A method and device for intelligent auditing of electric power materials

Abstract

The present invention discloses a method and device for intelligently auditing electric power materials. When receiving an audit request for electric power materials, the method analyzes the electric power materials to obtain information about the electric power materials, wherein the information about the electric power materials includes the material type of the electric power materials and the data volume of the electric power materials; a corresponding material audit model is determined according to the material type of the electric power materials and the data volume of the electric power materials; the electric power materials, the material type of the electric power materials and the data volume of the electric power materials are input into the material audit model for analysis to obtain an audit result of the electric power materials, thereby improving the accuracy and efficiency of the audit of the electric power materials, thereby effectively controlling the electricity usage to prevent potential safety risks, such as electricity safety risks, thereby reducing accidents during use and ensuring the normal operation of the power system and the safety of personnel.

Description

Technical Field

[0001] The present invention relates to the technical field of power management and control, and in particular to a method and device for intelligently auditing power materials. Background Art

[0002] In recent years, with the advancement of science and technology and changes in the energy environment, power system construction has entered a new stage, and the application of new technologies such as smart grids, renewable energy, and energy Internet has gradually become the development direction.

[0003] While the rapid development of electricity has brought huge benefits to people's lives, economic development, social progress, and even national development, we should also collect and review materials such as electricity usage to prevent potential safety risks, such as electricity safety risks, thereby reducing accidents during use and ensuring the normal operation of the power system and the safety of personnel.

[0004] Currently, the most common method for reviewing power materials is to submit them to the corresponding departments through layers of procedures, where personnel from these departments manually review the received materials based on their knowledge and experience. However, practice has shown that even with the greatest experience, manual review of power materials suffers from low accuracy and efficiency due to human subjectivity and fatigue. Summary of the Invention

[0005] The present invention provides a method and device for intelligently auditing electric power materials, which can improve the accuracy and efficiency of auditing electric power materials.

[0006] In order to solve the above technical problems, the first aspect of the present invention discloses a method for intelligently auditing power materials, which is applied to a power management and control system, and includes:

[0007] When receiving a review request for electric power materials, analyzing the electric power materials to obtain information about the electric power materials, the information about the electric power materials including the material type of the electric power materials and the data volume of the electric power materials;

[0008] Determining a corresponding material review model according to the material type of the power material and the data volume of the power material;

[0009] The power material, the material type and the data volume of the power material are input into the material audit model for analysis to obtain the audit result of the power material.

[0010] As an optional embodiment, in the first aspect of the present invention, when the number of material types of the power material is greater than one, each material type has a corresponding data volume and a material audit model. The power material, the material type, and the data volume of the power material are input into the material audit model for analysis to obtain an audit result of the power material, including:

[0011] For any of the material types, the power material corresponding to the material type, the material type, and the data volume corresponding to the material type are input into the material audit model corresponding to the material type for analysis to obtain the power material audit result of the material type;

[0012] The audit results of the power materials of all the material types are input into the audit models corresponding to all the material types for analysis to obtain the audit results of the power materials.

[0013] As an optional embodiment, in the first aspect of the present invention, the method further comprises:

[0014] Determining weights corresponding to all material types of the analyzed power materials according to the determined type of the collection object and the location of the collection object, where the weights of all material types of the power materials are equal to 1;

[0015] Quantifying the power material audit results of each material type to obtain the audit quantification value of the power material audit results of each material type, and calculating the audit product value of the audit quantification value of each material type and its corresponding weight;

[0016] Establishing a correlation between the audit product value corresponding to each material type and the power material audit result of the material type;

[0017] The step of inputting the audit results of the power materials of all material types into the audit models corresponding to all material types for analysis to obtain the audit results of the power materials includes:

[0018] The power material audit result, the corresponding audit product value and the corresponding correlation relationship of each material type are input into the audit model corresponding to all material types for analysis to obtain the audit result of the power material.

[0019] As an optional embodiment, in the first aspect of the present invention, the material type includes at least two of a text type, an image type, and a voice type;

[0020] The method further comprises:

[0021] Determining the collection nodes of the electric power materials corresponding to all the material types, and judging whether there is an electric power material corresponding to the same collection node among all the electric power materials corresponding to the material types;

[0022] When the result of the judgment is yes, for the power materials corresponding to the same collection node, the power material audit results of all the material types are mutually verified in pairs to obtain verification results;

[0023] The step of inputting the audit results of the power materials of all material types into the audit models corresponding to all material types for analysis to obtain the audit results of the power materials includes:

[0024] The power material audit results of each material type, the corresponding audit product value and the corresponding correlation relationship and all the inspection results corresponding to all the material types are input into the audit model corresponding to all the material types for analysis to obtain the audit results of the power materials.

[0025] As an optional embodiment, in the first aspect of the present invention, the method further comprises:

[0026] Determining, based on the power material, information about a collection object for the power material, the information about the collection object including a type of the collection object and a geographical location of the collection object;

[0027] determining, based on the type of the collection object and the geographical location of the collection object, whether the analyzed material type of the power material and the amount of data corresponding to the material type meet predetermined analysis requirements for the power material;

[0028] When it is determined that the analysis requirements of the power material are met, the operation of inputting the power material, the material type and the data volume of the power material into the material audit model for analysis to obtain the audit result of the power material is triggered.

[0029] As an optional embodiment, in the first aspect of the present invention, determining, based on the type of the collection object and the geographical location of the collection object, whether the material type of the analyzed power material and the amount of data corresponding to the material type meet predetermined analysis requirements for the power material includes:

[0030] According to the type of the collection object, determining whether the analyzed material type of the power material includes all the analysis types required to correspond to the predetermined type of the collection object;

[0031] When the result of the determination is yes, determining whether the data volume of each material type of the power material is greater than or equal to a predetermined data volume of the corresponding analysis type according to the type of the collection object and the geographical location of the collection object;

[0032] When it is determined that the data volume is greater than or equal to the analysis type, the material type of the analyzed electric material and the data volume corresponding to the material type are determined to meet the predetermined analysis requirements of the electric material, and the analysis requirements of the electric material include all the analysis types and the data volume of each analysis type.

[0033] As an optional embodiment, in the first aspect of the present invention, the method further comprises:

[0034] When it is determined that the analysis requirements of the power material are not met, for any of the material types, determining, based on the type of the collection object and the geographical location of the collection object, an associated collection node associated with the collection node corresponding to the material type;

[0035] Obtaining an identifier of each of the associated collection nodes, and obtaining the power materials collected by all of the associated collection nodes based on the identifiers of all of the associated collection nodes;

[0036] screening target power materials related to the collection object from the power materials collected by all the associated collection nodes according to the type of the collection object and the geographical location of the collection object;

[0037] All the target power materials are updated into the power materials, and the operation of analyzing the power materials to obtain information of the power materials, including the material type of the power materials and the data volume of the power materials, is triggered.

[0038] A second aspect of the present invention discloses a device for intelligently auditing power materials, the device being applied to a power management and control system, and comprising:

[0039] an analysis module configured to, upon receiving a review request for electric power materials, analyze the electric power materials to obtain information about the electric power materials, wherein the information about the electric power materials includes a material type of the electric power materials and a data volume of the electric power materials;

[0040] a determination module, configured to determine a corresponding material review model according to the material type of the power material and the data volume of the power material;

[0041] The analysis module is further configured to input the power material, the material type and the data volume of the power material into the material audit model for analysis to obtain the audit result of the power material.

[0042] As an optional embodiment, in the second aspect of the present invention, when the number of material types of the power material is greater than one, each material type has a corresponding data volume and a material audit model. The analysis module inputs the power material, the material type, and the data volume of the power material into the material audit model for analysis. The specific method for obtaining the audit result of the power material includes:

[0043] For any of the material types, the power material corresponding to the material type, the material type, and the data volume corresponding to the material type are input into the material audit model corresponding to the material type for analysis to obtain the power material audit result of the material type;

[0044] The audit results of the power materials of all the material types are input into the audit models corresponding to all the material types for analysis to obtain the audit results of the power materials.

[0045] As an optional embodiment, in the second aspect of the present invention, the device further includes:

[0046] The determining module is further configured to determine weights corresponding to all material types of the analyzed power materials based on the determined type of the collection object and the location of the collection object, wherein the weights of all material types of the power materials are equal to 1;

[0047] a quantification module, configured to quantify the power material audit result of each material type to obtain an audit quantification value of the power material audit result of each material type;

[0048] A calculation module, configured to calculate an audit product value of the audit quantified value of each material type and its corresponding weight;

[0049] An establishment module is used to establish an association relationship between the audit product value corresponding to each material type and the power material audit result of the material type;

[0050] The analysis module inputs the audit results of the power materials of all material types into the audit models corresponding to all material types for analysis. The specific method of obtaining the audit results of the power materials includes:

[0051] The power material audit result, the corresponding audit product value and the corresponding correlation relationship of each material type are input into the audit model corresponding to all material types for analysis to obtain the audit result of the power material.

[0052] As an optional embodiment, in the second aspect of the present invention, the material type includes at least two of a text type, an image type, and a voice type;

[0053] The determination module is further configured to determine the collection nodes of the power materials corresponding to all the material types;

[0054] The device further comprises:

[0055] A first judgment module is used to judge whether there is power material corresponding to the same collection node among all the power materials corresponding to the material type;

[0056] a verification module configured to, when the result of the judgment is yes, mutually verify the power material audit results of all the material types corresponding to the same collection node to obtain a verification result;

[0057] The analysis module inputs the audit results of the power materials of all material types into the audit models corresponding to all material types for analysis. The specific method of obtaining the audit results of the power materials includes:

[0058] The power material audit results of each material type, the corresponding audit product value and the corresponding correlation relationship and all the inspection results corresponding to all the material types are input into the audit model corresponding to all the material types for analysis to obtain the audit results of the power materials.

[0059] As an optional implementation manner, in the second aspect of the present invention, the determining module is further configured to determine, based on the power material, information about a collection object of the power material, where the information about the collection object includes a type of the collection object and a geographical location of the collection object;

[0060] The device further comprises:

[0061] The second judgment module is used to judge whether the material type of the analyzed electric power material and the data volume corresponding to the material type meet the predetermined analysis requirements of the electric power material based on the type of the collection object and the geographical location of the collection object; when it is judged that the analysis requirements of the electric power material are met, the analysis module is triggered to execute the operation of inputting the electric power material, the material type and the data volume of the electric power material into the material audit model for analysis to obtain the audit results of the electric power material.

[0062] As an optional embodiment, in the second aspect of the present invention, the second judgment module determines, based on the type of the collection object and the geographical location of the collection object, whether the material type of the analyzed power material and the amount of data corresponding to the material type meet the predetermined analysis requirements of the power material. The specific method includes:

[0063] According to the type of the collection object, determining whether the analyzed material type of the power material includes all the analysis types required to correspond to the predetermined type of the collection object;

[0064] When the result of the determination is yes, determining whether the data volume of each material type of the power material is greater than or equal to a predetermined data volume of the corresponding analysis type according to the type of the collection object and the geographical location of the collection object;

[0065] When it is determined that the data volume is greater than or equal to the analysis type, the material type of the analyzed electric material and the data volume corresponding to the material type are determined to meet the predetermined analysis requirements of the electric material, and the analysis requirements of the electric material include all the analysis types and the data volume of each analysis type.

[0066] As an optional embodiment, in the second aspect of the present invention, the determining module is further configured to, when it is determined that the analysis requirements of the power material are not met, determine, for any of the material types, an associated collection node associated with the collection node corresponding to the material type based on the type of the collection object and the geographical location of the collection object;

[0067] The determining module is further configured to obtain an identifier of each of the associated collection nodes, and obtain the power materials collected by all of the associated collection nodes based on the identifiers of all of the associated collection nodes;

[0068] The determining module is further configured to filter target power materials related to the collection object from the power materials collected by all the associated collection nodes according to the type of the collection object and the geographical location of the collection object;

[0069] The device further comprises:

[0070] An update module is used to update all the target power materials into the power materials and trigger the analysis module to perform the analysis of the power materials to obtain information about the power materials, including the material type of the power materials and the data volume of the power materials.

[0071] A third aspect of the present invention discloses an electric power management and control system, which is used to execute part or all of the steps in any one of the methods for intelligently auditing electric power materials disclosed in the first aspect of the present invention.

[0072] A fourth aspect of the present invention discloses another device for intelligently auditing electric power materials, the device comprising:

[0073] a memory storing executable program code;

[0074] a processor coupled to the memory;

[0075] The processor calls the executable program code stored in the memory to execute part or all of the steps in any one of the methods for intelligently auditing electric power materials disclosed in the first aspect of the present invention.

[0076] The fifth aspect of the present invention discloses a computer storage medium, which stores computer instructions. When the computer instructions are called, they are used to execute part or all of the steps in any one of the methods for intelligent auditing of power materials disclosed in the first aspect of the present invention.

[0077] Compared with the prior art, the embodiments of the present invention have the following beneficial effects:

[0078] In an embodiment of the present invention, when an audit request for electric power materials is received, the electric power materials are analyzed to obtain information about the electric power materials, which includes the material type of the electric power materials and the data volume of the electric power materials; based on the material type of the electric power materials and the data volume of the electric power materials, a corresponding material audit model is determined; the electric power materials, the material type and the data volume of the electric power materials are input into the material audit model for analysis to obtain the audit results of the electric power materials, thereby improving the accuracy and efficiency of the audit of the electric power materials, thereby effectively controlling the electricity usage to prevent potential safety risks, such as electricity safety risks, thereby reducing accidents during use and ensuring the normal operation of the power system and the safety of personnel. BRIEF DESCRIPTION OF THE DRAWINGS

[0079] In order to more clearly illustrate the technical solutions in the embodiments of the present invention, the following briefly introduces the drawings required for use in the description of the embodiments. Obviously, the drawings described below are only some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without creative work.

[0080] Figure 1 This is a flow chart of a method for intelligently auditing power materials disclosed in an embodiment of the present invention;

[0081] Figure 2This is a flow chart of another method for intelligently auditing power materials disclosed in an embodiment of the present invention;

[0082] Figure 3 This is a flow chart of a device for intelligently auditing electric power materials disclosed in an embodiment of the present invention.

[0083] Figure 4 This is a schematic structural diagram of another device for intelligently auditing electric power materials disclosed in an embodiment of the present invention;

[0084] Figure 5 This is a schematic structural diagram of another device for intelligently auditing electric power materials disclosed in an embodiment of the present invention;

[0085] Figure 6 It is a structural diagram of a power management and control system disclosed in an embodiment of the present invention. DETAILED DESCRIPTION

[0086] In order to enable those skilled in the art to better understand the solutions of the present invention, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the accompanying drawings of the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. All other embodiments obtained by ordinary technicians in this field based on the embodiments of the present invention without making any creative efforts shall fall within the scope of protection of the present invention.

[0087] The terms "first," "second," and so on, in the description and claims of the present invention and the accompanying drawings are used to distinguish between different items, not to describe a specific order. Furthermore, the terms "including," "having," and any variations thereof, are intended to cover non-exclusive inclusions. For example, a process, method, apparatus, product, or end comprising a series of steps or elements is not limited to the listed steps or elements but may optionally include steps or elements not listed therein, or may optionally include other steps or elements inherent to such process, method, product, or end.

[0088] References herein to "embodiments" mean that a particular feature, structure, or characteristic described in connection with the embodiments may be included in at least one embodiment of the present invention. The appearance of this phrase in various places in the specification does not necessarily refer to the same embodiment, nor does it constitute a separate or alternative embodiment that is mutually exclusive of other embodiments. It is understood, both explicitly and implicitly, by those skilled in the art that the embodiments described herein may be combined with other embodiments.

[0089] The present invention discloses a method and device for intelligently auditing electric power materials. When an audit request for electric power materials is received, the method analyzes the electric power materials to obtain information about the electric power materials, including the material type and data volume of the electric power materials. A corresponding material audit model is determined based on the material type and data volume of the electric power materials. The electric power materials, the material type, and the data volume of the electric power materials are input into the material audit model for analysis to obtain an audit result of the electric power materials. This improves the accuracy and efficiency of the audit of the electric power materials, thereby effectively controlling electricity usage to prevent potential safety risks, such as electricity safety risks, thereby reducing accidents during use and ensuring the normal operation of the power system and the safety of personnel. A detailed description is provided below.

[0090] Example 1

[0091] See also Figure 1 , Figure 1 This is a flow chart of a method for intelligent auditing of power materials disclosed in an embodiment of the present invention. Figure 1 The described method can be applied to a power management and control system that can monitor power and needs to review power consumption materials. Figure 1 As shown, the method for intelligently auditing electric power materials may include the following operations:

[0092] 101. When receiving a review request for electric power materials, analyze the electric power materials to obtain information about the electric power materials, where the information about the electric power materials includes a material type and a data volume of the electric power materials.

[0093] In an embodiment of the present invention, the power material is user power usage material, which includes one or more of power consumption material, current material, voltage material, and power material. The information of the power material also includes the collection time of the power material.

[0094] In an embodiment of the present invention, when it is detected that the increase in electricity consumption of a certain user is greater than or equal to the preset increase in electricity consumption or the decrease in electricity consumption is greater than or equal to the preset decrease in electricity consumption, or when the increase in electricity bill of a certain user is greater than or equal to the preset increase in electricity bill or the decrease in electricity bill is greater than or equal to the preset decrease in electricity bill, it is determined that the power materials need to be reviewed.

[0095] 102. Determine the corresponding material review model based on the material type and data volume of the power materials.

[0096] In the embodiment of the present invention, different material types and different data volumes correspond to different material review models. The material types include at least two of text, image, and voice types. Each material type has a corresponding data volume.

[0097] 103. Input the power materials, material types and data volume of the power materials into the material audit model for analysis to obtain the audit results of the power materials.

[0098] In the embodiment of the present invention, the audit results of power materials can be the results of power safety audits or the results of illegal power use audits. Furthermore, the audit results can also be the standardization scores and accuracy scores of power materials, where higher scores indicate more standardized and accurate materials.

[0099] It can be seen that implementation Figure 1 The described method for intelligently auditing electric power materials analyzes the electric power materials upon receiving an audit request for the electric power materials to obtain information about the electric power materials, the information including the material type of the electric power materials and the data volume of the electric power materials; determines a corresponding material audit model based on the material type of the electric power materials and the data volume of the electric power materials; inputs the electric power materials, the material type of the electric power materials and the data volume into the material audit model for analysis to obtain the audit results of the electric power materials, thereby improving the accuracy and efficiency of the audit of the electric power materials, thereby effectively controlling the electricity usage to prevent potential safety risks, such as electricity safety risks, thereby reducing accidents during use and ensuring the normal operation of the power system and the safety of personnel.

[0100] In an optional embodiment, when the number of material types of power materials is greater than one, each material type has a corresponding data volume and material audit model. The power materials, material types, and data volumes of the power materials are input into the material audit model for analysis to obtain audit results of the power materials, including:

[0101] For any material type, the corresponding power material, material type and data volume of the material type are input into the material audit model corresponding to the material type for analysis to obtain the power material audit result of the material type;

[0102] The audit results of power materials of all material types are input into the audit models corresponding to all material types for analysis to obtain the audit results of power materials.

[0103] In this optional embodiment, different material types and different data volumes correspond to different material audit models, namely, a text audit model, an image audit model, and a voice audit model. Regardless of the material audit model, each model is trained using a plurality of training power material data, corresponding material types, and corresponding data volume ranges. Optionally, the material audit model can employ different feature extraction networks to extract features for different power material types. For example, when extracting text power material data, a simple unique-hot encoding and attention mechanism can be employed. When extracting image power material data, a convolutional neural network is employed.

[0104] It can be seen that the embodiment of the present invention can also input the power materials corresponding to each material type and the corresponding data volume into the corresponding material audit model for analysis, and input the power material audit results of all material types into the overall audit model for analysis. That is, by auditing the power materials in steps, the accuracy and efficiency of the power material audit can be improved, which is conducive to monitoring the user's electricity usage behavior.

[0105] In another optional embodiment, the method may further include the following steps:

[0106] Determine the weights corresponding to all material types of the analyzed power materials according to the determined type and location of the collection object, where the weights of all material types of the power materials are equal to 1;

[0107] Quantify the power material audit results of each material type to obtain the audit quantification value of the power material audit results of each material type, and calculate the audit product value of the audit quantification value of each material type and its corresponding weight;

[0108] Establish a correlation between the audit product value corresponding to each material type and the power material audit result of that material type;

[0109] The audit results of power materials of all material types are input into the audit model corresponding to all material types for analysis to obtain the audit results of power materials, including:

[0110] The power material audit results, corresponding audit product values ​​and corresponding correlation relationships of each material type are input into the audit model corresponding to all material types for analysis to obtain the power material audit results.

[0111] In this optional embodiment, the type of the collection object includes a resident type, an enterprise unit type, or a self-employed type.

[0112] It can be seen that this optional embodiment takes into account the type of the object of collection of the power materials and its geographical location when auditing the power materials, and matches the corresponding weight to each material type based on its type and geographical location, thereby multiplying it with the result of quantifying the audit results of the power materials, and then associating the product value with the audit result, and inputting it into the overall audit model for analysis, which can further improve the accuracy and reliability of the audit of power materials.

[0113] In another optional embodiment, the method may further include the following steps:

[0114] Determine the collection nodes of the power materials corresponding to all material types, and determine whether there is power material corresponding to the same collection node among the power materials corresponding to all material types;

[0115] When the result is yes, for the power materials corresponding to the same collection node, the power material audit results of all material types are mutually verified in pairs to obtain verification results;

[0116] The audit results of power materials of all material types are input into the audit model corresponding to all material types for analysis to obtain the audit results of power materials, including:

[0117] The power material audit results of each material type, the corresponding audit product value and the corresponding correlation relationship and all inspection results corresponding to all material types are input into the audit model corresponding to all material types for analysis to obtain the audit results of the power materials.

[0118] In this optional embodiment, when the result is judged to be negative, the above-mentioned operation of inputting the audit results of all material types of electric power materials into the audit models corresponding to all material types for analysis to obtain the audit results of electric power materials is triggered.

[0119] In this optional embodiment, the verification results corresponding to each material type can be expressed as the similarity or difference of the power material audit results. Furthermore, whether it is the difference or the similarity, it can indicate which specific power materials are similar and the degree of similarity, or indicate which specific power materials are different and the degree of difference.

[0120] In this optional embodiment, different user types may have different power collection nodes. For example, for residents, their power collection nodes may be refrigerators, televisions, disinfection cabinets, air conditioners and other household smart Internet of Things devices; for enterprises, their power collection nodes may be computers, printers, monitors, etc.

[0121] In this optional embodiment, all power collection nodes include all power-consuming equipment in a user's unit and a user terminal of a user. The user terminal is communicatively connected to each power-consuming equipment in the user's unit and is used to collect power consumption data of each power-consuming equipment and transmit the power consumption data to the power management and control system, and receive power consumption data sent by each power-consuming equipment and transmit the power consumption data to the power management and control system.

[0122] It can be seen that this optional embodiment can improve the rigor of the audit of power materials by mutually verifying the power material audit results of all material types from the same collection node, and inputting the verification results and the corresponding power material audit results into the overall audit model for analysis, thereby improving the accuracy and reliability of the audit of power materials.

[0123] Example 2

[0124] See also Figure 2 , Figure 2 This is a flow chart of a method for intelligent auditing of power materials disclosed in an embodiment of the present invention. Figure 2 The described method can be applied to power management and control systems that can perform power monitoring and need to conduct power material audits. Figure 2 As shown, the method for intelligently auditing electric power materials may include the following operations:

[0125] 201. When receiving a review request for electric power materials, analyze the electric power materials to obtain information about the electric power materials, where the information about the electric power materials includes a material type of the electric power materials and a data volume of the electric power materials.

[0126] 202. Determine the corresponding material review model based on the material type and data volume of the power material.

[0127] 203. Determine information about a collection object of the power material based on the power material, where the information about the collection object includes a type of the collection object and a geographical location of the collection object.

[0128] 204. Based on the type of the collection object and the geographical location of the collection object, determine whether the material type of the analyzed power material and the amount of data corresponding to the material type meet the predetermined analysis requirements of the power material.

[0129] 205. When it is determined that the analysis requirements of the power materials are met, the power materials, material types and data volume of the power materials are input into the material audit model for analysis to obtain the audit results of the power materials.

[0130] In the embodiment of the present invention, for other descriptions of step 201, step 202 and step 205, please refer to the detailed description of step 101 to step 103 in embodiment 1, which will not be repeated in this embodiment of the present invention.

[0131] It can be seen that implementation Figure 2 The method for intelligently auditing power materials, upon receiving an audit request for power materials, analyzes the power materials to obtain power material information, including the material type and data volume of the power materials; determines a corresponding material audit model based on the material type and data volume of the power materials; and inputs the power materials, material type, and data volume into the material audit model for analysis to obtain the power material audit results. This improves the accuracy and efficiency of power material audits, thereby effectively controlling power usage and preventing potential safety risks, such as power safety risks, thereby reducing accidents during use and ensuring the normal operation of the power system and the safety of personnel. Furthermore, by determining whether the material type and data volume corresponding to the material type meet the analysis requirements of the power materials based on the type and location of the collected power materials, and only conducting the material audit if they meet the requirements, the accuracy and reliability of the material audit can be improved, and the occurrence of inaccurate results due to the continued audit of materials that do not meet the analysis requirements can be reduced, further improving the accuracy of the material audit results.

[0132] In an optional embodiment, judging whether the material type of the analyzed power material and the amount of data corresponding to the material type meet predetermined power material analysis requirements based on the type of the collection object and the geographical location of the collection object includes:

[0133] According to the type of the collection object, determining whether the material type of the analyzed power material contains all the analysis types required to correspond to the predetermined type of the collection object;

[0134] When the result of the determination is yes, determining whether the data volume of each material type of the power material is greater than or equal to the predetermined data volume of the corresponding analysis type according to the type of the collection object and the geographical location of the collection object;

[0135] When it is determined that the data volume is greater than or equal to the analysis type, the material type of the analyzed power material and the data volume corresponding to the material type are determined to meet the predetermined analysis requirements of the power material, which includes all analysis types and the data volume of each analysis type.

[0136] In this optional embodiment, different types of collection objects require different corresponding analysis types. For example, for a resident type collection object, the corresponding analysis types required are text type and image type; for an enterprise type collection object, the corresponding analysis types required are text type, image type and voice type.

[0137] In this optional embodiment, when it is determined that the material type does not meet the requirements or even if the material type meets the requirements but the data volume does not meet the requirements, it is determined that the material type of the analyzed power material and the data volume corresponding to the material type do not meet the predetermined analysis requirements of the power material.

[0138] It can be seen that this optional embodiment determines that the power material meets the analysis requirements only when it is determined that the material type includes the analysis type and data volume required by the type of the collection object and is greater than or equal to the required data volume. It can make judgments from at least two dimensions, thereby improving the accuracy and reliability of the judgment that the power material meets the analysis requirements.

[0139] In another optional embodiment, the method may further include the following steps:

[0140] When it is determined that the analysis requirements of the power material are not met, for any material type, the associated collection node associated with the collection node corresponding to the material type is determined based on the type of the collection object and the geographical location of the collection object;

[0141] Obtaining the identifier of each associated collection node, and obtaining the power materials collected by all associated collection nodes based on the identifiers of all associated collection nodes;

[0142] According to the type and geographical location of the collection object, target power materials related to the collection object are screened from the power materials collected by all associated collection nodes;

[0143] All target power materials are updated into the power material, and the above-mentioned operation of analyzing the power material is triggered to obtain information of the power material, where the information of the power material includes the material type of the power material and the data volume of the power material.

[0144] It can be seen that when this optional embodiment determines that the power material does not meet the analysis requirements, it further filters out the power material related to the collection object from the power material data collected by the associated collection node associated with the node that collects the power material. While ensuring accuracy, it can enrich the data volume of the power material, and analyze and review it together with the aforementioned collected power material, which can further ensure the accuracy of the review of the power material.

[0145] In another optional embodiment, the target power material and the power material both include power consumption material, current material, voltage material, and power material, and each material type has a corresponding power material and target power material, all referred to herein as power materials; the method may further include the following steps:

[0146] For any sub-power material, generating a corresponding first curve graph according to the data of the sub-power material corresponding to each material type;

[0147] For any sub-electric material, perform a superposition operation on the curve graphs corresponding to all material types to obtain a second curve graph;

[0148] The first curve graph and the second curve graph corresponding to all sub-power materials are updated to the power material, and the above-mentioned analysis of the power material is triggered to obtain information of the power material, which includes the material type of the power material and the data amount of the power material.

[0149] In this optional embodiment, the electric power material may be the original electric power material in the first embodiment, or may be the original electric power material and the above-mentioned target electric power material.

[0150] It can be seen that this optional embodiment, for the same sub-power material, after generating the corresponding curve graph for each material type of each sub-power material, superimposes the curve graphs of all material types, and updates the superimposed curve graphs and the curve graphs corresponding to each material type to the power material, which can further enrich the data volume of the power material and further improve the audit accuracy and reliability of the power material.

[0151] Example 3

[0152] See also Figure 3 , Figure 3 This is a schematic diagram of the structure of a device for intelligently auditing power materials disclosed in an embodiment of the present invention. Figure 3 The described device can be used in power management and control systems that can monitor power and need to audit power materials, such as Figure 3 As shown, the device includes:

[0153] An analysis module 301 is configured to, upon receiving a review request for electric power materials, analyze the electric power materials to obtain information about the electric power materials, including the type of the electric power materials and the amount of data in the electric power materials;

[0154] A determination module 302 is configured to determine a corresponding material review model based on the material type and data volume of the power material;

[0155] The analysis module 301 is further used to input the power materials, material types and data amounts of the power materials into the material review model for analysis to obtain the review results of the power materials.

[0156] In the embodiment of the present invention, optionally, when the number of material types of the power material is greater than one, each material type has a corresponding data volume and a material review model. The analysis module 301 inputs the power material, the material type, and the data volume of the power material into the material review model for analysis. The specific method for obtaining the review result of the power material includes:

[0157] For any material type, the corresponding power material, material type and data volume of the material type are input into the material audit model corresponding to the material type for analysis to obtain the power material audit result of the material type;

[0158] The audit results of power materials of all material types are input into the audit models corresponding to all material types for analysis to obtain the audit results of power materials.

[0159] It can be seen that implementation Figure 3 The described device for intelligently auditing power materials, upon receiving an audit request for power materials, analyzes the power materials to obtain power material information, including the material type and data volume of the power materials; determines a corresponding material audit model based on the material type and data volume of the power materials; and inputs the power materials, the material type, and data volume of the power materials into the material audit model for analysis to obtain an audit result of the power materials, thereby improving the accuracy and efficiency of the power material audit, thereby effectively controlling electricity usage, preventing potential safety risks, such as electricity safety risks, thereby reducing accidents during use, and ensuring the normal operation of the power system and the safety of personnel. Furthermore, by inputting the power materials and the corresponding data volume corresponding to each material type into the corresponding material audit model for analysis, and inputting the power material audit results of all material types into the overall audit model for analysis, that is, by auditing the power materials step by step, the accuracy and efficiency of the power material audit can be improved, thereby facilitating the monitoring of users' electricity usage behavior.

[0160] In an optional embodiment, if Figure 3 As shown, the determination module 302 is further used to determine the weights corresponding to all material types of the analyzed power materials according to the determined type of the collection object and the location of the collection object, and the weights of the material types of all power materials are equal to 1.

[0161] like Figure 4 As shown, Figure 4Another device for intelligently auditing electric power materials disclosed in an embodiment of the present invention is as follows: Figure 4 As shown, the device may also include:

[0162] A quantification module 303 is used to quantify the power material audit result of each material type to obtain an audit quantification value of the power material audit result of each material type;

[0163] A calculation module 304 is used to calculate the audit product value of the audit quantification value of each material type and its corresponding weight;

[0164] Establishing module 305, for establishing a correlation between the audit product value corresponding to each material type and the power material audit result of the material type;

[0165] The analysis module 301 inputs the audit results of power materials of all material types into the audit models corresponding to all material types for analysis. The specific method of obtaining the audit results of power materials includes:

[0166] The power material audit results, corresponding audit product values ​​and corresponding correlation relationships of each material type are input into the audit model corresponding to all material types for analysis to obtain the power material audit results.

[0167] It can be seen that implementation Figure 4 The described device for intelligently auditing electric power materials can take into account the type of the object from which the electric power materials are collected and their geographical location when auditing the electric power materials, and match a corresponding weight to each material type based on its type and geographical location, thereby multiplying it with the quantified result of the electric power material audit, and then associating the product value with the audit result, thereby inputting it into the overall audit model for analysis, which can further improve the accuracy and reliability of the audit of electric power materials.

[0168] In another optional embodiment, the material type includes at least two of a text type, an image type, and a voice type;

[0169] The determination module 302 is further configured to determine the collection nodes of the power materials corresponding to all material types;

[0170] As well as Figure 4 As shown, the device also includes:

[0171] The first determination module 306 is configured to determine whether there is any power material corresponding to the same collection node among all power materials corresponding to the material type;

[0172] Verification module 307 is configured to, when the result of the judgment is yes, perform pairwise verification on the power material audit results of all material types corresponding to the same collection node to obtain a verification result;

[0173] The analysis module 301 inputs the audit results of power materials of all material types into the audit models corresponding to all material types for analysis. The specific method of obtaining the audit results of power materials includes:

[0174] The power material audit results of each material type, the corresponding audit product value and the corresponding correlation relationship and all inspection results corresponding to all material types are input into the audit model corresponding to all material types for analysis to obtain the audit results of the power materials.

[0175] It can be seen that implementation Figure 4 The described device for intelligently auditing electric power materials can improve the rigor of the audit of electric power materials by mutually verifying the audit results of electric power materials of all material types from the same collection node, and inputting the verification results and the corresponding electric power material audit results into the overall audit model for analysis, thereby improving the accuracy and reliability of the audit of electric power materials.

[0176] In another optional embodiment, the determination module 302 is further configured to determine information about a collection object of the electric power material based on the electric power material, where the information about the collection object includes a type of the collection object and a geographical location of the collection object;

[0177] like Figure 4 As shown, the device may also include:

[0178] The second judgment module 308 is used to judge whether the material type of the analyzed power material and the data volume corresponding to the material type meet the predetermined analysis requirements of the power material based on the type of the collection object and the geographical location of the collection object; when it is judged that the analysis requirements of the power material are met, the analysis module 301 is triggered to execute the above-mentioned operation of inputting the power material, the material type and the data volume of the power material into the material audit model for analysis to obtain the audit results of the power material.

[0179] It can be seen that implementation Figure 4 The described device for intelligently auditing electric power materials can also determine whether the material type of the electric power materials and the amount of data corresponding to the material type meet the analysis requirements of the electric power materials through the type and location of the collection object of the electric power materials, and only conduct material audits after they are met. This can improve the accuracy and reliability of the execution of material audits, and reduce the occurrence of inaccurate results due to the continuation of the audit even though the materials do not meet the analysis requirements, thereby further improving the audit accuracy of the material results.

[0180] In this optional embodiment, the second determination module 308 determines whether the material type of the analyzed power material and the amount of data corresponding to the material type meet the predetermined power material analysis requirements based on the type of the collection object and the geographical location of the collection object. The specific method includes:

[0181] According to the type of the collection object, determining whether the material type of the analyzed power material contains all the analysis types required to correspond to the predetermined type of the collection object;

[0182] When the result of the determination is yes, determining whether the data volume of each material type of the power material is greater than or equal to the predetermined data volume of the corresponding analysis type according to the type of the collection object and the geographical location of the collection object;

[0183] When it is determined that the data volume is greater than or equal to the analysis type, the material type of the analyzed power material and the data volume corresponding to the material type are determined to meet the predetermined analysis requirements of the power material, which includes all analysis types and the data volume of each analysis type.

[0184] It can be seen that implementation Figure 4 The described device for intelligently auditing electric power materials determines that the electric power materials meet the analysis requirements only when it determines that the material type includes the analysis type and data volume required by the type of the collection object and is greater than or equal to the required data volume. It can make judgments from at least two dimensions, thereby improving the accuracy and reliability of the judgment that the electric power materials meet the analysis requirements.

[0185] In another optional embodiment, Figure 4 As shown, the determination module 302 is further configured to, when it is determined that the analysis requirements of the power material are not met, determine, for any material type, the associated collection nodes associated with the collection node corresponding to the material type according to the type of the collection object and the geographical location of the collection object;

[0186] The determination module 302 is further configured to obtain an identifier of each associated collection node, and obtain the power materials collected by all associated collection nodes based on the identifiers of all associated collection nodes;

[0187] The determination module 302 is further configured to filter target power materials related to the collection object from the power materials collected by all associated collection nodes according to the type of the collection object and the geographical location of the collection object;

[0188] As well as Figure 4 As shown, the device also includes:

[0189] The update module 309 is used to update all target power materials into the power materials and trigger the analysis module 301 to perform the above analysis of the power materials to obtain the information of the power materials, which includes the material type of the power materials and the data volume of the power materials.

[0190] It can be seen that implementation Figure 4 When the described device for intelligently auditing electric power materials determines that the electric power materials do not meet the analysis requirements, it further filters out electric power materials related to the collection object from the electric power material data collected by the associated collection nodes associated with the node that collects the electric power materials. While ensuring accuracy, it can enrich the data volume of the electric power materials, and analyze and audit them together with the aforementioned collected electric power materials, which can further ensure the accuracy of the audit of the electric power materials.

[0191] In another optional embodiment, the target power material and the power material both include power consumption material, current material, voltage material, and power material, and each material type has corresponding power material and target power material, all of which are referred to as power materials here; the device is also used to generate a corresponding first curve graph for any sub-power material based on the data of the sub-power consumption material corresponding to each material type; for any sub-power material, perform an overlay operation on the curve graphs corresponding to all material types to obtain a second curve graph; update the first curve graphs and second curve graphs corresponding to all sub-power materials to the power material, and trigger the above-mentioned analysis of the power material to obtain information about the power material, which includes the material type of the power material and the data amount of the power material.

[0192] In this optional embodiment, the electric power material may be the original electric power material in the first embodiment, or may be the original electric power material and the above-mentioned target electric power material.

[0193] It can be seen that implementation Figure 4 The described device for intelligently auditing electric power materials generates a curve chart corresponding to each material type of each sub-electric power material for the same sub-electric power material, superimposes the curve charts of all material types, and updates the superimposed curve charts and the curve charts corresponding to each material type to the electric power material, which can further enrich the data volume of the electric power material and further improve the accuracy and reliability of the audit of the electric power material.

[0194] Example 4

[0195] See also Figure 5 , Figure 5 This is a schematic diagram of the structure of another device for intelligently auditing power materials disclosed in an embodiment of the present invention. The device can be applied to a power management and control system that can perform power monitoring and needs to audit power materials; and Figure 5The described apparatus may include:

[0196] A memory 401 storing executable program code;

[0197] a processor 402 coupled to the memory 401;

[0198] Furthermore, it may also include an input interface 403 and an output interface 404 coupled to the processor 402;

[0199] The processor 402 calls the executable program code stored in the memory 401 to execute part or all of the steps in the method for intelligently auditing electric power materials disclosed in the first or second embodiment of the present invention.

[0200] Example 5

[0201] See also Figure 6 , Figure 6 This is a schematic diagram of the structure of a power management and control system disclosed in an embodiment of the present invention. Figure 6 As shown, the power management and control system may include a device for intelligently auditing power materials, and is used to perform some or all of the steps in the method for intelligently auditing power materials described in Example 1 or Example 2. Optionally, the device for intelligently auditing power materials may be Figure 3-Figure 4 The embodiments of the present invention are not limited to any of the devices for intelligently auditing electric power materials described in any one of the items.

[0202] Example 5

[0203] An embodiment of the present invention discloses a computer storage medium, which stores computer instructions. When the computer instructions are called, they are used to execute some or all of the steps in the method for intelligent auditing of power materials disclosed in embodiment 1 or embodiment 2 of the present invention.

[0204] The device embodiments described above are merely illustrative, wherein the modules described as separate components may or may not be physically separate, and the components shown as modules may or may not be physical modules, i.e., they may be located in one place or distributed across multiple network modules. Some or all of the modules may be selected based on actual needs to achieve the objectives of the present embodiment. Those skilled in the art can understand and implement the present invention without inventive effort.

[0205] Through the detailed description of the above embodiments, those skilled in the art can clearly understand that each embodiment can be implemented by means of software plus the necessary general hardware platform, or of course, by means of hardware. Based on this understanding, the above technical solution, in essence, or the portion that contributes to the prior art, can be embodied in the form of a software product, which can be stored in a computer-readable storage medium, including a read-only memory (ROM), a random access memory (RAM), a programmable read-only memory (PROM), an erasable programmable read-only memory (EPROM), a one-time programmable read-only memory (OTPROM), an electronically erasable programmable read-only memory (EEPROM), a compact disc read-only memory (CD-ROM) or other optical disc storage, magnetic disk storage, magnetic tape storage, or any other computer-readable medium capable of carrying or storing data.

[0206] Finally, it should be noted that the method and device for intelligent auditing of electric power materials disclosed in the embodiments of the present invention are only preferred embodiments of the present invention, and are only used to illustrate the technical solutions of the present invention, rather than to limit them. Although the present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that the technical solutions described in the aforementioned embodiments can still be modified, or some of the technical features therein can be replaced by equivalents. However, these modifications or replacements do not deviate the essence of the corresponding technical solutions from the spirit and scope of the technical solutions of the various embodiments of the present invention.

Claims

1. A method for intelligent auditing of power materials, characterized in that: The method is applied to a power management and control system, and includes: When receiving a review request for electric power materials, analyzing the electric power materials to obtain information about the electric power materials, the information about the electric power materials including the material type of the electric power materials and the data volume of the electric power materials; Determining a corresponding material review model according to the material type of the power material and the data volume of the power material; Inputting the power material, the material type and the data volume of the power material into the material audit model for analysis to obtain the audit result of the power material; The method further comprises: Determining, based on the power material, information about a collection object for the power material, where the information about the collection object includes a type of the collection object and a geographical location of the collection object; determining, based on the type of the collection object and the geographical location of the collection object, whether the analyzed material type of the power material and the amount of data corresponding to the material type meet predetermined analysis requirements for the power material; When it is determined that the analysis requirements of the power material are not met, for any of the material types, determining, based on the type of the collection object and the geographical location of the collection object, an associated collection node associated with the collection node corresponding to the material type; Obtaining an identifier of each of the associated collection nodes, and obtaining the power materials collected by all of the associated collection nodes based on the identifiers of all of the associated collection nodes; screening target power materials related to the collection object from the power materials collected by all the associated collection nodes according to the type of the collection object and the geographical location of the collection object; Updating all the target power materials into the power material, and triggering the operation of analyzing the power material to obtain information about the power material, wherein the information about the power material includes a material type of the power material and a data volume of the power material; The determining, based on the type of the collection object and the geographical location of the collection object, whether the material type of the analyzed power material and the amount of data corresponding to the material type meet predetermined analysis requirements for the power material includes: According to the type of the collection object, determining whether the analyzed material type of the power material includes all the analysis types required to correspond to the predetermined type of the collection object; When the result of the determination is yes, determining whether the data volume of each material type of the power material is greater than or equal to a predetermined data volume of the corresponding analysis type according to the type of the collection object and the geographical location of the collection object; When it is determined that the data volume is greater than or equal to the analysis type, determining the material type of the analyzed power material and the data volume corresponding to the material type to meet the predetermined analysis requirements of the power material, the analysis requirements of the power material including all the analysis types and the data volume of each analysis type; Each target power material or each material type of the power material has a corresponding power material, and the power material includes a power consumption material, a current material, a voltage material, and a power material. The method further includes: For any sub-power material, generating a corresponding first curve graph according to the data of the sub-power material corresponding to the material type of each power material; For any of the sub-power materials, performing a superposition operation on the curve graphs corresponding to all material types of the power material to obtain a second curve graph; The first curve graph and the second curve graph corresponding to all the sub-power materials are updated to the power material, and the operation of analyzing the power material is triggered to obtain the information of the power material, which includes the material type of the power material and the data amount of the power material.

2. The method for intelligent auditing of electric power materials according to claim 1, characterized in that: When the number of material types of the power material is greater than 1, each material type has a corresponding data volume and a material audit model. The power material, the material type, and the data volume of the power material are input into the material audit model for analysis to obtain an audit result of the power material, including: For any of the material types, the power material corresponding to the material type, the material type, and the data volume corresponding to the material type are input into the material audit model corresponding to the material type for analysis to obtain the power material audit result of the material type; The audit results of the power materials of all the material types are input into the audit models corresponding to all the material types for analysis to obtain the audit results of the power materials.

3. The method for intelligent auditing of electric power materials according to claim 2, characterized in that: The method further comprises: Determining weights corresponding to all material types of the analyzed power materials according to the determined type of the collection object and the location of the collection object, where the weights of all material types of the power materials are equal to 1; Quantifying the power material audit results of each material type to obtain the audit quantification value of the power material audit results of each material type, and calculating the audit product value of the audit quantification value of each material type and its corresponding weight; Establishing a correlation between the audit product value corresponding to each material type and the power material audit result of the material type; The step of inputting the audit results of the power materials of all material types into the audit models corresponding to all material types for analysis to obtain the audit results of the power materials includes: The power material audit result, the corresponding audit product value and the corresponding correlation relationship of each material type are input into the audit model corresponding to all material types for analysis to obtain the audit result of the power material.

4. The method for intelligent auditing of electric power materials according to claim 3, characterized in that: The material type includes at least two of a text type, an image type, and a voice type; The method further comprises: Determining the collection nodes of the electric power materials corresponding to all the material types, and judging whether there is an electric power material corresponding to the same collection node among all the electric power materials corresponding to the material types; When the result of the judgment is yes, for the power materials corresponding to the same collection node, the power material audit results of all the material types are mutually verified in pairs to obtain verification results; The power material audit results of each material type, the corresponding audit product value and the corresponding correlation relationship and all the inspection results corresponding to all the material types are input into the audit model corresponding to all the material types for analysis to obtain the audit results of the power materials.

5. The method for intelligent auditing of electric power materials according to any one of claims 1 to 4, characterized in that: The method further comprises: When it is determined that the analysis requirements of the power material are met, the operation of inputting the power material, the material type and the data volume of the power material into the material audit model for analysis to obtain the audit result of the power material is triggered.

6. A device for intelligent auditing of electric power materials, characterized in that: The device is applied to a power management and control system and is used to execute the method for intelligently auditing power materials according to any one of claims 1 to 5, and the device includes: an analysis module configured to, upon receiving a review request for electric power materials, analyze the electric power materials to obtain information about the electric power materials, wherein the information about the electric power materials includes a material type of the electric power materials and a data volume of the electric power materials; a determination module, configured to determine a corresponding material review model according to the material type of the power material and the data volume of the power material; The analysis module is further configured to input the power material, the material type and the data volume of the power material into the material audit model for analysis to obtain the audit result of the power material.

7. A device for intelligent auditing of electric power materials, characterized in that: The device is applied to a power management and control system, and includes: a memory storing executable program code; a processor coupled to the memory; The processor calls the executable program code stored in the memory to execute the method for intelligent auditing of electric power materials according to any one of claims 1 to 5.

8. A power management and control system, characterized in that: The power management and control system is used to execute the method for intelligent auditing of power materials as described in any one of claims 1-5.

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