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Heuristic Algorithms for Optimization of Task Allocation and Result Distribution in Peer-to-Peer Computing Systems

机译:用于优化对等计算系统中任务分配和结果分布的启发式算法

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摘要

Recently, distributed computing system have been gaining much attention due to a growing demand for various kinds of effective computations in both industry and academia. In this paper, we focus on Peer-to-Peer (P2P) computing systems, also called public-resource computing systems or global computing systems. P2P computing systems, contrary to grids, use personal computers and other relatively simple electronic equipment (e.g., the PlayStation console) to process sophisticated computational projects. A significant example of the P2P computing idea is the BOINC (Berkeley Open Infrastructure for Network Computing) project. To improve the performance of the computing system, we propose to use the P2P approach to distribute results of computational projects, i.e., results are transmitted in the system like in P2P file sharing systems (e.g., BitTorrent). In this work, we concentrate on offline optimization of the P2P computing system including two elements: scheduling of computations and data distribution. The objective is to minimize the system OPEX cost related to data processing and data transmission. We formulate an Integer Linear Problem (ILP) to model the system and apply this formulation to obtain optimal results using the CPLEX solver. Next, we propose two heuristic algorithms that provide results very close to an optimum and can be used for larger problem instances than those solvable by CPLEX or other ILP solvers.
机译:近来,由于工业界和学术界对各种有效计算的需求的增长,分布式计算系统已经引起了很多关注。在本文中,我们专注于对等(P2P)计算系统,也称为公共资源计算系统或全局计算系统。与网格相反,P2P计算系统使用个人计算机和其他相对简单的电子设备(例如PlayStation控制台)来处理复杂的计算项目。 P2P计算思想的一个重要例子是BOINC(伯克利开放式网络计算基础设施)项目。为了提高计算系统的性能,我们建议使用P2P方法来分发计算项目的结果,即结果像在P2P文件共享系统(例如BitTorrent)中一样在系统中传输。在这项工作中,我们专注于P2P计算系统的离线优化,包括两个元素:计算调度和数据分发。目的是最小化与数据处理和数据传输有关的系统OPEX成本。我们制定了整数线性问题(ILP)以对系统建模,并使用CPLEX求解器应用此公式以获得最佳结果。接下来,我们提出两种启发式算法,它们提供的结果非常接近最佳值,并且可用于比CPLEX或其他ILP求解器可解决的问题更大的问题实例。

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