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SIRMS BASED INTERVAL TYPE-2 FUZZY INFERENCE SYSTEMS: PROPERTIES AND APPLICATION
Li, Chengdong; Yi, Jianqiang
发表期刊INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL
2010-09-01
卷号6期号:9页码:4019-4028
文章类型Article
摘要The single input rule modules (SIRMs) based type-1 fuzzy inference systems (SIRM-TIFIS.s), which assign each input item, with a rule module, can greatly reduce the number of fuzzy rules and have found lots of applications. This paper extends SIBM-T1FISs to the interval type-2 case to achieve better performance. Furthermore, the properties of the SIRMs based interval type-2 fuzzy inference systems (SIRM-IT2FISs) are investigated. These properties are focused on clarifying the relationships of different fuzzy inference systems (FISs): I) the relationships between SIBM-IT2FISs and their corresponding Takagi-Sugeno (TS) IT2FISs, 2) the relationships between SIRM-1T2FISs and TS T1FISs. These results can help us to deepen our understanding of the SIRMs based FISs. At last, an application to the anti-swing and positioning control of an overhead crane system is given to show the effectiveness of the SIRM-IT2FIS, and comparisons with other control methods are made to demonstrate the superiority of the SIRM-IT2FIS.
关键词Single Input Rule Module (Shim) Fuzzy Inference System Type-2 Fuzzy Set
WOS标题词Science & Technology ; Technology
关键词[WOS]STABILIZATION ; ALGORITHMS ; CONTROLLER ; LOGIC ; SETS
收录类别SCI
语种英语
WOS研究方向Automation & Control Systems ; Computer Science
WOS类目Automation & Control Systems ; Computer Science, Artificial Intelligence
WOS记录号WOS:000281745700013
引用统计
被引频次:14[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/4147
专题综合信息系统研究中心
作者单位Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
第一作者单位中国科学院自动化研究所
推荐引用方式
GB/T 7714
Li, Chengdong,Yi, Jianqiang. SIRMS BASED INTERVAL TYPE-2 FUZZY INFERENCE SYSTEMS: PROPERTIES AND APPLICATION[J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL,2010,6(9):4019-4028.
APA Li, Chengdong,&Yi, Jianqiang.(2010).SIRMS BASED INTERVAL TYPE-2 FUZZY INFERENCE SYSTEMS: PROPERTIES AND APPLICATION.INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL,6(9),4019-4028.
MLA Li, Chengdong,et al."SIRMS BASED INTERVAL TYPE-2 FUZZY INFERENCE SYSTEMS: PROPERTIES AND APPLICATION".INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL 6.9(2010):4019-4028.
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