A Novel Intelligent Hyperball Fuzzy Agent for Intelligent Inhabited Environments
Generally,the occupants in a same inhabited environment may have different preferences.Moreover,the occupants’ preferences change with varying space,time,etc,which desires that the intelligent agents have evolvement function.In this paper,a novel intelligent hyperball fuzzy control agent is proposed,which is embedded in the inhabited environment where it learn the user behavior in a non intrusive mode and control the environment on the user behalf to realize the intelligent ambience. First,an improved FCM fuzzy cluster method is given to determine the number of fuzzy rules.Second,the one-dimensional membership functions are replaced by the multi-dimensional membership functions.Third,a fuzzy inference algorithm is presented to calculate the initial values of fuzzy rule outputs.The proposed approaches can reduce the number of fuzzy rules and simplify the network calculation.Moreover,the fuzzy rules base can be modified online when the users’preferences changed. The simulation results demonstrated the effectiveness of the proposed approaches.
LI Hui DUAN Peiyong DUAN Chenxu
Key Laboratory of Renewable Energy Utilization Technologies in Buildings Ministry of Education;Shand School of Information and Electrical Engineering,Shandong Jianzhu University,Jinan 250101,P.R.China
国际会议
The 30th Chinese Control Conference(第三十届中国控制会议)
烟台
英文
1-5
2011-07-01（万方平台首次上网日期，不代表论文的发表时间）