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  • 标题:Improving the Performances of Asynchronous Search Algorithms in Scale-Free Networks Using the Nogood Processor Technique
  • 本地全文:下载
  • 作者:Muscalagiu, Ionel ; Popa, Horia Emil ; Negru, Viorel
  • 期刊名称:COMPUTING AND INFORMATICS
  • 印刷版ISSN:1335-9150
  • 出版年度:2015
  • 卷号:34
  • 期号:1
  • 页码:254-274
  • 语种:English
  • 出版社:COMPUTING AND INFORMATICS
  • 摘要:The scale-free graphs were proposed as a generic and universal model of network topologies that exhibit power-law distributions in the connectivity of network nodes. In recent years various complex networks were identified as having a scale-free structure. Little research was done concerning the network structure for DisCSP, and in particular, for scale-free networks. The asynchronous searching techniques are characterized by the occurrence of nogood values during the search for a solution. In this article we analyze the distribution of nogood values to agents and the way how to use the information from the nogood; that is called the nogood processor technique. We examine the effect of nogood processor for networks that have a scale-free structure aiming to develop search algorithms specialized for scale-free networks of constraints, algorithms that require minimum costs for obtaining the solution. We develop a novel way for distributing nogood values to agents, thus obtaining a new hybrid search technique that uses the information from the stored nogoods. The experiments show that it is more effective for several families of asynchronous techniques; we perform tests with the model running on a cluster of computers. Also, we examine the effect of synchronization of agents' execution and of processing messages by packets in scale-free networks.
  • 关键词:Parallel and Distributed Computing;Agents; distributed constraint programming; asynchronous search break techniques; scale-free networks; nogood messages;68T42
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