ENCODING PRIOR KNOWLEDGE INTO DATA DRIVEN DESIGN OF INTERVAL TYPE-2 FUZZY LOGIC SYSTEMS
文献类型：期刊论文
| 作者 | Li, Chengdong1,2; Yi, Jianqiang2 ; Wang, Tiechao2
|
| 刊名 | INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL
 |
| 出版日期 | 2011-03-01 |
| 卷号 | 7期号:3页码:1133-1144 |
| 关键词 | Information fusion Type-2 fuzzy Least squares algorithm Prior knowledge |
| 英文摘要 | In system identification or modeling problems, interval type-2 fuzzy logic systems (IT2FISs), which have obvious advantages for handling different sources of uncertainties, are usually constructed only using the information from sample data. This paper tries to utilize the information from both sample data and prior knowledge to design IT2FLSs to compensate the insufficiency of the information from single knowledge source. First, sufficient conditions on the antecedent and consequent parameters of IT2FLSs are given to ensure that the prior knowledge can be incorporated into IT2FLSs and three kinds of prior knowledge - bounded range, symmetry (odd and even) and monotonicity (increasing and decreasing) - are explored. Then, design of IT2FLSs using the information from both sample data and prior knowledge is transformed to the constrained least squares optimization problem. At last, to show the superiority of the proposed method, simulations and comparisons are made. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Automation & Control Systems ; Computer Science, Artificial Intelligence |
| 研究领域[WOS] | Automation & Control Systems ; Computer Science |
| 关键词[WOS] | INCORPORATING PRIOR KNOWLEDGE ; NETWORKS |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000288522600010 |
| 公开日期 | 2015-12-24 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/9734]  |
| 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, Tiechao. ENCODING PRIOR KNOWLEDGE INTO DATA DRIVEN DESIGN OF INTERVAL TYPE-2 FUZZY LOGIC SYSTEMS[J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL,2011,7(3):1133-1144. |
| APA | Li, Chengdong,Yi, Jianqiang,&Wang, Tiechao.(2011).ENCODING PRIOR KNOWLEDGE INTO DATA DRIVEN DESIGN OF INTERVAL TYPE-2 FUZZY LOGIC SYSTEMS.INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL,7(3),1133-1144. |
| MLA | Li, Chengdong,et al."ENCODING PRIOR KNOWLEDGE INTO DATA DRIVEN DESIGN OF INTERVAL TYPE-2 FUZZY LOGIC SYSTEMS".INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL 7.3(2011):1133-1144. |
入库方式： OAI收割
来源：自动化研究所
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