Fuzzy Cognitive Maps Learning Using Particle Swarm Optimization

ELPINIKI I. PAPAGEORGIOU; KONSTANTINOS E. PARSOPOULOS; CHRYSOSTOMOS S. STYLIOS; PETROS P. GROUMPOS; MICHAEL N. VRAHATIS

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Fuzzy Cognitive Maps Learning Using Particle Swarm Optimization

机译：基于粒子群算法的模糊认知图学习

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This paper introduces a new learning algorithm for Fuzzy Cognitive Maps, which is based on the application of a swarm intelligence algorithm, namely Particle Swarm Optimization. The proposed approach is applied to detect weight matrices that lead the Fuzzy Cognitive Map to desired steady states, thereby refining the initial weight approximation provided by the experts. This is performed through the minimization of a properly defined objective function. This novel method overcomes some deficiencies of other learning algorithms and, thus, improves the efficiency and robustness of Fuzzy Cognitive Maps. The operation of the new method is illustrated on an industrial process control problem, and the obtained simulation results support the claim that it is robust and efficient.

机译：本文介绍了一种新的模糊认知图学习算法，该算法基于群体智能算法的应用，即粒子群算法。所提出的方法用于检测将模糊认知图引导至所需稳态的权重矩阵，从而完善专家提供的初始权重近似值。这是通过最小化适当定义的目标函数来完成的。这种新颖的方法克服了其他学习算法的一些不足，从而提高了模糊认知图的效率和鲁棒性。在工业过程控制问题上说明了该新方法的操作，并且所获得的仿真结果支持了该方法的鲁棒性和有效性。

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来源
《Journal of Intelligent Information Systems》 |2005年第1期|p.95-121|共27页
作者
ELPINIKI I. PAPAGEORGIOU; KONSTANTINOS E. PARSOPOULOS; CHRYSOSTOMOS S. STYLIOS; PETROS P. GROUMPOS; MICHAEL N. VRAHATIS;
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作者单位

Department of Electrical and Computer Engineering, University of Patras Artificial Intelligence Research Center (UPAIRC), University of Patras, GR-26500 Patras, Greece;

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正文语种 eng
中图分类计算技术、计算机技术;
关键词
fuzzy cognitive maps; particle swarm optimization; swarm intelligence; soft computing;

机译：模糊认知图;粒子群优化;群智能;软计算;

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2. Improving fuzzy cognitive maps learning through memetic particle swarm optimization [J] . Petalas YG, Parsopoulos KE, Vrahatis MN Soft computing: A fusion of foundations, methodologies and applications . 2009,第1期

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4. A first study of fuzzy cognitive maps learning using particle swarm optimization [C] . Parsopoulos, K.E., Papageorgiou, Evolutionary Computation, 2003. CEC '03. The 2003 Congress on . 2003

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7. Fuzzy cognitive maps learning using particle swarm optimization [O] . Elpiniki I. Papageorgiou 2008

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8. Innovative Knowledge-Based System Using Fuzzy Cognitive Maps for Command and Control An Innovative Knowledge-Based System Using Fuzzy Cognitive Maps for Command and Control [R] . Bechtel, J. H. 1997

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Fuzzy Cognitive Maps Learning Using Particle Swarm Optimization

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