基于Stigmergic构造的优化方法的初步表述

A. Velivelli, K. Bryden
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引用次数: 10

摘要

基于符号的污名化方法,如蚁群优化算法,已被用于解决网络优化、调度问题和其他可以可视化为有向图的优化问题。然而,基于半结构污名的优化方法,如通过集体构建进行协调的研究很少。本文提出了一种新的方法,其中agent-directed stigmergic construction的过程被引入作为一种通用的优化工具。这种新方法的发展涉及采用以前在虚拟空间中对柱头结构构建的工作,并将基于统计力学的技术应用于柱头结构构建过程中产生的数据。在此基础上,提出了一种独特的求解优化问题的程序,该程序可以模拟半结构的柱头能过程,如柱头能构造。
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Initial Formulation of an Optimization Method Based on Stigmergic Construction
Sign-based stigmergic methods such as the ant colony optimization algorithm have been used to solve network optimization, scheduling problems, and other optimization problems that can be visualized as directed graphs. However, there has been little research focused on the use of optimization methods based on sematectonic stigmergy, such as coordination through collective construction. This paper develops a novel approach where the process of agent-directed stigmergic construction is introduced as a general optimization tool. The development of this new approach involves adopting previous work on stigmergic construction to a virtual space and applying statistical mechanics-based techniques to data produced during the stigmergic construction process. From this a unique procedure for solving optimization problems using a computational procedure that simulates sematectonic stigmergic processes such as stigmergic construction is proposed.
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