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A Single Queen Single Worker Honey-Bees Approach to 3-SAT

机译:单一女王单身工人蜂蜜蜜蜂达到3套

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Modelling the behavior of social insects has attracted much research recently. Although honeybees exhibit many features that encourage their use as models for intelligent behavior, up to our knowledge, no attempt for using honey-bees as a basis for optimization has been made in the literature. Some of the features that distinguish honey-bees are division of labor, communication on the individual and group level, and cooperative behavior. This paper presents a novel search algorithm inspired by the marriage process in honey-bees. The algorithm is applied to a special class of the propositional satisfiability problems (SAT) known as 3-SAT, where each clause contains exactly three literals. Two versions of the proposed algorithm, which incorporate each a well known heuristic for SAT, are developed. The two heuristics employed for each version are GSAT and random walk. The objective of this paper is to scrutinize the algorithm and compare its behavior on 3-SAT against both heuristics alone. The analysis is undertaken using two parameters gleaned from biological concepts; these are, the colony size and the amount of time devoted for brood-care.
机译:建模社会昆虫的行为最近吸引了许多研究。虽然蜜蜂展示了许多鼓励他们用作智能行为的模型的功能,但达到我们的知识,却没有尝试使用蜂蜜蜜蜂作为优化的基础。区分蜂蜜蜜蜂的一些功能是劳动分工,对个人和群体水平的沟通,以及合作行为。本文提出了一种由蜂蜜蜜蜂婚姻过程的新型搜索算法。该算法应用于特殊类别的命题可满足问题(SAT),称为3-SAT,其中每个条款恰好包含三个文字。开发了两个所提出的算法的两个版本,它包含每个众所周知的SAT的启发式。为每个版本采用的两个启发式机器是GSAT和随机散步。本文的目的是仔细审查算法,并将其行为与单独的两个启发式相对相比。使用从生物学概念收集的两个参数进行分析;这些是,殖民地规模和致力于育雏的时间。

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