Why Modeling Complex Dynamic Systems using Fuzzy Cognitive Maps

P. Groumpos
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引用次数: 1

Abstract

The difficult problem of modeling Complex Dynamic Systems (CDS) is carefully reviewed. Main characteristics of CDS are considered and analyzed. Today’s mathematical models and approaches cannot provide satisfactory answers to the challenging problems of the society. The key problem of complex dynamic systems and control theory consists in the development of methods of qualitative analysis of the dynamics and behavior of such systems and in the construction of efficient control algorithms for their efficient operation. The purpose of control to bring the system to a point of its phase space which corresponds to maximal or minimal value of the chosen efficiency criterion is reviewed and analyzed. The reasons for using Fuzzy Cognitive Maps (FCMs) in modeling Complex dynamic Systems are provided. The basics of FCMs are briefly presented. An illustrative example is considered and interesting results are presented and discussed.
为什么用模糊认知图建模复杂的动态系统
对复杂动态系统(CDS)的建模难题进行了详细的讨论。分析了CDS的主要特点。今天的数学模型和方法不能为社会上具有挑战性的问题提供满意的答案。复杂动态系统和控制理论的关键问题在于发展对这些系统的动力学和行为进行定性分析的方法,并构建有效的控制算法以使其有效运行。回顾和分析了控制的目的,即使系统在相空间中达到所选效率准则的最大值或最小值。给出了在复杂动态系统建模中使用模糊认知图的原因。简要介绍了fcm的基础知识。考虑了一个说明性的例子,并提出和讨论了有趣的结果。
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