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Dynamic Distributed Resource Allocation: A Distributed Constraint Satisfaction Approach

机译:动态分布式资源分配:分布式约束满足方法

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In distributed resource allocation a set of agents must assign their resources to a set of tasks. This problem arises in many real-world domains such as distributed sensor networks, disaster rescue, hospital scheduling and others. Despite the variety of approaches proposed for distributed resource allocation, a systematic formalization of the problem, explaining the different sources of difficulties, and a formal explanation of the strengths and limitations of key approaches is missing. We take a step towards this goal by proposing a formalization of distributed resource allocation that represents both dynamic and distributed aspects of the problem. We define four categories of difficulties of the problem. To address this formalized problem, the paper defines the notion of Dynamic Distributed Constraint Satisfaction Problem (DyDCSP). The central contribution of the paper is a generalized mapping from distributed resource allocation to DyDCSP. This mapping is proven to correctly perform resource allocation problems of specific difficulty. This theoretical results is verified in practice by an implementation on a real-world distributed sensor network.
机译:在分布式资源分配中,一组代理必须将其资源分配给一组任务。许多现实世界领域都出现了这个问题,例如分布式传感器网络,灾难救援,医院调度等。尽管提出了各种方法,提出了分布式资源分配,问题的系统形式化,解释了不同困难的来源,以及对关键方法的优势和局限性的正式解释缺失。我们通过提出分布式资源分配的形式化来迈向这一目标,该分布式资源分配代表了问题的动态和分布式方面。我们确定问题的四类困难。为了解决这个正式的问题,本文定义了动态分布式约束满足问题的概念(DyDCSP)。纸张的中央贡献是从分布式资源分配到DyDCSP的广义映射。证明该映射是正确执行特定难度的资源分配问题。通过在实际分布式传感器网络上的实施方式在实践中验证了该理论结果。

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