CN116188962B - Error identification method and device for electric energy metering device and computer equipment - Google Patents

Error identification method and device for electric energy metering device and computer equipment Download PDF

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Publication number
CN116188962B
CN116188962B CN202310465657.4A CN202310465657A CN116188962B CN 116188962 B CN116188962 B CN 116188962B CN 202310465657 A CN202310465657 A CN 202310465657A CN 116188962 B CN116188962 B CN 116188962B
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metering
electric energy
state
connecting sheet
loop
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CN116188962A (en
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李鹏
黄文琦
梁凌宇
吴洋
曾群生
蔡卓骏
周锐烨
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Southern Power Grid Digital Grid Research Institute Co Ltd
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Southern Power Grid Digital Grid Research Institute Co Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/20Image preprocessing
    • G06V10/22Image preprocessing by selection of a specific region containing or referencing a pattern; Locating or processing of specific regions to guide the detection or recognition
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/20Image preprocessing
    • G06V10/28Quantising the image, e.g. histogram thresholding for discrimination between background and foreground patterns
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/40Extraction of image or video features
    • G06V10/56Extraction of image or video features relating to colour

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Multimedia (AREA)
  • Theoretical Computer Science (AREA)
  • Measurement Of Current Or Voltage (AREA)
  • Testing Of Short-Circuits, Discontinuities, Leakage, Or Incorrect Line Connections (AREA)

Abstract

The application relates to an error identification method and device of an electric energy metering device and computer equipment. The method comprises the following steps: acquiring an image of an electric energy metering device; inputting the electric energy metering device image into a pre-constructed target detection model, and predicting positioning data of a plurality of connecting pieces in the electric energy metering device image and positioning data of a metering loop; determining the connection state of each connecting piece according to the positioning data of the connecting pieces, and identifying whether the metering loop works normally according to the connection state to obtain a metering loop state identification result; identifying whether the wiring mode of the metering loop is wrong according to the position data of the metering loop, and obtaining a wiring mode identification result; and obtaining an error identification result corresponding to the electric energy metering device image according to the metering loop state identification result and the wiring mode identification result. By adopting the method, the error recognition efficiency of the electric energy metering device can be improved.

Description

Error identification method and device for electric energy metering device and computer equipment
Technical Field
The present application relates to the field of electric energy metering technologies, and in particular, to a method and an apparatus for error identification of an electric energy metering device, a computer device, and a storage medium.
Background
Along with the appearance of power supply enterprises and the development and continuous progress of the power supply enterprises, the electric energy metering device is one of metering devices with the largest social possession, and the accuracy of the electric energy metering device can have great influence on trade settlement of electric power and assessment of economic indexes of electric power production technology, so that the electric energy metering device is very necessary to be wrongly identified.
In the prior art, the electric energy metering device is manually checked on site through a checking instrument, so that the time and the labor are wasted, and the error recognition efficiency is low.
Disclosure of Invention
In view of the foregoing, it is desirable to provide an error recognition method, apparatus, computer device, and storage medium for an electric energy meter device that can improve the error recognition efficiency of the electric energy meter device.
In a first aspect, the present application provides a method for error identification of an electrical energy metering device. The method comprises the following steps:
acquiring an image of an electric energy metering device;
inputting the image of the electric energy metering device into a pre-constructed target detection model, and predicting positioning data of a plurality of connecting pieces in the image of the electric energy metering device and positioning data of a metering loop;
Determining the connection state of each connecting piece according to the positioning data of the connecting pieces, and identifying whether the metering loop works normally according to the connection state to obtain a metering loop state identification result;
identifying whether the wiring mode of the metering loop is wrong according to the position data of the metering loop, and obtaining a wiring mode identification result;
and obtaining an error identification result corresponding to the image of the electric energy metering device according to the metering loop state identification result and the wiring mode identification result.
In one embodiment, determining the coupling state of each of the connecting tabs based on the positioning data of the plurality of connecting tabs includes:
ordering the positioning data of the plurality of connecting pieces according to the abscissa in the positioning data of the plurality of connecting pieces to obtain a connecting piece ordering result;
determining each connecting tab according to the connecting tab sorting result;
the connection state of each connecting piece is determined according to the positioning data of the connecting pieces.
In one embodiment, determining each of the connected tabs based on the tab ordering result includes:
determining the phase of each connecting sheet according to the connecting sheet sorting result and the preset quantity of each connecting sheet;
determining the connecting pieces with the difference value smaller than a preset threshold value among the horizontal coordinates of each connecting piece as current terminal connecting pieces of corresponding phases, and determining the connecting pieces except for the current terminal connecting pieces of each connecting piece as voltage terminal connecting pieces of corresponding phases;
And determining the upper end connecting sheet and the lower end connecting sheet of the current terminal of the corresponding phase according to the ordinate of the current terminal connecting sheet in each connecting sheet.
In one embodiment, identifying whether the metering circuit is operating properly based on the coupling condition includes:
comparing the connection state with a preset connection sheet connection state to obtain a comparison result;
and identifying whether the metering loop works normally or not according to the comparison result.
In one embodiment, identifying whether the wiring mode of the metering loop is faulty according to the position data of the metering loop includes:
intercepting a wire image in an electric energy metering device image according to the position data of the metering loop;
respectively carrying out binarization processing on the wire images according to a preset wire color threshold value to obtain coordinates of the multiphase wires;
sequencing the coordinates of the multiphase wires to obtain a wire color sequencing result;
and comparing the wire color sequencing result with a preset wire color sequencing combination, and identifying whether the wiring mode of the metering loop is wrong.
In one embodiment, the preset wire color threshold comprises a preset multi-phase wire color threshold; respectively carrying out binarization processing on the wire images according to preset wire color thresholds, and obtaining coordinates of the multiphase wires comprises the following steps:
Performing binarization processing on the wire image according to a preset color threshold value of each phase of wire to obtain the outline of each phase of wire;
and determining the coordinates of the corresponding phase conductors according to the outlines of the phase conductors, and obtaining the coordinates of the multiphase conductors.
In a second aspect, the application also provides an error identification device of the electric energy metering device. The device comprises:
the image acquisition module is used for acquiring an image of the electric energy metering device;
the positioning module is used for inputting the image of the electric energy metering device into a pre-constructed target detection model, and predicting positioning data of a plurality of connecting pieces in the image of the electric energy metering device and positioning data of a metering loop;
the state identification module is used for determining the connection state of each connecting piece according to the positioning data of the plurality of connecting pieces, and identifying whether the metering loop works normally or not according to the connection state to obtain a metering loop state identification result;
the wiring mode identification module is used for identifying whether the wiring mode of the metering loop is wrong according to the position data of the metering loop, and obtaining a wiring mode identification result;
and the result determining module is used for obtaining an error identification result corresponding to the electric energy metering device image according to the metering loop state identification result and the wiring mode identification result.
In a third aspect, the present application also provides a computer device. The computer device comprises a memory storing a computer program and a processor which when executing the computer program performs the steps of:
acquiring an image of an electric energy metering device;
inputting the image of the electric energy metering device into a pre-constructed target detection model, and predicting positioning data of a plurality of connecting pieces in the image of the electric energy metering device and positioning data of a metering loop;
determining the connection state of each connecting piece according to the positioning data of the connecting pieces, and identifying whether the metering loop works normally according to the connection state to obtain a metering loop state identification result;
identifying whether the wiring mode of the metering loop is wrong according to the position data of the metering loop, and obtaining a wiring mode identification result;
and obtaining an error identification result corresponding to the image of the electric energy metering device according to the metering loop state identification result and the wiring mode identification result.
In a fourth aspect, the present application also provides a computer-readable storage medium. The computer readable storage medium having stored thereon a computer program which when executed by a processor performs the steps of:
Acquiring an image of an electric energy metering device;
inputting the image of the electric energy metering device into a pre-constructed target detection model, and predicting positioning data of a plurality of connecting pieces in the image of the electric energy metering device and positioning data of a metering loop;
determining the connection state of each connecting piece according to the positioning data of the connecting pieces, and identifying whether the metering loop works normally according to the connection state to obtain a metering loop state identification result;
identifying whether the wiring mode of the metering loop is wrong according to the position data of the metering loop, and obtaining a wiring mode identification result;
and obtaining an error identification result corresponding to the image of the electric energy metering device according to the metering loop state identification result and the wiring mode identification result.
According to the error identification method, the device, the computer equipment and the storage medium of the electric energy metering device, after the electric energy metering device image is acquired, the positioning data of a plurality of connecting pieces in the electric energy metering device image and the positioning data of the metering circuit are predicted through the pre-built target detection model, then the connection state of each connecting piece is determined according to the positioning data of the connecting pieces, whether the metering circuit works normally is identified according to the connection state, the metering circuit state identification result is obtained, whether the wiring mode of the metering circuit is wrong is identified according to the position data of the metering circuit, the wiring mode identification result is obtained, and further the error identification result corresponding to the electric energy metering device image is obtained according to the metering circuit state identification result and the wiring mode identification result. The target detection model can accurately and rapidly position the connecting sheet and the metering loop, greatly reduces the cost of manpower and material resources, avoids the problems of missing detection and false detection caused by manual verification, and improves the false recognition efficiency and accuracy of the electric energy metering device.
Drawings
FIG. 1 is a flow chart of a method for error identification of an electrical energy metering device according to one embodiment;
FIG. 2 is a schematic diagram of an output positioning result image after an object detection model locates an image of an electric energy metering device according to an embodiment;
FIG. 3 is a flow chart of the steps for determining the coupling status of each of the connected tabs based on the positioning data of the plurality of connected tabs in one embodiment;
FIG. 4 is a schematic diagram of a metering circuit in an image of an electrical energy metering device in one embodiment;
FIG. 5 (a) is a schematic diagram of a wire image in one embodiment;
FIG. 5 (b) is a schematic diagram of a binarized image obtained by performing binarization processing on the wire image according to a preset wire color threshold value in an embodiment;
FIG. 6 is a block diagram of an error identification device of an electrical energy metering device in one embodiment;
fig. 7 is an internal structural diagram of a computer device in one embodiment.
Detailed Description
The present application will be described in further detail with reference to the drawings and examples, in order to make the objects, technical solutions and advantages of the present application more apparent. It should be understood that the specific embodiments described herein are for purposes of illustration only and are not intended to limit the scope of the application.
In one embodiment, as shown in fig. 1, a method for identifying errors of an electric energy metering device is provided, and this embodiment is applied to a terminal for illustration by using the method, it is understood that the method may also be applied to a server, and may also be applied to a system including the terminal and the server, and implemented through interaction between the terminal and the server. In this embodiment, the method includes the steps of:
and 102, acquiring an image of the electric energy metering device.
The electric energy metering device image refers to a finished image of the electric energy metering device which needs to be subjected to error recognition. The electric energy metering device is a metering device for measuring and recording the generated energy, the supplied (mutual supplied) electric energy, the plant electric energy, the line loss electric energy and the user electric energy. The electric energy metering device comprises an electric energy meter, a metering transformer (comprising a voltage transformer and a current transformer) and a secondary connecting wire (simply referred to as a wire).
The accuracy of the electric energy metering device can have a great influence on trade settlement of electric power and assessment of economic indexes of electric power production technology, so that error identification is needed after the electric energy metering device is finished. The error identification of the electrical energy metering device may include identifying whether the metering circuit is operating properly or not and whether the metering circuit is wired properly.
Specifically, the user can shoot the finished image of the electric energy metering device, upload the shot image of the electric energy metering device to the terminal through the user side, and perform error identification on the image of the electric energy metering device through the terminal. The image of the electric energy metering device meets the image specification requirement, and is favorable for improving the error recognition accuracy of the electric energy metering device. For example, the electrical energy metering device may be a three-phase four-wire metering device. The three-phase four-wire can comprise an A-phase live wire, a B-phase live wire, a C-phase live wire and an N-phase zero wire.
And 104, inputting the image of the electric energy metering device into a pre-constructed target detection model, and predicting positioning data of a plurality of connecting pieces in the image of the electric energy metering device and positioning data of a metering loop.
The target detection model is used for positioning a metering loop in an image of the electric energy metering device and a connecting sheet on the metering loop.
The terminal stores a pre-constructed target detection model. The target detection model is obtained through training a large number of marked sample images. For example, the object detection model may be a yolo-v4 (you only look once-version four version of single-stage object detection) model. After acquiring the image of the electric energy metering device, the terminal calls a pre-built target detection model, inputs the image of the electric energy metering device into the target detection model, positions a plurality of connecting pieces and metering loops in the image of the electric energy metering device through the target detection model, and outputs a positioning result image. The positioning result image comprises positioning data of a plurality of connecting pieces and positioning data of a metering loop. The positioning data of the connection piece may include state data of the connection piece and position data of the connection piece. The state data of the connection sheet refers to the state of the single connection sheet, including normal connection and disconnection. The positioning data of the metering circuit may comprise position data of the metering circuit.
After the target detection model locates the electric energy metering device image, the output locating result image is shown in fig. 2, wherein a large rectangular frame 'jilianghuiu' represents locating data of the metering loop, a small rectangular frame represents the connecting sheet, on 'represents the state data of the connecting sheet as normal connection, off' represents the state data of the connecting sheet as disconnection.
And 106, determining the connection state of each connecting piece according to the positioning data of the connecting pieces, and identifying whether the metering loop works normally according to the connection state to obtain a metering loop state identification result.
The connection state of each connecting sheet refers to the state of each phase-shaping connecting sheet, and each phase-shaping sheet can comprise three connecting sheets.
The terminal may first determine each of the plurality of connection pads based on the position data of the plurality of connection pads. Each of the connecting tabs may include an a connecting tab, a B connecting tab, a C connecting tab, and an N connecting tab. And determining the connection state of each connecting sheet according to the state data of the connecting sheets.
The multiphase connection piece and the line can form a complete metering circuit. And the terminal identifies whether the metering loop works normally according to the connection state of the multiphase connecting sheet, and a metering loop state identification result is obtained. The metering loop status recognition result may include that the metering loop is functioning properly and that the metering loop is in error. Only when the voltage terminal connecting piece in each phase-shaping connecting piece is normally connected, the current upper end connecting piece is normally connected and the current lower end connecting piece is disconnected, the metering loop is in a normal working state, the metering of the electric energy metering device is correct, otherwise, the metering loop is in an error state. When the metering loop state is wrong, a metering loop state identification result is generated according to the positioning data of the wrong connecting sheet. The situation that the metering loop state is wrong can include that the metering loop is in a voltage open circuit and a current short circuit state at the same time, the metering loop is in a current short circuit state, and the metering loop is in a voltage open circuit.
Further, when an error occurs in the metering loop state, the metering loop state identification result may further include error description data corresponding to the wrong connection piece.
Specifically, when the voltage terminal connection piece is normally connected, the current terminal upper end connection piece is disconnected, and the current terminal lower end connection piece is disconnected, the error description data can include that the metering loop is open-circuited at the disconnection position of the current terminal upper end connection piece, so that the metering loop cannot be correctly metered, and the current is open-circuited.
When the voltage terminal connecting piece is disconnected, the current terminal upper end connecting piece is disconnected and the current terminal lower end connecting piece is normally connected, the error description data can comprise that a voltage loop in a metering loop is opened at the disconnection of the voltage terminal connecting piece, a current loop is short-circuited at the disconnection of the current terminal lower end connecting piece, the upper end of the combined wiring terminal box is in voltage loss and current loss, accurate metering cannot be realized, and the metering loop is in a voltage open circuit state and a current short circuit state.
When the voltage terminal connecting sheet is disconnected, the upper end connecting sheet of the current terminal is normally connected and the lower end connecting sheet is disconnected, the error description data can comprise that the voltage loop in the metering loop is opened at the disconnection position of the voltage terminal connecting sheet, the upper end of the combined wiring terminal box is out of voltage, the accurate metering cannot be carried out, and the current of the metering loop is short-circuited.
When the voltage terminal connecting piece is normally connected, the connecting piece at the upper end of the current terminal is disconnected or normally connected, and the connecting piece at the lower end of the current terminal is normally connected, the error description data can comprise that the current loop is short-circuited at the disconnection part of the connecting piece at the lower end of the current terminal, the upper end of the combined wiring terminal box is in no-flow, the correct metering cannot be carried out, and the voltage of the metering loop is open.
By generating the error description information, a worker can quickly correct the position of the connecting sheet of the electric energy metering device according to the error description information, so that the electric energy metering device can accurately meter.
And step 108, identifying whether the wiring mode of the metering loop is wrong according to the position data of the metering loop, and obtaining a wiring mode identification result.
The terminal can intercept a wire image in the electric energy metering device image according to the position data of the metering loop obtained by positioning, and identify the wire color in the wire image. And comparing the wire color with a preset wire color to obtain a wire color comparison result. And determining whether the wiring mode of the metering loop is wrong according to the wire color comparison result, and obtaining a wiring mode identification result. The wiring mode identification result comprises that the wiring mode is correct and the wiring mode is incorrect. When the color comparison of the wires is consistent, the correct wiring mode of the metering loop is indicated. When the color comparison of the wires is inconsistent, the wiring mode of the metering loop is wrong.
And 110, obtaining an error identification result corresponding to the image of the electric energy metering device according to the metering loop state identification result and the wiring mode identification result.
And taking the obtained metering loop state identification result and the wiring mode identification result as final error identification results.
Further, the error identification result is sent to the user side, and the error of the electric energy metering device is corrected by a verifier at the user side so as to obtain the electric energy metering device capable of metering correctly.
In the error recognition method of the electric energy metering device, after the electric energy metering device image is obtained, the positioning data of a plurality of connecting pieces in the electric energy metering device image and the positioning data of the metering circuit are predicted through the pre-built target detection model, then the connection state of each connecting piece is determined according to the positioning data of the plurality of connecting pieces, whether the metering circuit works normally is recognized according to the connection state, the metering circuit state recognition result is obtained, whether the wiring mode of the metering circuit is wrong is recognized according to the position data of the metering circuit, the wiring mode recognition result is obtained, and the error recognition result corresponding to the electric energy metering device image is obtained according to the metering circuit state recognition result and the wiring mode recognition result. The target detection model can accurately and rapidly position the connecting sheet and the metering loop, greatly reduces the cost of manpower and material resources, avoids the problems of missing detection and false detection caused by manual verification, and improves the false recognition efficiency and accuracy of the electric energy metering device.
In one embodiment, the pre-constructed target detection model is trained prior to acquiring the electrical energy metering device. The terminal may train the target detection model based on a dark learning framework. Specifically, an electric energy metering device sample image is obtained, VOC format labeling is carried out on the electric energy metering device sample image, and a labeled sample image is obtained. The labeling category can comprise three categories of connecting piece-dividing, connecting piece-closing and metering loop, wherein the connecting piece-dividing represents that the connecting piece is in a disconnected connection state, and the connecting piece-closing represents that the connecting piece is in a normal connection state. And inputting the marked sample image into a target detection model to be trained for operation, and obtaining a position loss value. For example, the object detection model to be trained may be a yolo-v4 model. The location loss value may be CIOU (Complete-IoU). Training the target detection model to be trained according to the position loss value until the training stopping condition is met, and obtaining a pre-constructed target detection model. Wherein the training stop condition may include that the position loss value no longer drops or that the number of iterations reaches a threshold.
In the embodiment, the connecting sheet and the metering loop in the image of the electric energy metering device can be accurately positioned by training the existing mature yolo-v4 model based on dark net and used for target detection.
In one embodiment, as shown in fig. 3, determining the coupling state of each of the connecting tabs based on the positioning data of the plurality of connecting tabs includes:
step 302, sorting the positioning data of the plurality of connecting pieces according to the abscissa in the positioning data of the plurality of connecting pieces, so as to obtain a connecting piece sorting result.
Step 304, determining each connecting tab according to the connecting tab sorting result.
Step 306, determining the connection state of each connecting piece according to the positioning data of the connecting pieces.
The positioning data of the connection piece may include state data of the connection piece and position data of the connection piece. The state data of the connection sheet refers to the state of the single connection sheet, including normal connection and disconnection. The position data of the connecting sheet refers to the position frame of the connecting sheet. The positioning data of the metering circuit may comprise position data of the metering circuit, the position data of the metering circuit referring to a position frame of the metering circuit.
The position frame of the connecting piece can comprise position coordinates of the connecting piece, wherein the position coordinates comprise an abscissa. And ordering the abscissas of the plurality of connecting pieces according to the order from small to large, obtaining positioning data of the ordered connecting pieces according to the ordered abscissas, and determining the positioning data of the ordered connecting pieces as a connecting piece ordering result. And then, according to the preset number of each connecting piece and the position coordinates of each connecting piece, determining which phase each connecting piece belongs to and whether the connecting piece is a current terminal connecting piece or a voltage terminal connecting piece, thereby obtaining each connecting piece. Each of the connection tabs may include a phase a voltage terminal tab, a current terminal upper end tab and a current terminal lower end tab, a phase B voltage terminal tab, a current terminal upper end tab and a current terminal lower end tab, a phase C voltage terminal tab, a current terminal upper end tab and a current terminal lower end tab, and a phase N voltage terminal tab. And determining the connection state of each connecting sheet according to the state data of the connecting sheets. For example, the connection state of a certain connection tab may be that the voltage terminal connection tab is normally connected, the current terminal upper connection tab is normally connected, and the current terminal lower connection tab is disconnected.
Alternatively, the position frame of the connecting piece may be expressed as:
wherein,,class_idindicating the type of the connection piece (two types, connection piece state-normal connection and connection piece state-disconnection),leftrepresenting the abscissa of the upper left corner of the connecting piece,toprepresenting the ordinate of the upper left corner of the connecting piece,rightthe abscissa representing the lower right corner of the connecting piece,bottomrepresenting the ordinate of the lower right corner of the connecting piece,scoreindicating the confidence in the type of the tab. The terminal can sort the positioning data of the connecting pieces according to the abscissa in the positioning data of the connecting pieces, so as to obtain a connecting piece sorting result. The abscissa may be the abscissa from which the upper left corner or the upper right corner is selected uniformly.
In this embodiment, the positioning data of the plurality of connection pieces are ordered according to the abscissa in the positioning data of the plurality of connection pieces, so as to obtain a connection piece ordering result, thereby determining each connection piece according to the connection piece ordering result, and further determining the connection state of each connection piece according to the positioning data of the plurality of connection pieces, so that the connection state of each connection piece can be determined simply, quickly and accurately.
In an alternative manner of this embodiment, determining each connecting tab according to the tab ordering result includes: determining the phase of each connecting sheet according to the connecting sheet sorting result and the preset quantity of each connecting sheet; determining the connecting pieces with the difference value smaller than a preset threshold value among the horizontal coordinates of each connecting piece as current terminal connecting pieces of corresponding phases, and determining the connecting pieces except for the current terminal connecting pieces of each connecting piece as voltage terminal connecting pieces of corresponding phases; and determining the upper end connecting sheet and the lower end connecting sheet of the current terminal of the corresponding phase according to the ordinate of the current terminal connecting sheet in each connecting sheet.
The number of the preset connecting pieces can be that the phase A, the phase B and the phase C respectively comprise three connecting pieces, and the phase N comprises one connecting piece. And sequentially determining the phases of the connecting sheets in the connecting sheet sequencing result according to the sequence of the phase A, the phase B, the phase C and the phase N according to the preset quantity of the connecting sheets. Specifically, the 1 st to 3 rd connection pieces in the connection piece sorting result are determined as A connection pieces, the 4 th to 6 th connection pieces are determined as B connection pieces, the 7 th to 9 th connection pieces are determined as C connection pieces, and the 10 th connection piece is determined as N connection pieces.
And determining the connecting pieces with the difference value smaller than a preset threshold value among the horizontal coordinates of the connecting pieces as corresponding current terminal connecting pieces, wherein the rest connecting pieces in the connecting pieces are voltage terminal connecting pieces. For example, the preset threshold may be 10. The current terminal connection pieces of the same phase are distinguished from each other up and down through the ordinate, the current terminal connection piece with the smaller ordinate is determined as the upper end connection piece of the current terminal, and the other current terminal connection piece is determined as the lower end connection piece of the current terminal.
Further, the terminal may sort the connection pieces in the order of the voltage terminal connection piece, the current terminal upper end connection piece, and the current terminal lower end connection piece of the a phase, the voltage terminal connection piece, the current terminal upper end connection piece, and the current terminal lower end connection piece of the B phase, the voltage terminal connection piece, the current terminal upper end connection piece, and the current terminal lower end connection piece of the C phase, and the N phase voltage terminal connection piece in the process of determining each connection piece. For example, after determining the phase to which each connecting piece belongs, comparing the ordinate of the 2 nd connecting piece with the ordinate of the 3 rd connecting piece, wherein the connecting piece with the smaller ordinate is placed at the 2 nd connecting piece, continuously comparing the ordinate of the 5 th connecting piece with the ordinate of the 6 th connecting piece, placing the connecting piece with the smaller ordinate at the 5 positions, and so on, so as to obtain the final permutation and combination of each connecting piece.
For example, the metering circuit in the image of the electric energy metering device may be as shown in fig. 4, where the metering circuit includes four phase connection pieces of a phase, B phase, C phase and N phase, each of the dashed boxes includes one phase-aligned connection piece, each of the phase a, B phase and C phase includes a voltage terminal connection piece, a current terminal upper end connection piece and a current terminal lower end connection piece, and positions of connection pieces of the same type in the phase a, B phase and C phase are the same. The N phase includes a voltage terminal connection pad.
In one embodiment, identifying whether the metering circuit is operating properly based on the coupling condition includes: comparing the connection state with a preset connection sheet connection state to obtain a comparison result; and identifying whether the metering loop works normally or not according to the comparison result.
The preset connection state of the connection sheets refers to the connection state of each connection sheet on the metering circuit which works normally.
After the terminal obtains the connection state of each connection tab, the connection state of each connection tab is compared with the connection state of the corresponding connection tab in the preset connection tab connection state, and when the comparison is consistent, the metering circuit is indicated to work normally. When the comparison is inconsistent, the metering loop cannot work normally, and the state of the metering loop is wrong.
For example, a schematic diagram of the metering circuit in normal operation may be as shown in fig. 4 above, wherein the voltage terminal connection pieces in the connection pieces of A, B, C, N four phases are all normally connected, the current upper end connection pieces are all normally connected, and the current lower end connection pieces are all disconnected.
In the embodiment, the connection state is compared with the preset connection sheet connection state, so that whether the metering loop works normally or not is identified, and the metering loop state can be accurately and rapidly judged.
In one embodiment, identifying whether the wiring mode of the metering circuit is faulty according to the position data of the metering circuit includes: intercepting a wire image in an electric energy metering device image according to the position data of the metering loop; respectively carrying out binarization processing on the wire images according to a preset wire color threshold value to obtain coordinates of the multiphase wires; sequencing the coordinates of the multiphase wires to obtain a wire color sequencing result; and comparing the wire color sequencing result with a preset wire color sequencing combination, and identifying whether the wiring mode of the metering loop is wrong.
The wire image refers to an image of a local area of all wires in the electric energy metering device. The preset wire color threshold value refers to a specific color threshold value set according to each phase wire color.
Specifically, the position data of the measuring circuit refers to a position frame of the measuring circuit, and the position frame includes coordinates of the measuring circuit. For example, the position box of the metering circuit may be expressed as:
wherein,,class_id'the metering loop is shown as such,left'the abscissa representing the upper left corner of the metering circuit,top'representing the ordinate of the upper left corner of the metering circuit,right'the abscissa representing the lower right hand corner of the metering circuit,bottom'indicating the ordinate of the lower right hand corner of the metering circuit,score'indicating the confidence in the type of metering loop. The terminal may intercept the wire image in the power metering device image according to the coordinates of the metering circuit.
And the corresponding phase conductor coordinates are obtained by calculating the outline of each phase conductor according to the color of each phase conductor and the outline of each phase conductor. For example, the color threshold of the a-phase wire is yellow, the color threshold of the B-phase wire is green, the color threshold of the C-phase wire is red, and the color threshold of the N-phase wire is black.
After the coordinates of the A, B, C, N four-phase wires are obtained, the wire color sorting result is obtained by sorting the coordinates of the A, B, C, N four-phase wires. The terminal stores a preset wire color sorting combination. For example, the number of the cells to be processed, the preset wire color ordering combinations are yellow, green red, red and black. Yellow represents the a-phase conductor, green represents the B-phase conductor, red represents the C-phase conductor, and black represents the N-phase conductor. And comparing the wire color sequencing result with a preset wire color sequencing combination, and if the wire colors are consistent in comparison, determining that the wiring mode of the metering loop is correct. If the color comparison of the wires is inconsistent, the wiring mode of the metering loop is wrong.
Illustratively, the truncated wire image may be as shown in fig. 5 (a), in which the 1 st to 3 rd wires are a-phase wires, the 4 th to 6 th wires are B-phase wires, the 7 th to 9 th wires are C-phase wires, and the 10 th wire is an N-phase wire. The binarization processing is performed on the wire images according to the preset wire color threshold value, and the obtained binarization images can be shown in fig. 5 (B), wherein the yellow binarization image is the binarization image of the A-phase wire, the green binarization image is the binarization image of the B-phase wire, the red binarization image is the binarization image of the C-phase wire, and the black binarization image is the binarization image of the N-phase wire.
Further, before the binarization processing is performed on the wire images according to the preset wire color threshold values, the method further includes: performing color gamut conversion on the wire image to obtain a converted image, and performing binarization processing on the converted image according to a preset wire color threshold value. For example, an opencv (open source computer vision library) may be used to convert a wire image from RGB color space to HSV space. The HSV image is obtained by performing color gamut conversion on the lead image so as to better perceive the color of the image, and the HSV component is utilized to extract the interested region from the image, so that the color recognition accuracy is improved.
In this embodiment, the wire image is intercepted in the image of the electric energy metering device according to the position data of the metering loop, and binarization processing is performed on the wire image according to the preset wire color threshold value, so as to obtain the coordinates of the multiphase wires, and the wire color and the wire coordinates can be accurately and rapidly identified. And the coordinates of the multiphase wires are sequenced, and the wire color sequencing result is compared with a preset wire color sequencing combination to identify whether the wiring mode of the metering loop is wrong. The checking efficiency and accuracy of the metering loop wiring mode are improved.
In an alternative manner of this embodiment, the preset wire color threshold includes a preset multi-phase wire color threshold; respectively carrying out binarization processing on the wire images according to preset wire color thresholds, and obtaining coordinates of the multiphase wires comprises the following steps: performing binarization processing on the wire image according to a preset color threshold value of each phase of wire to obtain the outline of each phase of wire; and determining the coordinates of the corresponding phase conductors according to the outlines of the phase conductors, and obtaining the coordinates of the multiphase conductors.
Performing binarization processing on the wire image according to a preset color threshold value of each phase wire to obtain the outline of each phase wire, obtaining the outline center point coordinate by obtaining the minimum circumscribed rectangle of the outline of each phase wire, and determining the outline center point coordinate as the coordinate of the wire with the corresponding color. Since the wire image includes A, B, C, N four-phase wires, the wire image needs to be subjected to image binarization with four different thresholds, so that the coordinates of the A, B, C, N four-phase wires can be obtained.
In this embodiment, the outline of each phase of wire can be obtained quickly by performing binarization processing on the wire image, and the coordinates of each phase of wire can be obtained accurately according to the outline of each phase of wire.
In another embodiment, a method of error identification for an electrical energy metering device is provided, the method comprising the steps of:
and acquiring an image of the electric energy metering device.
And inputting the image of the electric energy metering device into a pre-constructed target detection model, and predicting positioning data of a plurality of connecting pieces in the image of the electric energy metering device and positioning data of a metering loop.
And ordering the positioning data of the plurality of connecting pieces according to the abscissa in the positioning data of the plurality of connecting pieces to obtain a connecting piece ordering result.
Determining each connecting tab according to the connecting tab ordering result, including: determining the phase of each connecting sheet according to the connecting sheet sorting result and the preset quantity of each connecting sheet; determining the connecting pieces with the difference value smaller than a preset threshold value among the horizontal coordinates of each connecting piece as current terminal connecting pieces of corresponding phases, and determining the connecting pieces except for the current terminal connecting pieces of each connecting piece as voltage terminal connecting pieces of corresponding phases; and determining the upper end connecting sheet and the lower end connecting sheet of the current terminal of the corresponding phase according to the ordinate of the current terminal connecting sheet in each connecting sheet.
The connection state of each connecting piece is determined according to the positioning data of the connecting pieces.
And comparing the connection state with a preset connection sheet connection state to obtain a comparison result.
And identifying whether the metering loop works normally or not according to the comparison result, and obtaining a metering loop state identification result.
And intercepting a wire image in the image of the electric energy metering device according to the position data of the metering loop.
And carrying out binarization processing on the wire image according to a preset color threshold value of each phase of wire to obtain the outline of each phase of wire.
And determining the coordinates of the corresponding phase conductors according to the outlines of the phase conductors, and obtaining the coordinates of the multiphase conductors.
And sequencing the coordinates of the multiphase wires to obtain a wire color sequencing result.
And comparing the wire color sequencing result with a preset wire color sequencing combination, and identifying whether the wiring mode of the metering loop is wrong or not to obtain a wiring mode identification result.
And obtaining an error identification result corresponding to the image of the electric energy metering device according to the metering loop state identification result and the wiring mode identification result.
In this embodiment, positioning data of a plurality of connection pieces in an image of an electric energy metering device and positioning data of a metering circuit are predicted through a pre-built target detection model, then connection states of the connection pieces are determined according to the positioning data of the connection pieces, whether the metering circuit works normally is identified according to the connection states, a metering circuit state identification result is obtained, whether a wiring mode of the metering circuit is wrong is identified according to position data of the metering circuit, a wiring mode identification result is obtained, and then an error identification result corresponding to the image of the electric energy metering device is obtained according to the metering circuit state identification result and the wiring mode identification result. The target detection model can accurately and rapidly position the connecting sheet and the metering loop, greatly reduces the cost of manpower and material resources, avoids the problems of missing detection and false detection caused by manual verification, and improves the false recognition efficiency and accuracy of the electric energy metering device.
It should be understood that, although the steps in the flowcharts related to the embodiments described above are sequentially shown as indicated by arrows, these steps are not necessarily sequentially performed in the order indicated by the arrows. The steps are not strictly limited to the order of execution unless explicitly recited herein, and the steps may be executed in other orders. Moreover, at least some of the steps in the flowcharts described in the above embodiments may include a plurality of steps or a plurality of stages, which are not necessarily performed at the same time, but may be performed at different times, and the order of the steps or stages is not necessarily performed sequentially, but may be performed alternately or alternately with at least some of the other steps or stages.
Based on the same inventive concept, the embodiment of the application also provides an error recognition device of the electric energy metering device for realizing the error recognition method of the electric energy metering device. The implementation of the solution provided by the device is similar to the implementation described in the above method, so the specific limitation in the embodiments of the error recognition device of one or more electric energy metering devices provided below may be referred to the limitation of the error recognition method of the electric energy metering device hereinabove, and will not be repeated herein.
In one embodiment, as shown in fig. 6, there is provided an error recognition apparatus of an electric energy metering apparatus, comprising: an image acquisition module 602, a positioning module 604, and a status identification module 606, a wiring mode identification module 608, and a result determination module 610, wherein:
the image acquisition module 602 is configured to acquire an image of the electric energy metering device.
The positioning module 604 is configured to input the image of the electric energy metering device into a pre-constructed target detection model, and predict positioning data of a plurality of connection pieces in the image of the electric energy metering device, and positioning data of a metering loop.
The state identifying module 606 is configured to determine a connection state of each connection piece according to the positioning data of the plurality of connection pieces, and identify whether the metering loop works normally according to the connection state, so as to obtain a metering loop state identifying result.
And the connection mode identification module 608 is configured to identify whether the connection mode of the metering loop is wrong according to the position data of the metering loop, and obtain a connection mode identification result.
The result determining module 610 is configured to obtain an error recognition result corresponding to the image of the electric energy metering device according to the metering loop status recognition result and the connection mode recognition result.
In one embodiment, the state identification module 606 is further configured to sort the positioning data of the plurality of connection pieces according to the abscissa in the positioning data of the plurality of connection pieces, to obtain a connection piece sorting result; determining each connecting tab according to the connecting tab sorting result; the connection state of each connecting piece is determined according to the positioning data of the connecting pieces.
In one embodiment, the state identification module 606 is further configured to determine a phase to which each connecting piece belongs according to the connection piece sorting result and a preset number of each connecting piece; determining the connecting pieces with the difference value smaller than a preset threshold value among the horizontal coordinates of each connecting piece as current terminal connecting pieces of corresponding phases, and determining the connecting pieces except for the current terminal connecting pieces of each connecting piece as voltage terminal connecting pieces of corresponding phases; and determining the upper end connecting sheet and the lower end connecting sheet of the current terminal of the corresponding phase according to the ordinate of the current terminal connecting sheet in each connecting sheet.
In one embodiment, the state identification module 606 is further configured to compare the connection state with a preset connection state of the connection piece, so as to obtain a comparison result; and identifying whether the metering loop works normally or not according to the comparison result.
In one embodiment, the wiring pattern recognition module 608 is further configured to intercept a wire pattern image in the power metering device image according to the position data of the metering circuit; respectively carrying out binarization processing on the wire images according to a preset wire color threshold value to obtain coordinates of the multiphase wires; sequencing the coordinates of the multiphase wires to obtain a wire color sequencing result; and comparing the wire color sequencing result with a preset wire color sequencing combination, and identifying whether the wiring mode of the metering loop is wrong.
In one embodiment, the preset wire color threshold comprises a preset multi-phase wire color threshold; the wiring mode identification module 608 is further configured to perform binarization processing on the wire image according to a preset color threshold value of each phase wire, so as to obtain a profile of each phase wire; and determining the coordinates of the corresponding phase conductors according to the outlines of the phase conductors, and obtaining the coordinates of the multiphase conductors.
The modules in the error recognition device of the electric energy metering device can be all or partially realized by software, hardware and a combination thereof. The above modules may be embedded in hardware or may be independent of a processor in the computer device, or may be stored in software in a memory in the computer device, so that the processor may call and execute operations corresponding to the above modules.
In one embodiment, a computer device is provided, which may be a terminal, and the internal structure of which may be as shown in fig. 7. The computer device includes a processor, a memory, an input/output interface, a communication interface, a display unit, and an input means. The processor, the memory and the input/output interface are connected through a system bus, and the communication interface, the display unit and the input device are connected to the system bus through the input/output interface. Wherein the processor of the computer device is configured to provide computing and control capabilities. The memory of the computer device includes a non-volatile storage medium and an internal memory. The non-volatile storage medium stores an operating system and a computer program. The internal memory provides an environment for the operation of the operating system and computer programs in the non-volatile storage media. The input/output interface of the computer device is used to exchange information between the processor and the external device. The communication interface of the computer device is used for carrying out wired or wireless communication with an external terminal, and the wireless mode can be realized through WIFI, a mobile cellular network, NFC (near field communication) or other technologies. The computer program is executed by a processor to implement a method of error identification for an electrical energy metering device. The display unit of the computer device is used for forming a visual picture, and can be a display screen, a projection device or a virtual reality imaging device. The display screen can be a liquid crystal display screen or an electronic ink display screen, and the input device of the computer equipment can be a touch layer covered on the display screen, can also be a key, a track ball or a touch pad arranged on the shell of the computer equipment, and can also be an external keyboard, a touch pad or a mouse and the like.
It will be appreciated by those skilled in the art that the structure shown in FIG. 7 is merely a block diagram of some of the structures associated with the present inventive arrangements and is not limiting of the computer device to which the present inventive arrangements may be applied, and that a particular computer device may include more or fewer components than shown, or may combine some of the components, or have a different arrangement of components.
In one embodiment, a computer device is provided, comprising a memory and a processor, the memory having stored therein a computer program, the processor implementing the steps of the method embodiments described above when the computer program is executed.
In one embodiment, a computer-readable storage medium is provided, on which a computer program is stored which, when executed by a processor, implements the steps of the method embodiments described above.
Those skilled in the art will appreciate that implementing all or part of the above described methods may be accomplished by way of a computer program stored on a non-transitory computer readable storage medium, which when executed, may comprise the steps of the embodiments of the methods described above. Any reference to memory, database, or other medium used in embodiments provided herein may include at least one of non-volatile and volatile memory. The nonvolatile Memory may include Read-Only Memory (ROM), magnetic tape, floppy disk, flash Memory, optical Memory, high density embedded nonvolatile Memory, resistive random access Memory (ReRAM), magnetic random access Memory (Magnetoresistive Random Access Memory, MRAM), ferroelectric Memory (Ferroelectric Random Access Memory, FRAM), phase change Memory (Phase Change Memory, PCM), graphene Memory, and the like. Volatile memory can include random access memory (Random Access Memory, RAM) or external cache memory, and the like. By way of illustration, and not limitation, RAM can be in the form of a variety of forms, such as Static Random access memory (Static Random access memory AccessMemory, SRAM) or dynamic Random access memory (Dynamic Random Access Memory, DRAM), and the like. The databases referred to in the embodiments provided herein may include at least one of a relational database and a non-relational database. The non-relational database may include, but is not limited to, a blockchain-based distributed database, and the like. The processor referred to in the embodiments provided in the present application may be a general-purpose processor, a central processing unit, a graphics processor, a digital signal processor, a programmable logic unit, a data processing logic unit based on quantum computing, or the like, but is not limited thereto.
The technical features of the above embodiments may be arbitrarily combined, and all possible combinations of the technical features in the above embodiments are not described for brevity of description, however, as long as there is no contradiction between the combinations of the technical features, they should be considered as the scope of the description.
The foregoing examples illustrate only a few embodiments of the application and are described in detail herein without thereby limiting the scope of the application. It should be noted that it will be apparent to those skilled in the art that several variations and modifications can be made without departing from the spirit of the application, which are all within the scope of the application. Accordingly, the scope of the application should be assessed as that of the appended claims.

Claims (10)

1. A method of error identification for an electrical energy metering device, the method comprising:
acquiring an image of an electric energy metering device;
inputting the electric energy metering device image into a pre-constructed target detection model, and predicting positioning data of a plurality of connecting pieces in the electric energy metering device image and positioning data of a metering loop; the positioning data of the connecting pieces comprise state data and position data of the connecting pieces; the status data includes normal and uncoupled connections; the positioning data of the metering loop comprises position data of the metering loop;
Determining a coupling state of each of the connecting tabs based on the positioning data of the plurality of connecting tabs, comprising: according to the abscissa in the position data of the connecting pieces, ordering the positioning data of the connecting pieces to obtain a connecting piece ordering result; determining the phase of each connecting sheet according to the connecting sheet sorting result and the preset quantity of each connecting sheet; determining the connecting pieces with the difference value smaller than a preset threshold value among the horizontal coordinates of each connecting piece as current terminal connecting pieces of corresponding phases, and determining the connecting pieces except for the current terminal connecting pieces of each connecting piece as voltage terminal connecting pieces of corresponding phases; determining the upper end connecting sheet and the lower end connecting sheet of the current terminal of the corresponding phase according to the ordinate of the current terminal connecting sheet in each connecting sheet; determining the connection state of each connecting sheet according to the state data of the voltage terminal connecting sheet, the current terminal upper end connecting sheet and the current terminal lower end connecting sheet in each connecting sheet;
identifying whether the metering loop works normally according to the connection state to obtain a metering loop state identification result, wherein the method comprises the following steps: according to the connection state of the multiphase connection sheet, whether the metering loop corresponding to the multiphase connection sheet works normally or not is identified, and a metering loop state identification result is obtained;
Identifying whether the wiring mode of the metering loop is wrong according to the position data of the metering loop, and obtaining a wiring mode identification result;
and obtaining an error identification result corresponding to the electric energy metering device image according to the metering loop state identification result and the wiring mode identification result.
2. The method according to claim 1, wherein the identifying whether the metering circuit corresponding to the multiphase connection sheet works normally according to the connection state of the multiphase connection sheet comprises:
for each connecting sheet, when the voltage terminal connecting sheet in the connecting sheet is identified to be normally connected, the current upper end connecting sheet is normally connected and the current lower end connecting sheet is disconnected, determining that the metering loop corresponding to the multiphase connecting sheet is in a normal working state.
3. The method of claim 1, wherein the step of identifying whether the metering circuit corresponding to the multiphase connection piece works normally according to the connection state of the multiphase connection piece, and the step of obtaining the metering circuit state identification result includes:
when the error of the metering loop state corresponding to the multiphase connecting sheet is identified according to the connection state of the multiphase connecting sheet, a metering loop state identification result is generated according to the error description data corresponding to the wrong connecting sheet.
4. The method of claim 1, wherein said identifying whether the metering circuit is operating properly based on the coupling condition comprises:
comparing the connection state with a preset connection sheet connection state to obtain a comparison result;
and identifying whether the metering loop works normally or not according to the comparison result.
5. The method of claim 1, wherein the identifying whether the wiring of the metering circuit is faulty based on the position data of the metering circuit comprises:
intercepting a wire image in the electric energy metering device image according to the position data of the metering loop;
respectively carrying out binarization processing on the wire images according to a preset wire color threshold value to obtain coordinates of the multiphase wires;
sequencing the coordinates of the multiphase wires to obtain a wire color sequencing result;
and comparing the wire color sequencing result with a preset wire color sequencing combination, and identifying whether the wiring mode of the metering loop is wrong.
6. The method of claim 5, wherein the preset wire color threshold comprises a preset multi-phase wire color threshold; the binarization processing is respectively carried out on the wire images according to a preset wire color threshold value, and the obtaining of the coordinates of the multiphase wires comprises the following steps:
Performing binarization processing on the wire image according to a preset color threshold value of each phase of wire to obtain the outline of each phase of wire;
and determining the coordinates of the corresponding phase conductors according to the outlines of the phase conductors, and obtaining the coordinates of the multiphase conductors.
7. An error identification device for an electrical energy metering device, the device comprising:
the image acquisition module is used for acquiring an image of the electric energy metering device;
the positioning module is used for inputting the image of the electric energy metering device into a pre-constructed target detection model, and predicting positioning data of a plurality of connecting pieces in the image of the electric energy metering device and positioning data of a metering loop; the positioning data of the connecting pieces comprise state data and position data of the connecting pieces; the status data includes normal and uncoupled connections; the positioning data of the metering loop comprises position data of the metering loop;
the state identification module is used for determining the connection state of each connecting sheet according to the positioning data of a plurality of connecting sheets and comprises the following components: according to the abscissa in the position data of the connecting pieces, ordering the positioning data of the connecting pieces to obtain a connecting piece ordering result; determining the phase of each connecting sheet according to the connecting sheet sorting result and the preset quantity of each connecting sheet; determining the connecting pieces with the difference value smaller than a preset threshold value among the horizontal coordinates of each connecting piece as current terminal connecting pieces of corresponding phases, and determining the connecting pieces except for the current terminal connecting pieces of each connecting piece as voltage terminal connecting pieces of corresponding phases; determining the upper end connecting sheet and the lower end connecting sheet of the current terminal of the corresponding phase according to the ordinate of the current terminal connecting sheet in each connecting sheet; determining the connection state of each connecting sheet according to the state data of the voltage terminal connecting sheet, the current terminal upper end connecting sheet and the current terminal lower end connecting sheet in each connecting sheet; identifying whether the metering loop works normally according to the connection state to obtain a metering loop state identification result, wherein the method comprises the following steps: according to the connection state of the multiphase connection sheet, whether the metering loop corresponding to the multiphase connection sheet works normally or not is identified, and a metering loop state identification result is obtained;
The wiring mode identification module is used for identifying whether the wiring mode of the metering loop is wrong according to the position data of the metering loop, and obtaining a wiring mode identification result;
and the result determining module is used for obtaining an error identification result corresponding to the electric energy metering device image according to the metering loop state identification result and the wiring mode identification result.
8. The device of claim 7, wherein the state recognition module is further configured to compare the connection state with a preset connection piece connection state to obtain a comparison result; and identifying whether the metering loop works normally or not according to the comparison result.
9. A computer device comprising a memory and a processor, the memory storing a computer program, characterized in that the processor implements the steps of the method of any of claims 1 to 6 when the computer program is executed.
10. A computer readable storage medium, on which a computer program is stored, characterized in that the computer program, when being executed by a processor, implements the steps of the method of any of claims 1 to 6.
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