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基于主成分分析在建筑能源管理中的探讨
引用本文:于丹,张雪,王晨,李聪,李冉,刘紫祺,孙鹏.基于主成分分析在建筑能源管理中的探讨[J].建筑节能,2017(7).
作者姓名:于丹  张雪  王晨  李聪  李冉  刘紫祺  孙鹏
作者单位:1. 北京建筑大学 环境与能源工程学院,北京,100044;2. 中国建筑科学研究院,北京,100013
基金项目:"十三五"国家重点研发计划:基于能耗数据的用能设备智能管理与能源调控关键技术研发,建筑室内颗粒物污染特征及其被动控制策略研究,北京建筑大学供热供燃气通风及空调工程北京市重点实验室资助项目
摘    要:应对气候变化、实现可持续发展战略、不断提高建筑物能效水平已成为当今世界共同面临的问题。中国根据目前经济发展水平及建筑业普遍情况,开展专项节能减排工作,通过对能耗水平的统计分析,实现超低耗能建筑,推广近零能耗建筑。通过运用主成分分析方法对能耗数据进行挖掘,并借助SPSS软件对北京市某建筑进行能耗分析和诊断。结果表明,主成分分析是一种有效的能耗评价方法,分析结论与实际情况极为吻合。PCA在建筑能耗统计分析领域及节能管理中将有广阔的应用前景。

关 键 词:主成分分析  节能减排  建筑能耗  能源管理

Building Energy Management Based on Principal Component Analysis
YU Dan,ZHANG Xue,WANG Chen,LI Cong,LI Ran,LIU Zi-qi,SUN Peng.Building Energy Management Based on Principal Component Analysis[J].Construction Conserves Energy,2017(7).
Authors:YU Dan  ZHANG Xue  WANG Chen  LI Cong  LI Ran  LIU Zi-qi  SUN Peng
Abstract:Tackling climate change,achieving sustainable development strategies,and continuously improving building energy efficiency are common problem facing the world today.Chinese government carries out special work for energy conservation and emissions reduction according to the current level of economic development and construction general situation,achieves low energy consumption building based on the statistical analysis of energy consumption level,and promotes the nearly zero energy building.The Principal Component Analysis(PCA)is applied to dig the energy consumption data.The SPSS is utilized to analyze and evaluate the energy of a building in Beijing.The results show that the PCA is an effective energy evaluation method,its analysis results coincide with the actual situation.PCA in the field of building energy consumption statistics and analysis will have broad application prospects.
Keywords:principal component analysis  energy-saving and emission-reduction  building energy consumption  energy management
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