Monotonic type-2 fuzzy neural network and its application to thermal comfort prediction

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	Monotonic type-2 fuzzy neural network and its application to thermal comfort prediction
	Li, Chengdong 1; Yi, Jianqiang2 ; Wang, Ming 1; Zhang, Guiqing 1
刊名	NEURAL COMPUTING & APPLICATIONS
	2013-12-01
卷号	23 期号:7-8 页码:1987-1998
关键词	Type-2 fuzzy Neural network Monotonicity Constrained least squares method Gradient descent algorithm Thermal comfort
英文摘要	This paper studies the monotonic type-2 fuzzy neural network (T2FNN), which can be adopted in many identification and prediction problems where the monotonicity property between the inputs and outputs is required. Sufficient conditions on the parameters of the T2FNN are first presented to ensure the monotonicity between the inputs and outputs. Then, data-driven design model for the monotonic T2FNN is built. Also, under the monotonicity constraints, a hybrid algorithm is provided to optimize the parameters of the monotonic T2FNN. This hybrid algorithm utilizes the constrained least squares method and the penalty function-based gradient descent algorithm to realize reasonable parameter initialization and optimization. At last, an application to the thermal comfort index prediction is given to verify the effectiveness of the monotonic T2FNN. Comparisons with other methods are also made.
WOS标题词	Science & Technology ; Technology
类目[WOS]	Computer Science, Artificial Intelligence
研究领域[WOS]	Computer Science
关键词[WOS]	LOGIC SYSTEMS ; CONTROLLER ; DESIGN ; MODEL
收录类别	SCI
语种	英语
WOS记录号	WOS:000326889800018
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/4164]
专题	自动化研究所_综合信息系统研究中心
作者单位	1.Shandong Jianzhu Univ, Sch Informat & Elect Engn, Jinan 250101, Peoples R China 2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Li, Chengdong,Yi, Jianqiang,Wang, Ming,et al. Monotonic type-2 fuzzy neural network and its application to thermal comfort prediction[J]. NEURAL COMPUTING & APPLICATIONS,2013,23(7-8):1987-1998.
APA	Li, Chengdong,Yi, Jianqiang,Wang, Ming,&Zhang, Guiqing.(2013).Monotonic type-2 fuzzy neural network and its application to thermal comfort prediction.NEURAL COMPUTING & APPLICATIONS,23(7-8),1987-1998.
MLA	Li, Chengdong,et al."Monotonic type-2 fuzzy neural network and its application to thermal comfort prediction".NEURAL COMPUTING & APPLICATIONS 23.7-8(2013):1987-1998.