CN112507129A - Content change processing method of power distribution network operation file and related equipment - Google Patents

Content change processing method of power distribution network operation file and related equipment Download PDF

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CN112507129A
CN112507129A CN202011419981.5A CN202011419981A CN112507129A CN 112507129 A CN112507129 A CN 112507129A CN 202011419981 A CN202011419981 A CN 202011419981A CN 112507129 A CN112507129 A CN 112507129A
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content
map
keywords
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CN112507129B (en
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贺飞
明庆云
朱兴柯
梁鸭红
李学妨
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Puer Supply Power Bureau of Yunnan Power Grid Co Ltd
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Abstract

The embodiment of the invention discloses a content change processing method of a power distribution network operation file, which comprises the steps of acquiring initial filling contents input by a user in the power distribution network operation file; performing semantic analysis on the initial filling content, and extracting keywords of the power distribution network; monitoring the change of the power distribution network keywords to obtain the change content of the power distribution network keywords; searching a target sub-map associated with the changed content from a preset power distribution network knowledge map; the power distribution network keyword is modified based on the target sub-map to obtain target filling contents, and the changing contents are modified through the target sub-map, so that the content changing processing efficiency of the power distribution network operation file is improved, and the accuracy and the compliance of the power distribution network operation file are ensured. In addition, a content change processing device, a computer device and a storage medium of the power distribution network operation file are also provided.

Description

Content change processing method of power distribution network operation file and related equipment
Technical Field
The invention relates to the technical field of computers, in particular to a content change processing method and related equipment for a power distribution network operation file.
Background
At distribution network production operation management and control in-process, in order to guarantee that distribution network operation staff carries out the distribution operation safely, each local power supply bureau needs write the operation file when carrying out production operations such as salvageing, maintenance to make things convenient for distribution operation personnel to guide according to the operation file and carry out standard operation, with the compliance of guaranteeing distribution operation personnel's safety and distribution operation.
However, the power distribution network plan is changed in the process of writing, for example, because the power distribution operation and the operation link related in the power distribution network operation document are closely related, when the power distribution operation or the operation link is changed, the related content is not changed correspondingly, which inevitably results in that the operation document is not in compliance, and the safety and the compliance of the power distribution operation personnel are affected.
Disclosure of Invention
In view of the above, it is necessary to provide a method and an apparatus for processing content change of a power distribution network operation file, a computer device, and a storage medium, so as to improve the processing efficiency of content change of the power distribution network operation file and ensure the accuracy and compliance of the power distribution network operation file.
A content change processing method for a power distribution network operation file comprises the following steps:
acquiring initial filling contents input by a user in the power distribution network operation file;
performing semantic analysis on the initial filling content, and extracting distribution network keywords, wherein the distribution network keywords comprise distribution operation and corresponding operation conditions;
monitoring the change of the power distribution network keywords to obtain the change content of the power distribution network keywords;
searching a target sub-map associated with the changed content from the preset power distribution network knowledge map;
and modifying the key words of the power distribution network based on the target sub-map to obtain target filling contents.
A device for processing content change of a power distribution network operation file, the device comprising:
the acquisition module is used for acquiring initial filling contents input by a user in the power distribution network operation file;
the analysis module is used for performing semantic analysis on the initial filling content and extracting power distribution network keywords, wherein the power distribution network keywords comprise power distribution operation and corresponding operation conditions;
the monitoring module is used for carrying out change monitoring on the power distribution network keywords and acquiring the change content of the power distribution network keywords;
the searching module is used for searching a target sub-map related to the changed content from the preset power distribution network knowledge map;
and the processing module is used for modifying the power distribution network key words based on the target sub-map to obtain target filling contents.
A computer device comprising a memory and a processor, the memory storing a computer program that, when executed by the processor, causes the processor to perform the steps of:
acquiring initial filling contents input by a user in the power distribution network operation file;
performing semantic analysis on the initial filling content, and extracting distribution network keywords, wherein the distribution network keywords comprise distribution operation and corresponding operation conditions;
monitoring the change of the power distribution network keywords to obtain the change content of the power distribution network keywords;
searching a target sub-map associated with the changed content from the preset power distribution network knowledge map;
and modifying the key words of the power distribution network based on the target sub-map to obtain target filling contents.
A computer-readable medium storing a computer program which, when executed by a processor, causes the processor to perform the steps of:
acquiring initial filling contents input by a user in the power distribution network operation file;
performing semantic analysis on the initial filling content, and extracting distribution network keywords, wherein the distribution network keywords comprise distribution operation and corresponding operation conditions;
monitoring the change of the power distribution network keywords to obtain the change content of the power distribution network keywords;
searching a target sub-map associated with the changed content from the preset power distribution network knowledge map;
and modifying the key words of the power distribution network based on the target sub-map to obtain target filling contents.
According to the content change processing method and device of the power distribution network operation file, the computer equipment and the storage medium, initial filling contents input by a user in the power distribution network operation file are obtained; performing semantic analysis on the initial filling content, and extracting distribution network keywords, wherein the distribution network keywords comprise distribution operation and corresponding operation conditions; monitoring the change of the power distribution network keywords to obtain the change content of the power distribution network keywords; searching a target sub-map associated with the changed content from the preset power distribution network knowledge map; and modifying the key words of the power distribution network based on the target sub-map to obtain target filling contents. Through modifying the change content, the content change processing efficiency of the power distribution network operation file is improved, and the accuracy and the compliance of the power distribution network operation file are ensured.
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In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings used in the description of the embodiments or the prior art will be briefly described below, it is obvious that the drawings in the following description are only some embodiments of the present invention, and for those skilled in the art, other drawings can be obtained according to the drawings without creative efforts.
Wherein:
FIG. 1 is a flow diagram of a method for handling content changes in power distribution network job files in one embodiment;
FIG. 2 is a schematic diagram of a power distribution network knowledge graph of inspection operations in one embodiment;
FIG. 3 is a flowchart of a method for extracting keywords from a power distribution network according to an embodiment;
FIG. 4 is a flow diagram of a method for target sub-map determination in one embodiment;
FIG. 5 is a block diagram of a device for processing content change of a power distribution network job file according to an embodiment;
FIG. 6 is a block diagram of a computer device in one embodiment.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
As shown in fig. 1, in an embodiment, a method for processing content change of a power distribution network job file is provided, where the method for processing content change of a power distribution network job file can be applied to both a terminal and a server, and this embodiment is exemplified by being applied to a server. The content change processing method of the power distribution network operation file specifically comprises the following steps:
and 102, acquiring initial filling contents input by a user in the power distribution network operation file.
The initial filling content refers to character content which is input to the server by a user through the terminal device and can reflect the distribution network planning work information, and the character content can be a complete sentence, such as 'arranging 2 individuals to be responsible for safety guidance and acceptance work', or a key word containing the distribution network work information, such as 'patrolling the power grid at the position A'. Specifically, the server obtains the initial filling content from the memory according to the received data processing instruction.
And 104, performing semantic analysis on the initial filling content, and extracting power distribution network keywords, wherein the power distribution network keywords comprise power distribution operation and corresponding operation conditions.
Specifically, semantic analysis (NLP) may be performed on the initial filling content to extract power distribution network keywords, where the power distribution network keywords refer to words that are first closed to power distribution network operation, such as "inspection", "maintenance", and the like. Semantic analysis, which may involve steps such as word segmentation, language model (N-Gram language model, neural network language model, etc.), weight calculation, and core word extraction, will not be described herein. For example, the initial filling content may be divided into a plurality of parts according to any one of punctuation marks, numbers, or verb parts of speech, and each part is subjected to semantic analysis to obtain a plurality of distribution network keywords included in the filling content. In one example, the initial filling content is "arrange 2 persons to be responsible for safety guidance and acceptance work", and after semantic analysis, the following distribution network keywords "2 persons", "safety guidance" and "acceptance" can be obtained. The power distribution operation can be "inspection", "overhaul" or "safety guidance", and the operation conditions can be "2 persons", "4 working days", etc. And the power distribution operation and the operation condition are in one-to-one correspondence, namely one power distribution operation is related to one operation condition. Understandably, by extracting the power distribution network keywords, the simplified processing of the initial filling content is realized, and the interference of invalid content is avoided, so that the subsequent further processing is carried out based on the power distribution network keywords.
And 106, carrying out change monitoring on the power distribution network keywords to obtain the change contents of the power distribution network keywords.
Usually, when writing the job plan document, the operator will change the initial filling content, for example, "arrange 3 persons to patrol the power grid at a place a on 1 working day" is changed to "arrange 6 persons to patrol the power grid at a place a on 1 working day", and at this time, since 3 persons are changed to 6 persons, the changed content is "3 persons". Optionally, content monitoring is performed on the power distribution network keywords at preset time intervals, where the preset time may be 1 minute, 2 minutes, 3 minutes, or the like. For example, when the content of the distribution network keyword of the HTML element changes, onchange must also make the current element lose focus (onblu) to activate the event when the attribute value changes, and when changing the element value with js script, the onpropertychange event can also be triggered, and the changed content of the distribution network keyword is captured instantly through the onpropertychange.
And 108, searching a target sub-map associated with the changed content from the preset power distribution network knowledge map.
The preset power distribution network knowledge graph refers to a preset power field knowledge graph, namely a power knowledge expert base, and is composed of related entity incidence relations of power distribution network knowledge and used as an entity or a standard database for linking related texts of the power distribution network. The target sub-map refers to a sub-map which is associated and matched with the changed content. For example, the target sub-graph can be a sub-graph of an association structure of a power distribution operation, such as "patrol inspection", and an operation condition, such as "arrange 2 persons". Specifically, a point-first method or a relation-first method is adopted, corresponding relations are extracted according to the changing contents, and entities are extracted from a preset power distribution network knowledge graph to form a target sub-graph. Compared with the traditional database or data mapping table, the preset power distribution network knowledge graph contains more accurate and comprehensive power distribution operation specifications, so that comprehensiveness and accuracy of the target sub-graph are guaranteed by searching the target sub-graph in the preset power distribution network knowledge graph.
It is worth explaining that word meaning incidence relation can be automatically mined from actual power distribution network texts by adopting a word2vec method, so that the problem of part of entity expression difference in the entity linking process is solved, and the accuracy of the entity-level target sub-map is further improved.
And step 110, modifying the key words of the power distribution network based on the target sub-map to obtain target filling contents.
Specifically, the changed content is modified according to the incidence relation, such as a logical relation, of the entities in the target sub-map, so that the accuracy and the compliance of the changed content are guaranteed. If the content of the change in step 106 is changed from 3 to 6, the corresponding working time is changed from "1 working day" to "0.5 working day". Namely, the target filling content is 'arranging 6 persons to patrol the power grid at the place A on 0.5 working days', namely, the high-efficiency processing of the changed content is realized, and the accuracy and the compliance of the target filling content are ensured. The method has the advantages that the changed content is modified through the target sub-map, the content change processing efficiency of the power distribution network operation file is improved, and the accuracy and the compliance of the power distribution network operation file are guaranteed.
The content change processing method of the power distribution network operation file comprises the steps of obtaining initial filling contents input by a user in the power distribution network operation file; performing semantic analysis on the initial filling content, and extracting keywords of the power distribution network; monitoring the change of the power distribution network keywords to obtain the change content of the power distribution network keywords; searching a target sub-map associated with the changed content from a preset power distribution network knowledge map; the power distribution network keyword is modified based on the target sub-map to obtain target filling contents, and the changing contents are modified through the target sub-map, so that the content changing processing efficiency of the power distribution network operation file is improved, and the accuracy and the compliance of the power distribution network operation file are ensured.
In one embodiment, the monitoring of the change of the distribution network keyword to obtain the change content of the distribution network keyword includes: setting a flyback period, detecting keywords of the power distribution network in different flyback periods, and determining changed keywords of the power distribution network; and determining the changed power distribution keywords as the changed content.
In this embodiment, the retrace period may be 1 minute, 2 minutes, 3 minutes, etc., and may be set according to the time the operator enters the initial fill. And then monitoring the distribution network keywords every retrace period, for example, detecting the changed content after monitoring the distribution network keywords by using an es6 Proxy object or an HTML element in JavaScript, thereby realizing the search of the changed content.
In one embodiment, before acquiring the initial filling content input by the user in the power distribution network operation file, the method further comprises the following steps: constructing a preset power distribution network knowledge graph, which comprises the following steps: and constructing a power distribution network knowledge graph which takes power distribution network operation and operation conditions as power distribution network keywords according to the enterprise power distribution network operation standard.
In this embodiment, a knowledge graph containing entities such as operation types, operation conditions, operation sequences and the like of the power distribution network is formed as a power distribution network knowledge graph according to the operation standards of the distribution network of the enterprise, such as Standard Operation Program (SOP) files, operation manuals and/or operation safety specification files. As shown in fig. 2, the diagram is a schematic diagram of a power distribution network knowledge graph of inspection work, and includes entities of device types and names, entities of inspection workloads, and the like. The preset power distribution network knowledge graph is formed by analyzing the power distribution operation specification, so that the accuracy and comprehensiveness of the power distribution network knowledge graph entity are guaranteed, and compared with a traditional database or a comparison table, the entity which is more comprehensive and accurate is included, and the accuracy of subsequent retrieval and searching is guaranteed.
As shown in fig. 3, in an embodiment, performing semantic analysis on the filling content to extract keywords of the power distribution network includes:
step 104A, splitting the initial filling content into a plurality of characteristic entries;
step 104B, evaluating each characteristic entry by utilizing an evaluation function to obtain the weight of each characteristic entry;
and step 104C, taking the feature entries with the weights meeting the preset weight range as the keywords of the power distribution network.
In this embodiment, the server performs semantic analysis on the initial fill-in content. Optionally, the initial filling content is subjected to word frequency statistical analysis or semantic analysis using natural language processing, or the filling content is subjected to semantic analysis using a feature extraction method. Specifically, the initial filling content is split, i.e. word segmentation is performed, for example, "arrange 2 persons for safety guidance and acceptance work" can be split into "arrange/2 persons/responsible/safety guidance/and acceptance work" to obtain 6 feature entries. By constructing an evaluation function, which may be TF-IDF (term frequency-inverse file frequency), each feature entry is evaluated, i.e., each feature entry is scored, so that each word obtains an evaluation value, which is also called a weight. And acquiring the weights of all the characteristic entries, wherein the larger the weight is, the larger the key degree of the characteristic entry is ensured to be, and therefore, extracting the characteristic entries with the weights exceeding a preset weight range as the keywords of the power distribution network. The power distribution network keyword contained in the initial filling content is a feature entry in the field of the power distribution network, namely the feature entry of the same type, and each feature entry is evaluated through an evaluation function, so that the feature entry with the weight value meeting a preset weight value range is extracted, the accuracy of the power distribution network keyword is ensured, the interference of non-power distribution network keywords is avoided, and the subsequent processing efficiency of the initial filling content is improved.
As shown in fig. 4, in an embodiment, finding a target sub-map associated with a changed content from a preset power distribution network knowledge map includes:
step 108A, taking the changed content as a search term, and searching a node associated with the search term in a preset power distribution network knowledge graph to serve as a target node;
and step 108B, forming a map according to the target node to obtain a target sub-map.
In this embodiment, entity extraction objects associated with the changed content are searched in a preset power distribution network knowledge graph and are linked to corresponding nodes to serve as target nodes, and then the target nodes are connected to serve as entities to obtain a target sub-graph.
In one embodiment, modifying the power distribution network keyword based on the target sub-map to obtain target filling content includes: determining a corresponding keyword to be modified according to the changed content; searching a target entity associated with the changed content in the target sub-map; and replacing the keywords to be modified with the target entity to obtain target filling contents.
In this embodiment, according to the logic of each distribution network keyword in the modified content, the target sub-map is used to determine the corresponding keyword to be modified, if the modified content in step 106 is modified from 3 persons to 6 persons, the keyword to be modified is "1 working day", the corresponding target entity is "0.5 working day", the keyword to be modified is replaced by the target entity, the target filling content is obtained, the modification processing on the modified content is realized, and the target filling content is accurate and compliant.
In one embodiment, before searching the target sub-map associated with the changed content from the preset power distribution network knowledge map, the method further includes: and identifying the changed content by adopting a highlighted text mode or a color setting mode.
In this embodiment, the initial written and filled content may also be identified, for example, a highlighted text mode or a color setting mode, such as filling green or red, is used to highlight the changed content, so that the changed content is identified, an operator can conveniently and quickly find the changed content, and the content change processing efficiency of the power distribution network operation file is further improved by manually modifying the changed content.
As shown in fig. 5, in one embodiment, a content change processing apparatus for a power distribution network job file is provided, the apparatus including:
an obtaining module 502, configured to obtain an initial filling content input by a user in the power distribution network operation file;
an analysis module 504, configured to perform semantic analysis on the initial filling content, and extract distribution network keywords, where the distribution network keywords include distribution operations and corresponding operation conditions;
the monitoring module 506 is configured to perform change monitoring on the power distribution network keywords, and obtain change contents of the power distribution network keywords;
a searching module 508, configured to search a target sub-map associated with the changed content from the preset power distribution network knowledge map;
and the processing module 510 is configured to modify the power distribution network keyword based on the target sub-map to obtain target filling content.
In one embodiment, the monitoring module comprises:
the monitoring unit is used for setting a flyback period, detecting the key words of the power distribution network in different flyback periods and determining the changed key words of the power distribution network;
and the first determining unit is used for determining the changed power distribution keywords as the change content.
In one embodiment, in an embodiment, the content change processing apparatus of the power distribution network job file further includes:
and the construction module is used for constructing a power distribution network knowledge graph containing power distribution operation and operation conditions as power distribution network keywords according to the enterprise power distribution network operation standard.
In one embodiment, the analysis module comprises:
the splitting unit is used for splitting the initial filling content into a plurality of characteristic entries;
the evaluation unit is used for evaluating each characteristic entry by using an evaluation function to obtain the weight of each characteristic entry;
and secondly, determining the characteristic entry of which the weight value meets a preset weight value range as the power distribution network keyword.
In one embodiment, the lookup module comprises:
the retrieval unit is used for taking the changed content as a retrieval word and searching a node associated with the retrieval word in the preset power distribution network knowledge graph as a target node;
and the third determining unit is used for forming a map according to the target node to obtain the target sub-map.
In one embodiment, the processing module comprises:
a fourth determining unit, configured to determine a corresponding keyword to be modified according to the changed content;
the searching unit is used for searching a target entity associated with the changed content in the target sub-map;
and the processing unit is used for replacing the keyword to be modified with the target entity to obtain the target filling content.
In one embodiment, the content change processing apparatus for the power distribution network job file further includes: and the identification module is used for identifying the changed content in a highlight text mode or a color setting mode.
FIG. 6 is a diagram illustrating an internal structure of a computer device in one embodiment. The computer device may specifically be a server including, but not limited to, a high performance computer and a cluster of high performance computers. As shown in fig. 6, the computer device includes a processor, a memory, and a network interface connected by a system bus. Wherein the memory includes a non-volatile storage medium and an internal memory. The non-volatile storage medium of the computer device stores an operating system, and may further store a computer program, and when the computer program is executed by the processor, the computer program may cause the processor to implement the content change processing method of the power distribution network job file. The internal memory may also store a computer program, and the computer program, when executed by the processor, may cause the processor to execute the content change processing method of the power distribution network operation file. Those skilled in the art will appreciate that the architecture shown in fig. 6 is merely a block diagram of some of the structures associated with the disclosed aspects and is not intended to limit the computing devices to which the disclosed aspects apply, as particular computing devices may include more or less components than those shown, or may combine certain components, or have a different arrangement of components.
In one embodiment, the content change processing method for the power distribution network operation file provided by the present application may be implemented in the form of a computer program, and the computer program may be executed on a computer device as shown in fig. 6. The memory of the computer device can store various program templates of the content change processing device which forms the power distribution network operation file. For example, the obtaining module 502, the analyzing module 504, the monitoring module 506, the searching module 508, and the processing module 510.
A computer device comprising a memory, a processor, and a computer program stored in the memory and executable on the processor, the processor implementing the following steps when executing the computer program: acquiring initial filling contents input by a user in the power distribution network operation file; performing semantic analysis on the initial filling content, and extracting distribution network keywords, wherein the distribution network keywords comprise distribution operation and corresponding operation conditions; monitoring the change of the power distribution network keywords to obtain the change content of the power distribution network keywords; searching a target sub-map associated with the changed content from the preset power distribution network knowledge map; and modifying the key words of the power distribution network based on the target sub-map to obtain target filling contents.
In an embodiment, the monitoring the change of the power distribution network keyword to obtain the changed content of the power distribution network keyword includes: setting a flyback period, detecting the key words of the power distribution network in different flyback periods, and determining the changed key words of the power distribution network; and determining the changed power distribution keywords as the changed content.
In one embodiment, before the acquiring the initial filling content input by the user in the power distribution network operation file, the method further includes: constructing the preset power distribution network knowledge graph, including: and constructing a power distribution network knowledge graph containing power distribution operation and operation conditions as power distribution network keywords according to the enterprise power distribution network operation standard.
In an embodiment, the performing semantic analysis on the initial filling content to extract keywords of the power distribution network includes: splitting the initial filling content into a plurality of characteristic entries; evaluating each characteristic entry by utilizing an evaluation function to obtain the weight of each characteristic entry; and taking the characteristic entry of which the weight value meets a preset weight value range as the power distribution network keyword.
In one embodiment, the searching the target sub-map associated with the changed content from the preset power distribution network knowledge map includes: taking the changed content as a search term, and searching a node associated with the search term in the preset power distribution network knowledge graph to serve as a target node; and forming a map according to the target node to obtain the target sub-map.
In one embodiment, the modifying the power distribution network keyword based on the target sub-map to obtain target filling content includes: determining a corresponding keyword to be modified according to the changed content; searching a target entity associated with the changed content in the target sub-map; and replacing the keywords to be modified with the target entity to obtain the target filling content.
In one embodiment, before the searching the target sub-map associated with the changed content from the preset distribution network knowledge map, the method further includes: and identifying the changed content by adopting a highlighted text mode or a color setting mode.
A computer-readable storage medium storing a computer program which, when executed by a processor, performs the steps of: acquiring initial filling contents input by a user in the power distribution network operation file; performing semantic analysis on the initial filling content, and extracting distribution network keywords, wherein the distribution network keywords comprise distribution operation and corresponding operation conditions; monitoring the change of the power distribution network keywords to obtain the change content of the power distribution network keywords; searching a target sub-map associated with the changed content from the preset power distribution network knowledge map; and modifying the key words of the power distribution network based on the target sub-map to obtain target filling contents.
In an embodiment, the monitoring the change of the power distribution network keyword to obtain the changed content of the power distribution network keyword includes: setting a flyback period, detecting the key words of the power distribution network in different flyback periods, and determining the changed key words of the power distribution network; and determining the changed power distribution keywords as the changed content.
In one embodiment, before the acquiring the initial filling content input by the user in the power distribution network operation file, the method further includes: constructing the preset power distribution network knowledge graph, including: and constructing a power distribution network knowledge graph containing power distribution operation and operation conditions as power distribution network keywords according to the enterprise power distribution network operation standard.
In an embodiment, the performing semantic analysis on the initial filling content to extract keywords of the power distribution network includes: splitting the initial filling content into a plurality of characteristic entries; evaluating each characteristic entry by utilizing an evaluation function to obtain the weight of each characteristic entry; and taking the characteristic entry of which the weight value meets a preset weight value range as the power distribution network keyword.
In one embodiment, the searching the target sub-map associated with the changed content from the preset power distribution network knowledge map includes: taking the changed content as a search term, and searching a node associated with the search term in the preset power distribution network knowledge graph to serve as a target node; and forming a map according to the target node to obtain the target sub-map.
In one embodiment, the modifying the power distribution network keyword based on the target sub-map to obtain target filling content includes: determining a corresponding keyword to be modified according to the changed content; searching a target entity associated with the changed content in the target sub-map; and replacing the keywords to be modified with the target entity to obtain the target filling content.
In one embodiment, before the searching the target sub-map associated with the changed content from the preset distribution network knowledge map, the method further includes: and identifying the changed content by adopting a highlighted text mode or a color setting mode.
It will be understood by those skilled in the art that all or part of the processes of the methods of the embodiments described above can be implemented by a computer program, which can be stored in a non-volatile computer-readable storage medium, and can include the processes of the embodiments of the methods described above when the program is executed. Any reference to memory, storage, database, or other medium used in the embodiments provided herein may include non-volatile and/or volatile memory, among others. Non-volatile memory can include read-only memory (ROM), Programmable ROM (PROM), Electrically Programmable ROM (EPROM), Electrically Erasable Programmable ROM (EEPROM), or flash memory. Volatile memory can include Random Access Memory (RAM) or external cache memory. By way of illustration and not limitation, RAM is available in a variety of forms such as Static RAM (SRAM), Dynamic RAM (DRAM), Synchronous DRAM (SDRAM), Double Data Rate SDRAM (DDRSDRAM), Enhanced SDRAM (ESDRAM), Synchronous Link DRAM (SLDRAM), Rambus Direct RAM (RDRAM), direct bus dynamic RAM (DRDRAM), and memory bus dynamic RAM (RDRAM).
The technical features of the above embodiments can be arbitrarily combined, and for the sake of brevity, all possible combinations of the technical features in the above embodiments are not described, but should be considered as the scope of the present specification as long as there is no contradiction between the combinations of the technical features.
The above-mentioned embodiments only express several embodiments of the present application, and the description thereof is more specific and detailed, but not construed as limiting the scope of the present application. It should be noted that, for a person skilled in the art, several variations and modifications can be made without departing from the concept of the present application, which falls within the scope of protection of the present application. Therefore, the protection scope of the present patent shall be subject to the appended claims.

Claims (10)

1. A content change processing method for a power distribution network operation file is characterized by comprising the following steps:
acquiring initial filling contents input by a user in the power distribution network operation file;
performing semantic analysis on the initial filling content, and extracting distribution network keywords, wherein the distribution network keywords comprise distribution operation and corresponding operation conditions;
monitoring the change of the power distribution network keywords to obtain the change content of the power distribution network keywords;
searching a target sub-map associated with the changed content from the preset power distribution network knowledge map;
and modifying the key words of the power distribution network based on the target sub-map to obtain target filling contents.
2. The method for processing the content change of the power distribution network operation file according to claim 1, wherein the monitoring of the change of the power distribution network keyword to obtain the content change of the power distribution network keyword comprises:
setting a flyback period, detecting the key words of the power distribution network in different flyback periods, and determining the changed key words of the power distribution network;
and determining the changed power distribution keywords as the changed content.
3. The method for processing content change of the power distribution network operation file according to claim 1, wherein before the acquiring of the initial filling content input by the user in the power distribution network operation file, the method further comprises: constructing the preset power distribution network knowledge graph, including:
and constructing a power distribution network knowledge graph containing power distribution operation and operation conditions as power distribution network keywords according to the enterprise power distribution network operation standard.
4. The method for processing the content change of the power distribution network operation file according to claim 1, wherein the semantic analysis of the initial filling content to extract the power distribution network keywords comprises:
splitting the initial filling content into a plurality of characteristic entries;
evaluating each characteristic entry by utilizing an evaluation function to obtain the weight of each characteristic entry;
and taking the characteristic entry of which the weight value meets a preset weight value range as the power distribution network keyword.
5. The method for processing the content change of the power distribution network operation file according to claim 1, wherein the searching the target sub-map associated with the changed content from the preset power distribution network knowledge map comprises:
taking the changed content as a search term, and searching a node associated with the search term in the preset power distribution network knowledge graph to serve as a target node;
and forming a map according to the target node to obtain the target sub-map.
6. The method for processing the content change of the power distribution network operation file according to claim 1, wherein the modifying the power distribution network keyword based on the target sub-map to obtain target filling content comprises:
determining a corresponding keyword to be modified according to the changed content;
searching a target entity associated with the changed content in the target sub-map;
and replacing the keywords to be modified with the target entity to obtain the target filling content.
7. The method for processing the content change of the power distribution network operation file according to claim 1, wherein before the searching the target sub-map associated with the changed content from the preset power distribution network knowledge map, the method further comprises:
and identifying the changed content by adopting a highlighted text mode or a color setting mode.
8. A content change processing apparatus for a power distribution network operation file, the apparatus comprising:
the acquisition module is used for acquiring initial filling contents input by a user in the power distribution network operation file;
the analysis module is used for performing semantic analysis on the initial filling content and extracting power distribution network keywords, wherein the power distribution network keywords comprise power distribution operation and corresponding operation conditions;
the monitoring module is used for carrying out change monitoring on the power distribution network keywords and acquiring the change content of the power distribution network keywords;
the searching module is used for searching a target sub-map related to the changed content from the preset power distribution network knowledge map;
and the processing module is used for modifying the power distribution network key words based on the target sub-map to obtain target filling contents.
9. Computer device comprising a memory, a processor and a computer program stored in said memory and executable on said processor, characterized in that said processor, when executing said computer program, carries out the steps of a method for handling changes in the content of a work file for an electric distribution network according to any one of claims 1 to 7.
10. A computer-readable storage medium, in which a computer program is stored, wherein the computer program, when being executed by a processor, implements the steps of the method for processing content change of an operation file of a power distribution network according to any one of claims 1 to 7.
CN202011419981.5A 2020-12-07 2020-12-07 Content change processing method of power distribution network operation file and related equipment Active CN112507129B (en)

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