| SIRMS BASED INTERVAL TYPE-2 FUZZY INFERENCE SYSTEMS: PROPERTIES AND APPLICATION |
| Li, Chengdong; Yi, Jianqiang
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发表期刊 | INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL
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| 2010-09-01
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卷号 | 6期号:9页码:4019-4028 |
文章类型 | Article
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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
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关键词[WOS] | STABILIZATION
; ALGORITHMS
; CONTROLLER
; LOGIC
; SETS
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收录类别 | SCI
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语种 | 英语
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WOS研究方向 | Automation & Control Systems
; Computer Science
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WOS类目 | Automation & Control Systems
; Computer Science, Artificial Intelligence
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WOS记录号 | WOS:000281745700013
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引用统计 |
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文献类型 | 期刊论文
|
条目标识符 | http://ir.ia.ac.cn/handle/173211/4147
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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
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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.
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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.
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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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