A hybrid decision support system for sustainable office building renovation and energy performance improvement

被引:242
|
作者
Juan, Yi-Kai [1 ,3 ]
Gao, Peng [2 ]
Wang, Jie [3 ]
机构
[1] Natl Taiwan Univ Sci & Technol, Dept Architecture, Taipei 106, Taiwan
[2] Tongji Univ, Dept Traff & Transportat Engn, Shanghai, Peoples R China
[3] Stanford Univ, Ctr Sustainable Dev & Global Competitiveness, Stanford, CA 94305 USA
关键词
Decision support system; Office buildings; Sustainable renovation; Energy performance; Heuristic best-first algorithms; Genetic algorithms; GENETIC ALGORITHM; OPTIMIZATION;
D O I
10.1016/j.enbuild.2009.09.006
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Energy consumption of buildings accounts for around 20-40% of all energy consumed in advanced countries. Over the last decade, more and more global organizations are investing significant resources to create sustainably built environments, emphasizing sustainable building renovation processes to reduce energy consumption and carbon dioxide emissions. This study develops an integrated decision support system to assess existing office building conditions and to recommend an optimal set of sustainable renovation actions, considering trade-offs between renovation cost, improved building quality, and environmental impacts. A hybrid approach that combines A* graph search algorithm with genetic algorithms (GA) is used to analyze all possible renovation actions and their trade-offs to develop the optimal solution. A two-stage system validation is performed to demonstrate the practical application of the hybrid approach: zero-one goal programming (ZOGP) and genetic algorithms are adopted to validate the effectiveness of the algorithm. A real-world renovation project is introduced to validate differences in energy performance projected for the renovation solution suggested by the system. The results reveal that the proposed hybrid system is more computationally effective than either ZOGP or GA alone. The system's suggested renovation actions would provide substantial energy performance improvements to the real project if implemented. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:290 / 297
页数:8
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