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文章摘要
基于压缩感知的综合能源数据处理
Integrated energy data processing based on Compressed Sensing
Received:June 02, 2018  Revised:June 28, 2018
DOI:10.19753/j.issn1001-1390.2019.015.015
中文关键词: 综合能源数据融合  复合数据结构  归一化过完备字典  压缩感知
英文关键词: integrated energy data fusion, composite data structure, normalized overcomplete dictionary, compressed sensing
基金项目:
Author NameAffiliationE-mail
yu hua nan Northeast Electric Power University yhn810117@163.com 
hou yong shan* Northeast Electric Power University 1509388103@qq.com 
wang he Northeast Electric Power University 794525714@qq.com 
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中文摘要:
      摘要:综合能源系统是集多种能源为一体,便利于人民生活的一种综合供能系统。综合能源信息的采集与分析是构建综合能源信息系统的基础和前提。本文提出一种基于复合数据结构压缩感知的综合能源数据压缩采集方法。首先,对综合能源数据进行分析,研究综合能源数据存储的复合数据结构,实现多源综合能源数据的数据融合;然后,利用综合能源数据设计复合数据结构的归一化过完备字典,将其应用于综合能源数据的压缩采集和信号重构;在此基础上,提出能够处理综合能源数据的压缩感知重构算法,并利用压缩感知重构对用户的综合用能特性进行分析,最后通过仿真结果验证了本文设计方法对处理综合能源数据的有效性。
英文摘要:
      Abstract: The integrated energy system is a comprehensive energy supply system which integrates many kinds of energy into one and is convenient for people"s life.The collection and analysis of comprehensive energy information is the basis and premise of building a comprehensive energy information system. In this paper, we propose a new method of integrated energy data compression and collection based on compressed sensing of composite data structure. First of all, the user comprehensive energy data analysis, composite data structure of integrated energy storage, multi-source data fusion of integrated energy data; then, the design of a composite data structure normalized over complete dictionary for comprehensive utilization of energy data acquisition, compression and signal reconstruction is applied to the comprehensive energy data; On this basis, a compressed sensing reconstruction algorithm is proposed to deal with the comprehensive energy data, and the integrated energy performance of the user is analyzed by using compressive sensing reconstruction, Finally, the simulation results verify the design method of this paper to deal with the effectiveness of the integrated energy data.
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