Tianyi Zhao
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基于多维ANFIS的T-S模糊控制规则聚类获取方法
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Indexed by:期刊论文

Date of Publication:2010-07-15

Journal:大连理工大学学报

Included Journals:EI、PKU、ISTIC、CSCD、Scopus

Volume:50

Issue:4

Page Number:580-585

ISSN No.:1000-8608

Key Words:ANFIS;多输入系统;T-S模型;聚类;规则获取

Abstract:T-S模糊模型与自适应神经模糊推理系统(ANFIS)的结合便于描述多输入系统模糊控制规则.为解决规则前件过多时传统ANFIS结构导致的维数灾难问题,同时进一步提高ANFIS对于复杂系统T-S规则在线获取速度,首先采用多维输入向量对ANFIS网络进行修正,在此基础上提出了T-S模糊控制规则聚类获取方法;其次,利用所提出的方法分别对倒立摆和二阶滞后系统进行了控制仿真,该方法同Mamdani规则自组织模糊控制的控制效果比较表明两者的最大超调量、振荡次数、过渡时间基本一致,上升时间要较Mamdani模糊控制器缩短3个采样周期,控制规则较Mamdani控制器减少了45条.

Personal information

Associate Professor
Supervisor of Doctorate Candidates
Supervisor of Master's Candidates

Main positions:Deputy Director, Department of Civil Engineering, Dalian University of Technology

Other Post:Member of APEC EGEE&C Group

Gender:Male

Alma Mater:Harbin Institute of Technology

Degree:Doctoral Degree

School/Department:Institute of Building Energy, Dalian University of Technology

Discipline:Heat and Gas Supply, Ventilation and Air Conditioning Engineering

Business Address:417 Room, Houxing Building

Contact Information:Email:zhaotianyi@dlut.edu.cn Office:86-411-84707734

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