Algorithmic mechanism design for load balancing in distributed systems

Daniel Grosu, Anthony T. Chronopoulos
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引用次数: 35

Abstract

Computational grids are large scale computing systems composed of geographically distributed resources (computers, storage etc.) owned by self interested agents or organizations. These agents may manipulate the resource allocation algorithm for their own benefit and their selfish behavior may lead to severe performance degradation and poor efficiency. In this paper we investigate the problem of designing protocols for resource allocation involving selfish agents. Solving this kind of problem is the object of mechanism design theory. Using this theory we design a truthful mechanism for solving the static load balancing problem in heterogeneous distributed systems. We prove that by using the optimal allocation algorithm the output function admits a truthful payment scheme satisfying voluntary participation. We derive a protocol that implements our mechanism and present experiments to show its effectiveness.
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分布式系统负载均衡算法机制设计
计算网格是由地理上分布的资源(计算机、存储等)组成的大规模计算系统,这些资源由自利的代理或组织拥有。这些代理可能会为了自己的利益而操纵资源分配算法,他们的自私行为可能会导致严重的性能下降和效率低下。本文研究了涉及自私主体的资源分配协议设计问题。解决这类问题是机制设计理论的目标。利用这一理论,我们设计了一个真实的机制来解决异构分布式系统中的静态负载平衡问题。通过使用最优分配算法,证明了输出函数允许一个满足自愿参与的真实支付方案。我们推导了一个协议来实现我们的机制,并给出了实验来证明它的有效性。
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