Distributed Computation Multi-agent System

被引:0
作者
Maja Štula
Darko Stipaničev
Josip Maras
机构
[1] University of Split,Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture
来源
New Generation Computing | 2013年 / 31卷
关键词
Multi-agent System; Formal Model of a Distributed Computation MAS; Fuzzy Cognitive Map; Artificial Neural Network; Finite State Machine;
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中图分类号
学科分类号
摘要
This article addresses a formal model of a distributed computation multi-agent system. This model has evolved from the experimental research on using multi-agent systems as a ground for developing fuzzy cognitive maps. The main paper contribution is a distributed computation multi-agent system definition and mathematical formalization based on automata theory. This mathematical formalization is tested by developing distributed computation multi-agent systems for fuzzy cognitive maps and artificial neural networks – two typical distributed computation systems. Fuzzy cognitive maps are distributed computation systems used for qualitative modeling and behavior simulation, while artificial neural networks are used for modeling and simulating complex systems by creating a non-linear statistical data model. An artificial neural network encapsulates in its structure data patterns that are hidden in the data used to create the network. Both of these systems are well suited for formal model testing. We have used evolutionary incremental development as an agent design method which has shown to be a good approach to develop multi-agent systems according to the formal model of a distributed computation multi-agent system.
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页码:187 / 209
页数:22
相关论文
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