| 引用本文: | 潘永平,黄道平,孙宗海.II型模糊控制综述[J].控制理论与应用,2011,28(1):13~23.[点击复制] |
| PAN Yong-ping,HUANG Dao-ping,SUN Zong-hai.Overview of type-2 fuzzy logic control[J].Control Theory and Technology,2011,28(1):13~23.[点击复制] |
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| II型模糊控制综述 |
| Overview of type-2 fuzzy logic control |
| 摘要点击 4418 全文点击 4203 投稿时间：2010-02-07 修订日期：2010-07-03 |
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| DOI编号 10.7641/j.issn.1000-8152.2011.1.CCTA100147 |
| 2011,28(1):13-23 |
| 中文关键词 II型模糊集合 II型模糊系统 不确定性 II型模糊控制器 II型自适应模糊控制器 II型自组织模糊控制器 |
| 英文关键词 type-2 fuzzy sets type-2 fuzzy logic systems uncertainty type-2 fuzzy logic controllers type-2 adaptive fuzzy controllers type-2 self-organizing fuzzy controllers |
| 基金项目 国家自然科学基金资助项目(60704012); 中央高校科研业务费资助项目(2009zm0161). |
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| 中文摘要 |
| II型模糊集合是传统I型模糊集合的扩展, 其特征是隶属度值本身为模糊集合. 基于II型模糊集合的II型模糊控制器可以同时有效地处理语言和数据不确定性, 在高不确定场合具有明显超过相应I型控制器的性能表现. 本文首先对II型模糊集合及系统理论进行了概述, 然后对II型非自适应模糊控制器II型自适应模糊控制器和II型自组织模糊控制器的研究进展分别进行了详细综述, 最后给出了本文的总结和进一步研究问题的展望. |
| 英文摘要 |
| A type-2 fuzzy set(T2-FS), which has the characteristic of its membership grades themselves being fuzzy sets, is the extension of the traditional type-1 fuzzy set(T1-FS). The type-2 fuzzy logic controller(T2-FLC) based on the T2-FS can deal with both the linguistic and the numerical uncertainty effectively. Thus it can obviously outperform its T1 counterpart under the situation of high uncertainty. We introduce the type-2 fuzzy set and the related system theory; and then, we give a detail review on the research progress of type-2 non-adaptive fuzzy controllers, type-2 adaptive fuzzy controllers and type-2 self-organizing fuzzy controllers, respectively. Finally, we propose the conclusion remarks and further research prospects of the T2-FLC. |