CN114240087A - Data analysis system based on power supply service data - Google Patents
Data analysis system based on power supply service data Download PDFInfo
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- CN114240087A CN114240087A CN202111437233.4A CN202111437233A CN114240087A CN 114240087 A CN114240087 A CN 114240087A CN 202111437233 A CN202111437233 A CN 202111437233A CN 114240087 A CN114240087 A CN 114240087A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0631—Resource planning, allocation, distributing or scheduling for enterprises or organisations
- G06Q10/06315—Needs-based resource requirements planning or analysis
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/21—Design, administration or maintenance of databases
- G06F16/215—Improving data quality; Data cleansing, e.g. de-duplication, removing invalid entries or correcting typographical errors
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/242—Query formulation
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/248—Presentation of query results
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q50/00—Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
- G06Q50/06—Electricity, gas or water supply
Abstract
The application discloses data analysis system based on power supply service data mainly relates to the technical field of data analysis and is used for solving the technical problems that the existing professional data is low in efficiency and serious in information isolated island phenomenon. The system comprises: the data acquisition module is used for acquiring original power supply service data; the data cleaning module is used for determining the effective rate corresponding to the original power supply service data so as to determine the effective power supply service data; the power supply service command module is used for determining the corresponding content of the effective power supply service data about the preset keyword; adding the effective power supply service data and the corresponding content related to the preset keywords to a preset power supply data analysis database; and the data analysis module is used for generating a keyword research and judgment report. According to the system, invalid original power supply service data are removed, the data value is improved, the power supply service data are integrally analyzed, and the problems that problem analysis is not comprehensive and the like are solved.
Description
Technical Field
The application relates to the technical field of data analysis, in particular to a data analysis system based on power supply service data.
Background
With the continuous development of the economic society, the new structure of the social economy, the new normal state of kinetic energy conversion, the new trend of electric power reformation and the new requirements of customer service are faced. The traditional thinking habits and working modes need to be changed urgently, the pivot effect of a new service system of a power supply service command center is played by means of emerging technologies such as 'big cloud moving intelligence', a power supply service data analysis system with more intelligent analysis, more accurate command, more efficient work and higher service quality is established, the problems that each power supply service data is low in efficiency, severe in information island phenomenon, various in report forms, low in data visualization level, incomplete in problem analysis and the like are solved, the intelligent decision level and the quick response capability are improved, and the customer acquisition feeling and satisfaction are improved.
Disclosure of Invention
In view of the above-mentioned deficiencies of the prior art, the present invention provides a data analysis system based on power supply service data to solve the above-mentioned technical problems.
The embodiment of the application provides a data analysis system based on power supply service data, and the system comprises: the data acquisition module is used for acquiring original power supply service data; the data cleaning module is used for determining the effective rate corresponding to the original power supply service data through a deep learning algorithm so as to determine the original power supply service data with the effective rate larger than a preset effective threshold value as effective power supply service data; the power supply service command module is used for determining the corresponding content of the effective power supply service data about the preset keyword according to the effective power supply service data, the preset keyword and a preset keyword extraction algorithm; adding the effective power supply service data and the corresponding content related to the preset keywords to a preset power supply data analysis database; and the data analysis module is used for generating a study and judgment report corresponding to the preset keywords according to the preset keywords, the power supply data analysis database and the preset data module.
In one implementation manner of the present application, the data obtaining module includes: the system comprises a system interface unit, a data acquisition unit and a database unit; the system interface unit is used for connecting a data system to be acquired; wherein, the data system that waits to gather includes at least: the system comprises a power supply service command system, a national power grid system, an integrated order management system, a power distribution automation system, a marketing business application system and a power utilization information acquisition system; the data acquisition unit is used for acquiring original power supply service data in a data system to be acquired through a robot process automation algorithm; and the database unit is used for updating a preset original power supply service database according to the original power supply service data.
In an implementation manner of the present application, according to a preset keyword, a power supply data analysis database and a preset data module, a study and judgment report corresponding to the preset keyword is generated, which specifically includes: the data analysis module determines a plurality of corresponding effective power supply service data of the preset keywords in the power supply data analysis database as data to be analyzed; acquiring analysis keywords corresponding to data to be analyzed; determining a conclusion area of the data to be analyzed in a preset study and judgment conclusion database according to the analysis keywords; determining a conclusion type corresponding to the data to be analyzed in a conclusion area according to the data to be analyzed and the conclusion area; determining a study result corresponding to the data to be analyzed from a study result database according to the conclusion type; and then generating a study and judgment report corresponding to the preset keywords.
In an implementation manner of the present application, the data screening module is configured to determine core type data, power supply device type data, and client type data in the effective power supply service data according to the effective power supply service data and a preset data screening algorithm.
In one implementation of the present application, the system further comprises: a visualization module; the visualization module comprises an equipment data display unit, a client data display unit and a core data display unit; the equipment data display unit is used for generating an equipment data visualization image according to the type data of the power supply equipment and a preset equipment display template; the client data display unit is used for generating a client data visual image according to the client type data and a preset client display template; and the core data display unit is used for generating a core data visual image according to the core type data and a preset core display template.
In one implementation of the present application, the system further comprises: the data monitoring module is used for determining dangerous effective power supply service data and preset keywords corresponding to the dangerous effective power supply service data according to the effective power supply service data and a preset safety threshold database; to generate a maintenance terminal corresponding to the maintenance thought to the keyword.
In one implementation of the present application, the system further comprises: and the business management module is used for monitoring the executed operation of the power supply service data so as to record the operation in a business management log text.
In one implementation manner of the present application, the effective power supply service data includes device basic data, service basic data, power supply service basic data, distribution network operation inspection command data, service quality management data, distribution network operation technical data, device data, and customer data; the preset keywords comprise equipment basic keywords, service basic keywords, power supply service basic keywords, distribution network operation and inspection command keywords, service quality management keywords, distribution network operation technology keywords, equipment keywords and client keywords.
As can be appreciated by those skilled in the art, the present invention has at least the following beneficial effects: invalid original power supply service data are removed through the data cleaning module, and the data value is improved; the effective original power supply service data of different professional data are fused through the power supply service command module, so that the information isolated island phenomenon is avoided; the power supply service data are integrally analyzed through the data analysis module and the power supply data analysis database, the problems of incomplete problem analysis and the like are avoided, the intelligent decision level and the response capability are improved, and the customer acquisition feeling and the customer satisfaction degree are improved.
Drawings
Some embodiments of the disclosure are described below with reference to the accompanying drawings, in which:
fig. 1 is a schematic diagram of an internal structure of a data analysis system based on power supply service data according to an embodiment of the present application.
Detailed Description
It should be understood by those skilled in the art that the embodiments described below are only preferred embodiments of the present disclosure, and do not mean that the present disclosure can be implemented only by the preferred embodiments, which are merely for explaining the technical principles of the present disclosure and are not intended to limit the scope of the present disclosure. All other embodiments that can be derived by one of ordinary skill in the art from the preferred embodiments provided by the disclosure without undue experimentation will still fall within the scope of the disclosure.
It should also be noted that the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus. Without further limitation, an element defined by the phrase "comprising an … …" does not exclude the presence of other like elements in a process, method, article, or apparatus that comprises the element.
The technical solutions proposed in the embodiments of the present application are described in detail below with reference to the accompanying drawings.
Fig. 1 is a data analysis system based on power supply service data according to an embodiment of the present disclosure. As shown in fig. 1, the data analysis system provided in the embodiment of the present application mainly includes: a data acquisition module 110, a data cleansing module 120, a power service command module 130, and a data analysis module 140.
The data obtaining module 110 may be any feasible device capable of obtaining data.
By way of example, the data acquisition module 110 includes: a system interface unit 111, a data acquisition unit 112, and a database unit 113. The system interface unit 111 is used for connecting a data system to be acquired; wherein, the data system that waits to gather includes at least: the system comprises a power supply service command system, a national power grid system, an integrated order management system, a power distribution automation system, a marketing business application system, a power utilization information acquisition system and the like. And the access system can be increased according to the actual requirement. And the data acquisition unit 112 is configured to acquire original power supply service data in the data system to be acquired through a robot process automation algorithm. Illustratively, the robot process automation algorithm is an rpa (robotic process automation) auto-acquisition algorithm. The database unit 113 is configured to update a preset original power supply service database according to the original power supply service data.
The data cleansing module 120 contains a trained deep learning algorithm that, after training is completed, is able to obtain valid power service data from a number of original power service data. Specifically, the effective rate of the original power supply service data is determined through a deep learning algorithm, and the original power supply service data with the effective rate larger than a preset threshold value is determined to be effective power supply service data. It should be noted that the effective power supply service data at least includes device basic data, service basic data, power supply service basic data, distribution network operation and inspection command data, service quality management data, distribution network operation technical data, device data, and customer data.
The power supply service directing module 130 includes a trained preset keyword extraction algorithm, which can determine a plurality of preset keywords corresponding to the effective power supply service data, and further can obtain corresponding contents of the effective power supply service data about the preset keywords; and adding the effective power supply service data and the corresponding content to a preset power supply data analysis database. It should be noted that the preset keywords at least include device basis keywords, service basis keywords, power supply service basis keywords, distribution network operation inspection command keywords, service quality management keywords, distribution network operation technology keywords, device keywords, and customer keywords.
The data analysis module 140 is a device capable of generating a keyword study report according to a preset keyword, a power supply data analysis database and a preset data module.
As an example, the data analysis module 140 determines a plurality of valid power supply service data corresponding to preset keywords in the power supply data analysis database as data to be analyzed; acquiring analysis keywords corresponding to data to be analyzed; determining a conclusion area of the data to be analyzed in a preset study and judgment conclusion database according to the analysis keywords; determining a conclusion type corresponding to the data to be analyzed in a conclusion area according to the data to be analyzed and the conclusion area; determining a study result corresponding to the data to be analyzed from a study result database according to the conclusion type; and then generating a study and judgment report corresponding to the preset keywords. It should be noted that the conclusion research and development database is composed of a plurality of conclusion statements, and the conclusion statements are set in different conclusion area classes and conclusion type classes according to the content and types of the conclusion statements.
The system may determine the type of the effective power service data according to the effective power service data.
Illustratively, the system further comprises: the data screening module 150 is configured to determine core type data, power supply device type data, and client type data in the plurality of effective power supply service data according to the effective power supply service data and a preset data screening algorithm. It should be noted that the preset data screening algorithm is a trained algorithm capable of screening out core type data, power supply equipment type data and client type data from a plurality of effective power supply service data.
In addition, the system can also generate a device data visualization image, a customer data visualization image and a core data visualization image according to the type of the effective power supply service data.
Illustratively, the system further comprises: a visualization module 160; the visualization module 160 includes a device data presentation unit 161, a customer data presentation unit 162, and a core data presentation unit 163. The device data display unit 161 is configured to generate a device data visualization image according to the power supply device type data and a preset device display template; the client data display unit 162 is used for generating a client data visualization image according to the client type data and a preset client display template; the core data display unit 163 is configured to generate a core data visualization image according to the core type data and a preset core display template. It should be noted that the preset device display template, the preset client display template, and the preset core display template may be obtained through a plurality of experiments by those skilled in the art.
In addition, the system may also monitor active power service data.
Illustratively, the system further comprises: the data monitoring module 170 is configured to determine a preset keyword corresponding to the dangerous effective power supply service data according to the effective power supply service data and a preset safety threshold database; to generate a maintenance terminal corresponding to the maintenance thought to the keyword.
In addition, the system may also monitor subsequent operations corresponding to the valid power service data.
Illustratively, the system further comprises: and the service management module 180 is configured to monitor an operation performed by the power supply service data, so as to record the operation in a service management log text.
Based on the above description, those skilled in the art can understand that the invention removes invalid original power supply service data through the data cleaning module 120, thereby improving data value; the effective original power supply service data of different professional data are fused through the power supply service command module 130, so that the information isolated island phenomenon is avoided; the data analysis module 140 and the power supply data analysis database realize the integral analysis of the power supply service data, avoid the problems of incomplete problem analysis and the like, improve the level and response capability of intelligent decision, and improve the acquisition feeling and satisfaction degree of customers.
So far, the technical solutions of the present disclosure have been described in connection with the foregoing embodiments, but it is easily understood by those skilled in the art that the scope of the present disclosure is not limited to only these specific embodiments. The technical solutions in the above embodiments can be split and combined, and equivalent changes or substitutions can be made on related technical features by those skilled in the art without departing from the technical principles of the present disclosure, and any changes, equivalents, improvements, and the like made within the technical concept and/or technical principles of the present disclosure will fall within the protection scope of the present disclosure.
Claims (8)
1. A data analysis system based on power supply service data is characterized in that,
the data acquisition module is used for acquiring original power supply service data;
the data cleaning module is used for determining the effective rate corresponding to the original power supply service data through a deep learning algorithm so as to determine the original power supply service data with the effective rate larger than a preset effective threshold value as effective power supply service data;
the power supply service command module is used for determining the corresponding content of the effective power supply service data about the preset keyword according to the effective power supply service data, the preset keyword and a preset keyword extraction algorithm; adding effective power supply service data and corresponding content related to the preset keywords to a preset power supply data analysis database;
and the data analysis module is used for generating a study and judgment report corresponding to the preset keywords according to the preset keywords, the power supply data analysis database and the preset data module.
2. The power supply service data based data analysis system of claim 1,
the data acquisition module comprises: the system comprises a system interface unit, a data acquisition unit and a database unit;
the system interface unit is used for connecting a data system to be acquired; wherein, the data system to be collected at least comprises: the system comprises a power supply service command system, a national power grid system, an integrated order management system, a power distribution automation system, a marketing business application system and a power utilization information acquisition system;
the data acquisition unit is used for acquiring original power supply service data in a data system to be acquired through a robot process automation algorithm;
and the database unit is used for updating a preset original power supply service database according to the original power supply service data.
3. The power supply service data-based data analysis system according to claim 1, wherein the generating of the judgment report corresponding to the preset keyword according to the preset keyword, the power supply data analysis database and the preset data module specifically comprises:
the data analysis module determines a plurality of corresponding effective power supply service data of the preset keywords in the power supply data analysis database as data to be analyzed;
acquiring an analysis keyword corresponding to the data to be analyzed;
determining a conclusion area of the data to be analyzed in a preset research and judgment conclusion database according to the analysis keywords;
determining a conclusion type corresponding to the data to be analyzed in the conclusion area according to the data to be analyzed and the conclusion area;
determining the judging result corresponding to the data to be analyzed from the judging result database according to the type of the conclusion;
and then generating a study and judgment report corresponding to the preset keywords.
4. The power supply service data based data analysis system of claim 1, wherein the system further comprises:
and the data screening module is used for determining core type data, power supply equipment type data and client type data in the effective power supply service data according to the effective power supply service data and a preset data screening algorithm.
5. The power supply service data based data analysis system of claim 4, wherein the system further comprises: a visualization module;
the visualization module comprises an equipment data display unit, a client data display unit and a core data display unit;
the equipment data display unit is used for generating an equipment data visualization image according to the power supply equipment type data and a preset equipment display template;
the client data display unit is used for generating a client data visual image according to the client type data and a preset client display template;
and the core data display unit is used for generating a core data visual image according to the core type data and a preset core display template.
6. The power supply service data based data analysis system of claim 1, wherein the system further comprises:
the data monitoring module is used for determining dangerous effective power supply service data and preset keywords corresponding to the dangerous effective power supply service data according to the effective power supply service data and a preset safety threshold database; so as to generate a maintenance terminal corresponding to the keyword.
7. The power supply service data based data analysis system of claim 1, wherein the system further comprises: and the business management module is used for monitoring the executed operation of the power supply service data so as to record the operation in a business management log text.
8. The power supply service data based data analysis system of claim 1,
the effective power supply service data comprises equipment basic data, service basic data, power supply service basic data, distribution network operation and inspection command data, service quality management data, distribution network operation technical data, equipment data and customer data;
the preset keywords comprise equipment basic keywords, service basic keywords, power supply service basic keywords, distribution network operation and inspection command keywords, service quality management keywords, distribution network operation technology keywords, equipment keywords and client keywords.
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| Application Number | Priority Date | Filing Date | Title |
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| CN202111437233.4A CN114240087A (en) | 2021-11-29 | 2021-11-29 | Data analysis system based on power supply service data |
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