power Internet of Things are opposed electricity-stealing method and device - Google Patents

A kind of edge calculations based on ubiquitous electric power Internet of Things are opposed electricity-stealing method and device Download PDF

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Publication number
CN110417125A
CN110417125A CN201910708050.8A CN201910708050A CN110417125A CN 110417125 A CN110417125 A CN 110417125A CN 201910708050 A CN201910708050 A CN 201910708050A CN 110417125 A CN110417125 A CN 110417125A
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value
log
energy meter
electric energy
stealing
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Inventor
华隽
田珂
王玫
张磊
藤铁军
张伟
井友鼎
路利光
荀丹青
候耿超
蔡豫鹏
李欣欣
吴颖
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Henan Hezhongwei Qiyunzhi Technology Co Ltd
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Henan Hezhongwei Qiyunzhi Technology Co Ltd
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Priority to CN201910708050.8A priority Critical patent/CN110417125A/en
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    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02BCLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO BUILDINGS, e.g. HOUSING, HOUSE APPLIANCES OR RELATED END-USER APPLICATIONS
    • Y02B90/00Enabling technologies or technologies with a potential or indirect contribution to GHG emissions mitigation
    • Y02B90/20Smart grids as enabling technology in buildings sector
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y04INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
    • Y04SSYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
    • Y04S40/00Systems for electrical power generation, transmission, distribution or end-user application management characterised by the use of communication or information technologies, or communication or information technology specific aspects supporting them
    • Y04S40/12Systems for electrical power generation, transmission, distribution or end-user application management characterised by the use of communication or information technologies, or communication or information technology specific aspects supporting them characterised by data transport means between the monitoring, controlling or managing units and monitored, controlled or operated electrical equipment
    • Y04S40/128Systems for electrical power generation, transmission, distribution or end-user application management characterised by the use of communication or information technologies, or communication or information technology specific aspects supporting them characterised by data transport means between the monitoring, controlling or managing units and monitored, controlled or operated electrical equipment involving the use of Internet protocol

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  • Remote Monitoring And Control Of Power-Distribution Networks (AREA)

Abstract

It opposes electricity-stealing method the invention discloses a kind of edge calculations based on ubiquitous electric power Internet of Things, is proceeded as follows in monitoring cycle T: obtaining the following data of platform area concentrator: total voltage value;Total firewire current value;Total neutral line current value;Total electricity value is;Periodically obtain the following data of each electric energy meter in platform area: voltage value is;Firewire current value;Neutral line current;Zero firewire electric current ratio;Charge value;Exception is uncapped logout, magnetic field anomalous event;A possibility that periodically calculating the situation of platform area concentrator total electricity and each electric energy tabular value, and determining stealing according to respective formula calculated result feeds back to back-stage management.A possibility that present invention can provide single energy meter terminal there are stealings;It is true that stealing examined and determine by field operation terminal and relevant device with unit-area management personnel, the fact that will finally examine and determine, situations are uploaded to management backstage by recording a video or taking pictures etc., as stealing evidence, ultimately form the closed loop management of stealing.

Description

A kind of edge calculations based on ubiquitous electric power Internet of Things are opposed electricity-stealing method and device
Technical field
The present invention relates to field of power systems, and in particular to a kind of edge calculations based on ubiquitous electric power Internet of Things are opposed electricity-stealing Method and device.
Background technique
Many concentrators use narrowband carrier type collection platform area under energy meter terminal data, acquisition channel success rate compared with Low, part concentrator producer has been even switched off total event reporting functions, and the acquisition main website of electric system is caused not obtain in real time The complete data of energy meter terminal, it is even more impossible to carry out accurate electric energy meter stealing analysis, family becomes relationship analysis and line loss analyzing, Under certain condition, although can analyze some area's line loss by acquiring main website, there are abnormal problems, and search problem original Because when, generally require operation maintenance personnel and largely visited and calculated, the conclusion obtained sometimes is also less accurate.
Summary of the invention
In view of the deficiencies of the prior art, the present invention provides a kind of edge calculations based on ubiquitous electric power Internet of Things to oppose electricity-stealing Method, a possibility that can providing single energy meter terminal there are stealings;With unit-area management personnel by field operation terminal and It is true that relevant device examines and determine stealing, and the fact that will finally examine and determine, by recording a video or taking pictures etc., situations are uploaded to management backstage, as Stealing evidence ultimately forms the closed loop management of stealing.
To achieve the above object, The technical solution adopted by the invention is as follows:
A kind of edge calculations based on ubiquitous electric power Internet of Things are opposed electricity-stealing method, are proceeded as follows in monitoring cycle T:
Step 1: data acquire
The total electricity value TP of picking platform area concentratort=[TP1,TP2,TP3...TPT], 1≤t≤T;
The following data of each electric energy meter in picking platform area:
Firewire current value Ixt=[Ix1,Ix2,Ix3...IxT], 1≤t≤T;
Neutral line current Jxt=[Jx1,Jx2,Jx3...JxT], 1≤t≤T;
Charge value Pxt=[Px1,Px2,Px3...PxT], 1≤t≤T;
Extremely uncap logout Ext=[Ex1,Ex2,Ex3...ExT], 1≤t≤T;
Magnetic field anomalous event records Mxt=[Mx1,Mx2,Mx3...MxT], 1≤t≤T;
Wherein t indicates certain time point in monitoring cycle T;
Step 2: data processing judges
Calculate the charge value Px of each electric energy meter in platform areatSummationThe total electricity value TP of the area Bing Yutai concentratort It is compared, such as findsAndThe exception for then calculating each electric energy meter immediately is uncapped thing Part value EEtOr magnetic field anomalous event value MMt, such as discovery wherein certain electric energy meter in the cycle memory in EEt=1 or MMt=1, then it holds The continuous real-time firewire electric current Ix for monitoring the electric energy metertWith neutral line current Jxt, and calculate zero firewire and compare standard deviation1≤t≤T, the σ that will be calculatedtWith the threshold value comparison of setting, if σtGreater than threshold value A possibility that then determining stealing is larger, and result is fed back to back-stage management;
Wherein, uncap event value EE extremelyt=[log2(1+Ex1), log2(1+Ex2), log2(1+Ex3)...log2(1+ ExT)], EEt=0 or 1 indicates that corresponding moment electric energy meter has logout of uncapping;
Magnetic field anomalous event value MMt=[log2(1+Mx1), log2(1+Mx2), log2(1+Mx3)...log2(1+MxT)], MMt=0 or 1 indicates corresponding moment electric energy meter, and there are magnetic field anomalous event records.
Further, the threshold value is 0.13.
Based on foregoing teachings the present invention also provides a kind of edge calculations anti-electricity-theft device based on ubiquitous electric power Internet of Things, Include:
Data acquisition module, the total electricity value TP for the picking platform area concentrator in monitoring cycle TtAnd picking platform area The firewire current value Ix of each interior electric energy metert, neutral line current Jxt, charge value Pxt, the abnormal logout Ex that uncapstAnd magnetic Field anomalous event records Mxt
Data processing module calculates the charge value of each electric energy meter in platform area according to the data of data collecting module collected PxtSummationThe total electricity value TP of the area Bing Yutai concentratortIt is compared, such as findsAndThe exception for then calculating each electric energy meter immediately is uncapped event value EEtOr magnetic field anomalous event value MMt, such as It was found that wherein certain electric energy meter is in the cycle memory in EEt=1 or MMt=1, then continue to monitor the real-time firewire electric current of the electric energy meter IxtWith neutral line current Jxt, and calculate zero firewire and compare standard deviation1≤t≤T will be calculated Obtained σtWith the threshold value comparison of setting, if σtA possibility that stealing is then determined greater than threshold value is larger;
Wherein, uncap event value EE extremelyt=[log2(1+Ex1), log2(1+Ex2), log2(1+Ex3)...log2(1+ ExT)], EEt=0 or 1 indicates that corresponding moment electric energy meter has logout of uncapping;
Magnetic field anomalous event value MMt=[log2(1+Mx1), log2(1+Mx2), log2(1+Mx3)...log2(1+MxT)], MMt=0 or 1 indicates corresponding moment electric energy meter, and there are magnetic field anomalous event records;
Memory module, store data collecting module collected data and data processing module calculate intermediate result and Final result;
Communication module, for the data of data collecting module collected to be sent to memory module, and by data processing mould The calculated result of block is sent to back-stage management
Compared with prior art, the invention has the following advantages:
The present invention from platform area concentrator obtain platform area concentrator various data and energy meter terminal various data and Anomalous event etc. can finally provide single energy meter terminal and exist by being calculated and compared with the total electricity of platform area concentrator A possibility that stealing;Result is fed back into back-stage management, Batch Processing process of setting out, background management system is by high likelihood stealing Electric energy meter information be sent to unit-area management personnel, unit-area management personnel examine and determine stealing by field operation terminal and relevant device The fact, the fact that will finally examine and determine, by recording a video or taking pictures etc., situations are uploaded to management backstage, as stealing evidence, most end form At the closed loop management of stealing, is largely visited and calculated without operation maintenance personnel.
Detailed description of the invention
Fig. 1 is the apparatus structure schematic diagram of the embodiment of the present invention
Specific embodiment
To keep the purposes, technical schemes and advantages of the application apparent, with reference to the accompanying drawings and examples to the present invention It is described further, embodiments of the present invention include but is not limited to the following example.
Embodiment:
A kind of edge calculations based on ubiquitous electric power Internet of Things are opposed electricity-stealing method, are proceeded as follows in monitoring cycle T:
Step 1: data acquire
The total electricity value TP of picking platform area concentratort=[TP1,TP2,TP3...TPT], 1≤t≤T;
The following data of each electric energy meter in picking platform area:
Firewire current value Ixt=[Ix1,Ix2,Ix3...IxT], 1≤t≤T;
Neutral line current Jxt=[Jx1,Jx2,Jx3...JxT], 1≤t≤T;
Charge value Pxt=[Px1,Px2,Px3...PxT], 1≤t≤T;
Extremely uncap logout Ext=[Ex1,Ex2,Ex3...ExT], 1≤t≤T;
Magnetic field anomalous event records Mxt=[Mx1,Mx2,Mx3...MxT], 1≤t≤T;
Wherein t indicates certain time point in monitoring cycle T;
Step 2: data processing judges
Calculate the charge value Px of each electric energy meter in platform areatSummationThe total electricity value TP of the area Bing Yutai concentratort It is compared, such as findsAndThe exception for then calculating each electric energy meter immediately is uncapped thing Part value EEtOr magnetic field anomalous event value MMt, such as discovery wherein certain electric energy meter in the cycle memory in EEt=1 or MMt=1, then it holds The continuous real-time firewire electric current Ix for monitoring the electric energy metertWith neutral line current Jxt, and calculate zero firewire and compare standard deviation1≤t≤T, the σ that will be calculatedtWith the threshold value comparison of setting, if σtGreater than threshold value A possibility that then determining stealing is larger, and result is fed back to back-stage management;Specifically threshold value is 0.13;
Wherein, uncap event value EE extremelyt=[log2(1+Ex1), log2(1+Ex2), log2(1+Ex3)...log2(1+ ExT)], EEt=0 or 1 indicates that corresponding moment electric energy meter has logout of uncapping;
Magnetic field anomalous event value MMt=[log2(1+Mx1), log2(1+Mx2), log2(1+Mx3)...log2(1+MxT)], MMt=0 or 1 indicates corresponding moment electric energy meter, and there are magnetic field anomalous event records.
The edge calculations anti-electricity-theft device based on ubiquitous electric power Internet of Things is additionally provided based on foregoing teachings the present embodiment, is wrapped It includes:
Data acquisition module, the total electricity value TP for the picking platform area concentrator in monitoring cycle TtAnd picking platform area The firewire current value Ix of each interior electric energy metert, neutral line current Jxt, charge value Pxt, the abnormal logout Ex that uncapstAnd magnetic Field anomalous event records Mxt;Data acquisition module also while acquiring following data progress auxiliary judgment in monitoring cycle T:
The total voltage value TU of platform area concentratort=[TU1,TU2,TU3...TUT], 1≤t≤T;Total firewire current value TIt= [TI1,TI2,TI3...TIT], 1≤t≤T;Total neutral line current value TJt=[TJ1,TJ2,TJ3...TJT], 1≤t≤T;In platform area Each electric energy meter voltage value Uxt=[Ux1,Ux2,Ux3...UxT], 1≤t≤T;
Data processing module calculates the charge value of each electric energy meter in platform area according to the data of data collecting module collected PxtSummationThe total electricity value TP of the area Bing Yutai concentratortIt is compared, such as findsAndThe exception for then calculating each electric energy meter immediately is uncapped event value EEtOr magnetic field anomalous event value MMt, such as It was found that wherein certain electric energy meter is in the cycle memory in EEt=1 or MMt=1, then continue to monitor the real-time firewire electric current of the electric energy meter IxtWith neutral line current Jxt, and calculate zero firewire and compare standard deviation1≤t≤T will be calculated Obtained σtWith the threshold value comparison of setting, if σtA possibility that determining stealing greater than 0.13 is larger;Wherein, it uncaps extremely event Value EEt=[log2(1+Ex1), log2(1+Ex2), log2(1+Ex3)...log2(1+ExT)], EEt=0 or 1 indicate to it is corresponding when It carves the electric energy meter and there is logout of uncapping;Magnetic field anomalous event value MMt=[log2(1+Mx1), log2(1+Mx2), log2(1+ Mx3)...log2(1+MxT)], MMt=0 or 1 indicates corresponding moment electric energy meter, and there are magnetic field anomalous event records;At data Module is managed also to carry out calculating as follows simultaneously being used for auxiliary judgment: zero firewire electric current ratio
Memory module, store data collecting module collected data and data processing module calculate intermediate result and Final result, including calculate and determine result, that is, key evidence data-link;
Communication module, for the data of data collecting module collected to be sent to memory module, and by data processing mould The calculated result of block is sent to back-stage management.
The present apparatus determines whether stealing is true than standard deviation according to zero firewire, and then the present apparatus will determine result and crucial card It is locally saved according to data-link, and result data and key evidence data-link are sent to back-stage management by module by wireless communication.
Specifically, it is somebody's turn to do the edge calculations anti-electricity-theft device based on ubiquitous electric power Internet of Things, data acquisition module includes mutual Sensor detection module, data processing module are CPU processor, and communication module includes wireless communication module, Local Communication Module, tune Module, bluetooth communication and infrared communication module are tieed up in test run;The device further include power module, Secure Access Modules, in real time Clock module, carrier module.
Wherein, CPU processor is main operation and control unit, the scheduling being responsible between each module, and is run The calculating of stealing parser model;
Power module supports plurality of specifications power input and output, is responsible for respectively providing stable power supply to module and component;
Memory module includes memory and storage, and memory is mainly used for overhead and the interim of edge calculations process data is deposited Storage, the calculating speed for being accelerated stealing to analyze according to the access structure of data model and computation model;Storage includes large capacity The memory devices such as flash and low capacity eeprom, wherein large capacity flash is mainly used for software systems and related application is solid Part, platform area and electric energy meter data, data model and computation model program, stealing analysis result data, remotely updating program The functions such as area, low capacity eeprom are mainly used for storage system parameter and configuration parameter;
Secure Access Modules are used for secure accessing electric power Intranet relevant device and system, are mainly used for identity and permission is recognized Card;
The mutual inductor detection module of data acquisition module is for external mutual inductor, to platform area concentrator or electric energy meter The data such as electric current, voltage monitored in real time, provide real time data for stealing analysis and support;
Real-time clock module RTC is the time synchronizations such as guarantee and background system, field device, electric energy meter, is data model Accurately clock foundation is provided with edge calculations;
Carrier module is for monitoring line carrier signal intelligence, while available carrier wave has setting for carrier module with other Standby, electric energy meter is communicated;
Wireless communication module is network by wireless communication, be not limited only to mobile communication (5G, 4G, 3G, 2G), NB-IOT, The modes such as WIFI, micropower are wireless are communicated with backstage, and can receive the data of background system, are remote upgrade, data It uploads, data downloading, data interaction provides wireless communication;
Local Communication Module is to be led to by way of the wired connections such as RS485, RS232, USB, CAN with external equipment Letter, wherein the area any interface Dou Keyutai concentrator is communicated;
Debugging O&M module is to be connect by serial ports or network interface with debugging machine, is mainly used for equipment O&M;
Bluetooth communication mainly and field operation terminal communicated, can by the data analyzed and calculated with As a result it is sent to field operation terminal, so that unit-area management personnel can preferably complete to be managed;
It uses, can be connect with field operation terminal when infrared communication module user site operation and debugging, so as to platform area pipe Reason personnel can preferably manage the present apparatus.
Above-described embodiment is only one of the preferred embodiment of the present invention, should not be taken to limit protection model of the invention It encloses, as long as that in body design thought of the invention and mentally makes has no the change of essential meaning or polishing, is solved The technical issues of it is still consistent with the present invention, should all be included within protection scope of the present invention.

Claims (3)

  1. A kind of method 1. edge calculations based on ubiquitous electric power Internet of Things are opposed electricity-stealing, which is characterized in that carried out in monitoring cycle T Following operation:
    Step 1: data acquire
    The total electricity value TP of picking platform area concentratort=[TP1,TP2,TP3...TPT], 1≤t≤T;
    The following data of each electric energy meter in picking platform area:
    Firewire current value Ixt=[Ix1,Ix2,Ix3...IxT], 1≤t≤T;
    Neutral line current Jxt=[Jx1,Jx2,Jx3...JxT], 1≤t≤T;
    Charge value Pxt=[Px1,Px2,Px3...PxT], 1≤t≤T;
    Extremely uncap logout Ext=[Ex1,Ex2,Ex3...ExT], 1≤t≤T;
    Magnetic field anomalous event records Mxt=[Mx1,Mx2,Mx3...MxT], 1≤t≤T;
    Wherein t indicates certain time point in monitoring cycle T;
    Step 2: data processing judges
    Calculate the charge value Px of each electric energy meter in platform areatSummationThe total electricity value TP of the area Bing Yutai concentratortIt carries out Compare, such as findsAndThe exception for then calculating each electric energy meter immediately is uncapped event value EEtOr magnetic field anomalous event value MMt, such as discovery wherein certain electric energy meter in the cycle memory in EEt=1 or MMt=1, then it persistently supervises Survey the real-time firewire electric current Ix of the electric energy metertWith neutral line current Jxt, and calculate zero firewire and compare standard deviationThe σ that will be calculatedtWith the threshold value comparison of setting, if σtGreater than threshold Value then determines that a possibility that stealing is larger, and result is fed back to back-stage management;
    Wherein, uncap event value EE extremelyt=[log2(1+Ex1), log2(1+Ex2), log2(1+Ex3)...log2(1+ExT)], EEt=0 or 1 indicates that corresponding moment electric energy meter has logout of uncapping;
    Magnetic field anomalous event value MMt=[log2(1+Mx1), log2(1+Mx2), log2(1+Mx3)...log2(1+MxT)], MMt=0 Or 1 indicate corresponding moment electric energy meter there are magnetic field anomalous event records.
  2. The method 2. edge calculations according to claim 1 based on ubiquitous electric power Internet of Things are opposed electricity-stealing, which is characterized in that institute Stating threshold value is 0.13.
  3. 3. a kind of edge calculations anti-electricity-theft device based on ubiquitous electric power Internet of Things characterized by comprising
    Data acquisition module, the total electricity value TP for the picking platform area concentrator in monitoring cycle TtAnd in picking platform area The firewire current value Ix of each electric energy metert, neutral line current Jxt, charge value Pxt, the abnormal logout Ex that uncapstIt is different with magnetic field Normal logout Mxt
    Data processing module calculates the charge value Px of each electric energy meter in platform area according to the data of data collecting module collectedtIt is total WithThe total electricity value TP of the area Bing Yutai concentratortIt is compared, such as findsAndThe exception for then calculating each electric energy meter immediately is uncapped event value EEtOr magnetic field anomalous event value MMt, such as It was found that wherein certain electric energy meter is in the cycle memory in EEt=1 or MMt=1, then continue to monitor the real-time firewire electric current of the electric energy meter IxtWith neutral line current Jxt, and calculate zero firewire and compare standard deviationIt will meter Obtained σtWith the threshold value comparison of setting, if σtA possibility that stealing is then determined greater than threshold value is larger;
    Wherein, uncap event value EE extremelyt=[log2(1+Ex1), log2(1+Ex2), log2(1+Ex3)...log2(1+ExT)], EEt=0 or 1 indicates that corresponding moment electric energy meter has logout of uncapping;
    Magnetic field anomalous event value MMt=[log2(1+Mx1), log2(1+Mx2), log2(1+Mx3)...log2(1+MxT)], MMt=0 Or 1 indicate corresponding moment electric energy meter there are magnetic field anomalous event records;
    Memory module, intermediate result that the data and data processing module for storing data collecting module collected calculate and final As a result;
    Communication module, for the data of data collecting module collected to be sent to memory module, and by data processing module Calculated result issues back-stage management.
CN201910708050.8A 2019-08-01 2019-08-01 A kind of edge calculations based on ubiquitous electric power Internet of Things are opposed electricity-stealing method and device Pending CN110417125A (en)

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CN112003372A (en) * 2020-08-19 2020-11-27 贵州电网有限责任公司 Remote intelligent monitoring method for preventing electricity theft
CN112202916A (en) * 2020-10-13 2021-01-08 北京合众伟奇科技股份有限公司 Platform district intelligent management device based on edge calculation
CN112305287A (en) * 2020-11-10 2021-02-02 许继集团有限公司 Anti-electricity-stealing management system and anti-electricity-stealing management method arranged at end tail of concentrator
CN112467723A (en) * 2019-11-20 2021-03-09 乐清市泰博恒电子科技有限公司 Power network processing method based on big data and database
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CN115808563A (en) * 2023-01-11 2023-03-17 国网山西省电力公司营销服务中心 High-voltage user electricity stealing detection method based on electricity power abnormity analysis

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CN112467723A (en) * 2019-11-20 2021-03-09 乐清市泰博恒电子科技有限公司 Power network processing method based on big data and database
CN112003372A (en) * 2020-08-19 2020-11-27 贵州电网有限责任公司 Remote intelligent monitoring method for preventing electricity theft
CN112202916A (en) * 2020-10-13 2021-01-08 北京合众伟奇科技股份有限公司 Platform district intelligent management device based on edge calculation
CN112305287A (en) * 2020-11-10 2021-02-02 许继集团有限公司 Anti-electricity-stealing management system and anti-electricity-stealing management method arranged at end tail of concentrator
CN113554122A (en) * 2021-09-03 2021-10-26 广东电网有限责任公司 Analysis method and related device for low-voltage electricity stealing prevention
CN113985124A (en) * 2021-09-26 2022-01-28 浙江万胜智能科技股份有限公司 Electricity larceny prevention method based on LTU, electric energy meter and fusion terminal
CN113919853A (en) * 2021-10-18 2022-01-11 浙江大学 Low-voltage user electricity stealing identification method based on edge-to-edge fusion
CN113919853B (en) * 2021-10-18 2022-07-15 浙江大学 Low-voltage user electricity stealing identification method based on edge-to-edge fusion
CN114002469A (en) * 2021-11-03 2022-02-01 国网四川省电力公司成都供电公司 Electricity stealing detection method and device and electricity stealing detector
CN114002469B (en) * 2021-11-03 2023-10-03 国网四川省电力公司成都供电公司 Method and device for detecting electricity theft and electricity theft detector
CN115808563A (en) * 2023-01-11 2023-03-17 国网山西省电力公司营销服务中心 High-voltage user electricity stealing detection method based on electricity power abnormity analysis

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