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首页> 外文期刊>IAENG Internaitonal journal of computer science >A Scheme of Resource Allocation for Heterogeneous Services in Peer-to-peer Networks using Particle Swarm Optimization
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A Scheme of Resource Allocation for Heterogeneous Services in Peer-to-peer Networks using Particle Swarm Optimization

机译:基于粒子群算法的对等网络异构服务资源分配方案

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摘要

This paper considers reasonable resource allocation for heterogeneous services in peer-to-peer (P2P) networks, and presents a utility maximization model for bandwidth allocation of service providers. We firstly consider elastic services with concave utility functions and find that the optimal bandwidth allocation exists. Then we focus on heterogeneous services, where inelastic services with sigmoidal utility functions are coexisting with elastic services. The resource allocation model for heterogenous services is an intrinsically difficult problem of nonconvex optimization, resulting in difficulty of traditional gradient-based algorithm to obtain the optimum. In order to overcome it, we apply Particle Swarm Optimization (PSO) to revolve the model, propose a heuristic algorithm for resource allocation, and verify the results with simulation results.
机译:本文考虑了对等(P2P)网络中异构服务的合理资源分配,并提出了一种用于服务提供商带宽分配的效用最大化模型。我们首先考虑具有凹效用函数的弹性服务,发现存在最优带宽分配。然后,我们关注异构服务,其中具有S型效用函数的非弹性服务与弹性服务共存。异构服务的资源分配模型是非凸优化的一个固有难题,导致传统的基于梯度的算法难以获得最优。为了克服它,我们应用粒子群优化(PSO)对模型进行旋转,提出一种启发式资源分配算法,并用仿真结果验证了结果。

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