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Hybrid Genetic Algorithms for Solving Winner Determination Problem in Combinatorial Double Auction in Grid

机译:网格组合双拍卖中赢家确定问题的混合遗传算法

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Nowadays, since grid has been turned to commercialization, using economic methods such as auction methods are appropriate for resource allocation because of their decentralized nature. Combinatorial double auction has emerged as a major model in the economy and is a good approach for resource allocation in which participants of grid, give their requests once to the combination of resources instead of giving them to different resources multiple times. One problem with the combinatorial double auction is the efficient allocation of resources to derive the maximum benefit. This problem is known as winner determination problem (WDP) and is an NP-hard problem. So far, many methods have been proposed to solve this problem and genetic algorithm is one of the best ones. In this paper, two types of hybrid genetic algorithms were presented to improve the efficiency of genetic algorithm for solving the winner determination problem. The results showed that the proposed algorithms had good efficiency and led to better answers. DOI: http://dx.doi.org/10.11591/ij-ai.v1i2.443.
机译:如今,由于网格已转向商业化,因此使用经济方法(例如拍卖方法)由于其分散的性质而适合进行资源分配。组合式双向拍卖已成为经济中的主要模型,并且是资源分配的一种好方法,在这种方法中,网格参与者将其请求一次提交给资源组合,而不是多次给他们不同的资源。组合式双重拍卖的一个问题是有效分配资源以获得最大利益。此问题称为获胜者确定问题(WDP),是NP难题。迄今为止,已经提出了许多解决该问题的方法,而遗传算法是最好的方法之一。本文提出了两种类型的混合遗传算法,以提高遗传算法解决获胜者确定问题的效率。结果表明,所提算法具有较高的效率,并能得到较好的答案。 DOI:http://dx.doi.org/10.11591/ij-ai.v1i2.443。

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