CN111797081A - A system and method for evaluating the quality of power operation monitoring data - Google Patents
A system and method for evaluating the quality of power operation monitoring data Download PDFInfo
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Abstract
Description
技术领域technical field
本发明涉及电力运营监测技术领域,尤其涉及一种电力运营监控数据质量评估系统及方法。The invention relates to the technical field of power operation monitoring, and in particular, to a system and method for evaluating the quality of power operation monitoring data.
背景技术Background technique
电力市场运营系统也称为电力市场技术支持系统,是一个涉及面广、内容复杂、各专业联系密切的综合信息处理系统。The power market operation system is also called the power market technical support system.
国内外电力市场改革实践及电力市场理论中的交易模式、电价体系、交易类型、竞争与监管的内容,融入了经济学相关理论和系统工程学观点,分析了电力市场运营系统的总体结构、支持平台及各子系统的功能配置,着重对电能量计量系统、能量管理系统、市场分析与预测系统、交易管理系统、报价辅助决策系统与报价处理系统进行了深入的探讨,同时对合同管理系统、结算系统和交易信息系统作了一般性的介绍。The domestic and foreign power market reform practice and the transaction mode, electricity price system, transaction type, competition and supervision content in the electricity market theory, integrates the relevant economics theories and system engineering viewpoints, and analyzes the overall structure and support of the electricity market operation system. The functional configuration of the platform and each subsystem focuses on the in-depth discussion of the electric energy metering system, energy management system, market analysis and forecasting system, transaction management system, quotation auxiliary decision-making system and quotation processing system. Settlement systems and transaction information systems are described in general.
现有的电力运营监控数据质量评估系统不能够将抽象的电力运营监控数据质量评估转化为直观的量化评估结果反馈,不能够实现数据质量的定性和定量评估,降低了整体数据质量评估效率和容错能力。The existing power operation monitoring data quality evaluation system cannot convert the abstract power operation monitoring data quality evaluation into intuitive quantitative evaluation result feedback, and cannot realize the qualitative and quantitative evaluation of data quality, which reduces the overall data quality evaluation efficiency and fault tolerance. ability.
发明内容SUMMARY OF THE INVENTION
本发明的目的是为了解决现有技术中存在电力运营监控数据质量评估系统不能够将抽象的电力运营监控数据质量评估转化为直观的量化评估结果反馈,不能够实现数据质量的定性和定量评估,降低了整体数据质量评估效率和容错能力的缺点,而提出的一种电力运营监控数据质量评估系统及方法。The purpose of the present invention is to solve the problem in the prior art that the power operation monitoring data quality evaluation system cannot convert the abstract power operation monitoring data quality evaluation into intuitive quantitative evaluation result feedback, and cannot realize the qualitative and quantitative evaluation of data quality, The shortcomings of overall data quality assessment efficiency and fault tolerance are reduced, and a data quality assessment system and method for power operation monitoring are proposed.
为了实现上述目的,本发明采用了如下技术方案:In order to achieve the above object, the present invention adopts the following technical solutions:
一种电力运营监控数据质量评估系统,包括启动模块、电力信息输入模块、数据添加模块、数据分析模块、数据存储模块、数据抽取模块、历史数据模块、数据对比模块、异常分析模块、异常报警模块、数据反馈模块、判断模块、质量分析模块、数据统计模块、结果输出模块和结束模块,所述启动模块与电力信息输入模块相连接,所述数据添加模块与电力信息输入模块相连接,所述电力信息输入模块与数据分析模块相连接,所述数据分析模块与数据存储模块相连接,所述数据存储模块与数据抽取模块相连接,所述数据分析模块和历史数据模块均与数据对比模块相连接,所述数据对比模块与异常分析模块相连接,所述异常分析模块与异常报警模块相连接,所述数据对比模块与数据反馈模块相连接,所述数据反馈模块与判断模块相连接,所述判断模块与质量分析模块相连接,所述质量分析模块与数据统计模块相连接,所述数据统计模块与结果输出模块相连接,所述结果输出模块与结束模块相连接。A power operation monitoring data quality evaluation system, comprising a startup module, a power information input module, a data addition module, a data analysis module, a data storage module, a data extraction module, a historical data module, a data comparison module, an abnormality analysis module, and an abnormality alarm module , data feedback module, judgment module, quality analysis module, data statistics module, result output module and end module, the startup module is connected with the power information input module, the data addition module is connected with the power information input module, the The power information input module is connected with the data analysis module, the data analysis module is connected with the data storage module, the data storage module is connected with the data extraction module, and both the data analysis module and the historical data module are connected with the data comparison module. The data comparison module is connected with the abnormality analysis module, the abnormality analysis module is connected with the abnormality alarm module, the data comparison module is connected with the data feedback module, the data feedback module is connected with the judgment module, and the data feedback module is connected with the judgment module. The judgment module is connected with the quality analysis module, the quality analysis module is connected with the data statistics module, the data statistics module is connected with the result output module, and the result output module is connected with the end module.
优选的,所述数据添加模块包括文字数据添加单元、图片数据添加单元、符号数据添加单元和视频数据添加单元,所述文字数据添加单元与图片数据添加单元相连接,所述图片数据添加单元与符号数据添加单元相连接,所述符号数据添加单元与视频数据添加单元相连接。Preferably, the data adding module includes a text data adding unit, a picture data adding unit, a symbol data adding unit and a video data adding unit, the text data adding unit is connected with the picture data adding unit, and the picture data adding unit is connected to The symbol data adding unit is connected, and the symbol data adding unit is connected with the video data adding unit.
优选的,所述数据抽取模块包括输入数据信息单元、数据查询单元、数据弹出单元和数据抽取选择单元,所述输入数据信息单元与数据查询单元相连接,所述数据查询单元与数据弹出单元相连接,所述数据弹出单元与数据抽取选择单元相连接。Preferably, the data extraction module includes an input data information unit, a data query unit, a data pop-up unit and a data extraction selection unit, the input data information unit is connected with the data query unit, and the data query unit is connected with the data pop-up unit connected, the data pop-up unit is connected with the data extraction and selection unit.
优选的,所述数据分析模块包括文字数据分析单元、图片数据分析单元、符号数据分析单元和视频数据分析单元,所述文字数据分析单元与图片数据分析单元相连接,所述图片数据分析单元与符号数据分析单元相连接,所述符号数据分析单元与视频数据分析单元相连接。Preferably, the data analysis module includes a text data analysis unit, a picture data analysis unit, a symbol data analysis unit and a video data analysis unit, the text data analysis unit is connected with the picture data analysis unit, and the picture data analysis unit is connected to The symbol data analysis unit is connected, and the symbol data analysis unit is connected with the video data analysis unit.
优选的,所述数据统计模块包括异常数据统计单元、字表统计单元、统计汇总单元和结果打印单元,所述异常数据统计单元与字表统计单元相连接,所述字表统计单元与统计汇总单元相连接,所述统计汇总单元与结果打印单元相连接。Preferably, the data statistics module includes an abnormal data statistics unit, a word table statistics unit, a statistics summary unit and a result printing unit, the abnormal data statistics unit is connected with the word table statistics unit, and the word table statistics unit is connected with the statistics summary The unit is connected, and the statistical summary unit is connected with the result printing unit.
一种电力运营监控数据质量评估方法,包括以下步骤:A method for evaluating the quality of power operation monitoring data, comprising the following steps:
S1:通过启动模块启动评估系统,然后通过电力信息输入模块输入电力运营监控数据,当遗漏部分数据时,通过数据添加模块添加数据,然后数据分析模块对输入的电力运营监控数据进行分析,数据分析模块同时会复制一份数据导入到数据存储模块进行保存,当需要提取保存的数据时,只需要通过数据抽取模块即可提取数据信息;S1: Start the evaluation system through the startup module, and then input the power operation monitoring data through the power information input module. When part of the data is missing, add data through the data addition module, and then the data analysis module analyzes the input power operation monitoring data. Data analysis At the same time, the module will copy a copy of the data and import it into the data storage module for storage. When the saved data needs to be extracted, the data information can be extracted only through the data extraction module;
S2:数据分析模块分析后与历史数据模块结合,并通过数据对比模块进行对比,当对比结果中存在异常数据时,异常分析模块会对异常数据进行异常分析,并通过异常报警模块进行报警提示;S2: After the data analysis module analyzes, it is combined with the historical data module, and compared through the data comparison module. When there is abnormal data in the comparison result, the abnormality analysis module will carry out abnormal analysis on the abnormal data, and give an alarm through the abnormal alarm module;
S3:对比结果中的非异常数据通过数据反馈模块进行反馈,然后判断模块对数据反馈模块反馈的信息进行判断,判断完成后通过质量分析模块对数据的质量进行分析,分析完成后通过数据统计模块进行数据统计,并通过结果输出模块输出电力运营监控数据质量评估的结果,结束模块结束整个进程。S3: The non-abnormal data in the comparison result is fed back through the data feedback module, and then the judgment module judges the information fed back by the data feedback module. After the judgment is completed, the quality of the data is analyzed by the quality analysis module, and after the analysis is completed, the data statistics module is used. Carry out data statistics, and output the results of power operation monitoring data quality assessment through the result output module, and end the module to end the entire process.
优选的,所述S1中,通过数据添加模块添加数据时,首选通过文字数据添加单元对文字数据进行添加,文字数据添加完成后,通过图片数据添加单元对图片数据进行添加,图片数据添加后,再通过符号数据添加单元对符号数据进行添加,最后进行视频数据添加。Preferably, in the S1, when adding data through the data adding module, it is preferred to add text data through a text data adding unit. After the text data is added, the image data is added through the image data adding unit. Then, the symbol data is added by the symbol data adding unit, and finally the video data is added.
优选的,所述S1中,数据抽取模块抽取数据时,首选输入数据信息,然后数据抽取模块对输入的信息进行查询,查询完成后会弹出查询的结果,最后通过数据抽取选择单元选择需要抽取的数据。Preferably, in the S1, when the data extraction module extracts data, it is preferred to input data information, and then the data extraction module queries the input information. data.
优选的,所述S1中,数据分析模块首先对输入数据的文字信息进行分析,文字数据信息分析完成后对输入数据的图片信息进行分析,图片信息分析完成后对输入数据的符号信息进行分析,符号信息分析完成后对输入数据的视频信息进行分析。Preferably, in the S1, the data analysis module first analyzes the text information of the input data, analyzes the picture information of the input data after the text data information analysis is completed, and analyzes the symbol information of the input data after the image information analysis is completed, After the symbol information analysis is completed, the video information of the input data is analyzed.
优选的,所述S3中,数据统计模块首先对异常数据进行统计,然后对多个字表进行数据统计,在统计完成后进行汇总,并将汇总结果通过结果打印单元进行打印。Preferably, in the S3, the data statistics module first performs statistics on abnormal data, then performs data statistics on a plurality of word lists, summarizes after the statistics are completed, and prints the aggregated results through the result printing unit.
本发明中,所述一种电力运营监控数据质量评估系统及方法,通过启动模块启动评估系统,然后通过电力信息输入模块输入电力运营监控数据,当遗漏部分数据时,通过数据添加模块添加数据,通过数据添加模块添加数据时,首选通过文字数据添加单元对文字数据进行添加,文字数据添加完成后,通过图片数据添加单元对图片数据进行添加,图片数据添加后,再通过符号数据添加单元对符号数据进行添加,最后进行视频数据添加,然后数据分析模块对输入的电力运营监控数据进行分析,数据分析模块首先对输入数据的文字信息进行分析,文字数据信息分析完成后对输入数据的图片信息进行分析,图片信息分析完成后对输入数据的符号信息进行分析,符号信息分析完成后对输入数据的视频信息进行分析,数据分析模块同时会复制一份数据导入到数据存储模块进行保存,当需要提取保存的数据时,只需要通过数据抽取模块即可提取数据信息,数据抽取模块抽取数据时,首选输入数据信息,然后数据抽取模块对输入的信息进行查询,查询完成后会弹出查询的结果,最后通过数据抽取选择单元选择需要抽取的数据,数据分析模块分析后与历史数据模块结合,并通过数据对比模块进行对比,当对比结果中存在异常数据时,异常分析模块会对异常数据进行异常分析,并通过异常报警模块进行报警提示,对比结果中的非异常数据通过数据反馈模块进行反馈,然后判断模块对数据反馈模块反馈的信息进行判断,判断完成后通过质量分析模块对数据的质量进行分析,分析完成后通过数据统计模块进行数据统计,数据统计模块首先对异常数据进行统计,然后对多个字表进行数据统计,在统计完成后进行汇总,并将汇总结果通过结果打印单元进行打印,并通过结果输出模块输出电力运营监控数据质量评估的结果,结束模块结束整个进程。In the present invention, the power operation monitoring data quality evaluation system and method, start the evaluation system through the startup module, then input the power operation monitoring data through the power information input module, and add data through the data addition module when part of the data is missing, When adding data through the data addition module, it is preferred to add text data through the text data addition unit. After the text data addition is completed, the image data is added through the image data addition unit. After the image data is added, the symbol data addition unit is used to add the symbols. The data is added, and finally the video data is added, and then the data analysis module analyzes the input power operation monitoring data. The data analysis module first analyzes the text information of the input data, and after the text data information analysis is completed, the picture information of the input data is analyzed. Analysis, after the image information analysis is completed, the symbol information of the input data is analyzed. After the symbol information analysis is completed, the video information of the input data is analyzed. At the same time, the data analysis module will copy a copy of the data and import it into the data storage module for saving. When saving data, you only need to extract data information through the data extraction module. When the data extraction module extracts data, the first choice is to input data information, and then the data extraction module queries the input information. After the query is completed, the query result will pop up. Finally, The data to be extracted is selected by the data extraction selection unit. After the data analysis module analyzes, it is combined with the historical data module, and compared through the data comparison module. When there is abnormal data in the comparison result, the abnormal data analysis module will perform abnormal analysis. And through the abnormal alarm module to give an alarm prompt, the non-abnormal data in the comparison result is fed back through the data feedback module, and then the judgment module judges the information fed back by the data feedback module, and after the judgment is completed, the quality of the data is analyzed by the quality analysis module. After the analysis is completed, the data statistics module is used for data statistics. The data statistics module first collects statistics on abnormal data, and then performs data statistics on multiple word tables. After the statistics are completed, the summary results are printed through the result printing unit, and Output the result of power operation monitoring data quality assessment through the result output module, and end the module to end the whole process.
本发明能够将抽象的电力运营监控数据质量评估转化为直观的量化评估结果反馈,实现了数据质量的定性和定量评估,大大提高了整体数据质量评估效率和容错能力,高工作效率和电力系统运行可靠性。The invention can convert the abstract power operation monitoring data quality evaluation into intuitive quantitative evaluation result feedback, realize the qualitative and quantitative evaluation of the data quality, greatly improve the overall data quality evaluation efficiency and fault tolerance, high work efficiency and power system operation reliability.
附图说明Description of drawings
图1为本发明提出的一种电力运营监控数据质量评估系统的框图示意图;1 is a schematic block diagram of a power operation monitoring data quality assessment system proposed by the present invention;
图2为本发明提出的一种电力运营监控数据质量评估系统的数据添加模块的框图示意图;2 is a schematic block diagram of a data addition module of a power operation monitoring data quality assessment system proposed by the present invention;
图3为本发明提出的一种电力运营监控数据质量评估系统的数据抽取模块的框图示意图;3 is a schematic block diagram of a data extraction module of a power operation monitoring data quality assessment system proposed by the present invention;
图4为本发明提出的一种电力运营监控数据质量评估系统的数据分析模块的框图示意图;4 is a schematic block diagram of a data analysis module of a power operation monitoring data quality assessment system proposed by the present invention;
图5为本发明提出的一种电力运营监控数据质量评估系统的数据统计模块的框图示意图。FIG. 5 is a schematic block diagram of a data statistics module of a power operation monitoring data quality assessment system proposed by the present invention.
具体实施方式Detailed ways
下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本发明一部分实施例,而不是全部的实施例。The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only a part of the embodiments of the present invention, but not all of the embodiments.
参照图1-5,一种电力运营监控数据质量评估系统,包括启动模块、电力信息输入模块、数据添加模块、数据分析模块、数据存储模块、数据抽取模块、历史数据模块、数据对比模块、异常分析模块、异常报警模块、数据反馈模块、判断模块、质量分析模块、数据统计模块、结果输出模块和结束模块,所述启动模块与电力信息输入模块相连接,所述数据添加模块与电力信息输入模块相连接,所述电力信息输入模块与数据分析模块相连接,所述数据分析模块与数据存储模块相连接,所述数据存储模块与数据抽取模块相连接,所述数据分析模块和历史数据模块均与数据对比模块相连接,所述数据对比模块与异常分析模块相连接,所述异常分析模块与异常报警模块相连接,所述数据对比模块与数据反馈模块相连接,所述数据反馈模块与判断模块相连接,所述判断模块与质量分析模块相连接,所述质量分析模块与数据统计模块相连接,所述数据统计模块与结果输出模块相连接,所述结果输出模块与结束模块相连接。1-5, a power operation monitoring data quality evaluation system, including a startup module, a power information input module, a data addition module, a data analysis module, a data storage module, a data extraction module, a historical data module, a data comparison module, an exception Analysis module, abnormal alarm module, data feedback module, judgment module, quality analysis module, data statistics module, result output module and end module, the startup module is connected with the power information input module, and the data addition module is connected with the power information input module The modules are connected, the power information input module is connected with the data analysis module, the data analysis module is connected with the data storage module, the data storage module is connected with the data extraction module, the data analysis module and the historical data module are connected All are connected with the data comparison module, the data comparison module is connected with the abnormality analysis module, the abnormality analysis module is connected with the abnormality alarm module, the data comparison module is connected with the data feedback module, and the data feedback module is connected with the abnormality alarm module. The judgment module is connected, the judgment module is connected with the quality analysis module, the quality analysis module is connected with the data statistics module, the data statistics module is connected with the result output module, and the result output module is connected with the end module .
本发明中,数据添加模块包括文字数据添加单元、图片数据添加单元、符号数据添加单元和视频数据添加单元,文字数据添加单元与图片数据添加单元相连接,图片数据添加单元与符号数据添加单元相连接,符号数据添加单元与视频数据添加单元相连接。In the present invention, the data adding module includes a text data adding unit, a picture data adding unit, a symbol data adding unit and a video data adding unit, the text data adding unit is connected with the picture data adding unit, and the picture data adding unit is connected with the symbol data adding unit The symbol data adding unit is connected with the video data adding unit.
本发明中,数据抽取模块包括输入数据信息单元、数据查询单元、数据弹出单元和数据抽取选择单元,输入数据信息单元与数据查询单元相连接,数据查询单元与数据弹出单元相连接,数据弹出单元与数据抽取选择单元相连接。In the present invention, the data extraction module includes an input data information unit, a data query unit, a data pop-up unit and a data extraction selection unit, the input data information unit is connected with the data query unit, the data query unit is connected with the data pop-up unit, and the data pop-up unit Connect with the data extraction selection unit.
本发明中,数据分析模块包括文字数据分析单元、图片数据分析单元、符号数据分析单元和视频数据分析单元,文字数据分析单元与图片数据分析单元相连接,图片数据分析单元与符号数据分析单元相连接,符号数据分析单元与视频数据分析单元相连接。In the present invention, the data analysis module includes a text data analysis unit, a picture data analysis unit, a symbol data analysis unit and a video data analysis unit, the text data analysis unit is connected with the picture data analysis unit, and the picture data analysis unit is connected with the symbol data analysis unit connected, the symbol data analysis unit is connected with the video data analysis unit.
本发明中,数据统计模块包括异常数据统计单元、字表统计单元、统计汇总单元和结果打印单元,异常数据统计单元与字表统计单元相连接,字表统计单元与统计汇总单元相连接,统计汇总单元与结果打印单元相连接。In the present invention, the data statistics module includes an abnormal data statistics unit, a word table statistics unit, a statistics summary unit and a result printing unit, the abnormal data statistics unit is connected with the word table statistics unit, the word table statistics unit is connected with the statistics summary unit, and the statistics The summary unit is connected with the result printing unit.
一种电力运营监控数据质量评估方法,包括以下步骤:A method for evaluating the quality of power operation monitoring data, comprising the following steps:
S1:通过启动模块启动评估系统,然后通过电力信息输入模块输入电力运营监控数据,当遗漏部分数据时,通过数据添加模块添加数据,然后数据分析模块对输入的电力运营监控数据进行分析,数据分析模块同时会复制一份数据导入到数据存储模块进行保存,当需要提取保存的数据时,只需要通过数据抽取模块即可提取数据信息;S1: Start the evaluation system through the startup module, and then input the power operation monitoring data through the power information input module. When part of the data is missing, add data through the data addition module, and then the data analysis module analyzes the input power operation monitoring data. Data analysis At the same time, the module will copy a copy of the data and import it into the data storage module for storage. When the saved data needs to be extracted, the data information can be extracted only through the data extraction module;
S2:数据分析模块分析后与历史数据模块结合,并通过数据对比模块进行对比,当对比结果中存在异常数据时,异常分析模块会对异常数据进行异常分析,并通过异常报警模块进行报警提示;S2: After the data analysis module analyzes, it is combined with the historical data module, and compared through the data comparison module. When there is abnormal data in the comparison result, the abnormality analysis module will carry out abnormal analysis on the abnormal data, and give an alarm through the abnormal alarm module;
S3:对比结果中的非异常数据通过数据反馈模块进行反馈,然后判断模块对数据反馈模块反馈的信息进行判断,判断完成后通过质量分析模块对数据的质量进行分析,分析完成后通过数据统计模块进行数据统计,并通过结果输出模块输出电力运营监控数据质量评估的结果,结束模块结束整个进程。S3: The non-abnormal data in the comparison result is fed back through the data feedback module, and then the judgment module judges the information fed back by the data feedback module. After the judgment is completed, the quality of the data is analyzed by the quality analysis module, and after the analysis is completed, the data statistics module is used. Carry out data statistics, and output the results of power operation monitoring data quality assessment through the result output module, and end the module to end the entire process.
本发明中,S1中,通过数据添加模块添加数据时,首选通过文字数据添加单元对文字数据进行添加,文字数据添加完成后,通过图片数据添加单元对图片数据进行添加,图片数据添加后,再通过符号数据添加单元对符号数据进行添加,最后进行视频数据添加。In the present invention, in S1, when adding data through the data adding module, the text data is preferably added by the text data adding unit. After the text data is added, the image data is added by the image data adding unit. After the image data is added, the image data is added. The symbol data is added by the symbol data adding unit, and finally the video data is added.
本发明中,S1中,数据抽取模块抽取数据时,首选输入数据信息,然后数据抽取模块对输入的信息进行查询,查询完成后会弹出查询的结果,最后通过数据抽取选择单元选择需要抽取的数据。In the present invention, in S1, when the data extraction module extracts data, the first choice is to input data information, and then the data extraction module queries the input information. After the query is completed, the query result will pop up, and finally the data to be extracted is selected by the data extraction selection unit. .
本发明中,S1中,数据分析模块首先对输入数据的文字信息进行分析,文字数据信息分析完成后对输入数据的图片信息进行分析,图片信息分析完成后对输入数据的符号信息进行分析,符号信息分析完成后对输入数据的视频信息进行分析。In the present invention, in S1, the data analysis module first analyzes the text information of the input data, analyzes the picture information of the input data after the text data information analysis is completed, and analyzes the symbol information of the input data after the picture information analysis is completed. After the information analysis is completed, the video information of the input data is analyzed.
本发明中,S3中,数据统计模块首先对异常数据进行统计,然后对多个字表进行数据统计,在统计完成后进行汇总,并将汇总结果通过结果打印单元进行打印。In the present invention, in S3, the data statistics module first performs statistics on abnormal data, then performs data statistics on a plurality of word tables, summarizes after the statistics are completed, and prints the aggregated results through the result printing unit.
以上显示和描述了本发明的基本原理和主要特征和本发明的优点,对于本领域技术人员而言,显然本发明不限于上述示范性实施例的细节,而且在不背离本发明的精神或基本特征的情况下,能够以其他的具体形式实现本发明。因此,无论从哪一点来看,均应将实施例看作是示范性的,而且是非限制性的,本发明的范围由所附权利要求而不是上述说明限定,因此旨在将落在权利要求的等同要件的含义和范围内的所有变化囊括在本发明内。不应将权利要求中的任何附图标记视为限制所涉及的权利要求。While the basic principles and main features and advantages of the present invention have been shown and described above, it will be apparent to those skilled in the art that the present invention is not limited to the details of the above-described exemplary embodiments, but without departing from the spirit or essential aspects of the present invention. In the case of the characteristic features, the present invention can be implemented in other specific forms. Therefore, the embodiments are to be regarded in all respects as illustrative and not restrictive, and the scope of the invention is defined by the appended claims rather than the foregoing description, which are therefore intended to fall within the scope of the appended claims. All changes within the meaning and range of the equivalents of , are included in the present invention. Any reference signs in the claims shall not be construed as limiting the involved claim.
此外,应当理解,虽然本说明书按照实施方式加以描述,但并非每个实施方式仅包含一个独立的技术方案,说明书的这种叙述方式仅仅是为清楚起见,本领域技术人员应当将说明书作为一个整体,各实施例中的技术方案也可以经适当组合,形成本领域技术人员可以理解的其他实施方式。In addition, it should be understood that although this specification is described in terms of embodiments, not each embodiment only includes an independent technical solution, and this description in the specification is only for the sake of clarity, and those skilled in the art should take the specification as a whole , the technical solutions in each embodiment can also be appropriately combined to form other implementations that can be understood by those skilled in the art.
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