Clustered Computing with NetLogo for the evaluation of asynchronous search techniques

I. Muscalagiu, H. Popa, J. Vidal
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引用次数: 6

Abstract

Distributed Constraint programming is a programming approach used to describe and solve large classes of problems such as searching, combinatorial and planning problems. A Distributed Constraint Satisfaction is a constraint satisfaction problem in which variables and constraints are distributed among multiple agents. Modelling and simulation are essential tools in many areas of science and engineering, including computer science. The purpose of this article is to present an open-source tools in NetLogo for implementation and evaluation of the asynchronous searching techniques for a great number of agents, tool that can be run on a cluster of computers. Also, in this paper we have developed a methodology to run the NetLogo models in a cluster computing environment or on a single machine, varying both parameter values and/or random number of agents. Such a tool allows using various search techniques also the evaluation and analysis of performances of the techniques for the asynchronous searching techniques, the study of agents behaviour in several situations, like the priority order of the agents, the synchronous and asynchronous case, apparition of delays in message transmission, leading, therefore, to identifying possible enhancements of the performances of asynchronous search techniques.
用NetLogo进行集群计算的异步搜索技术评价
分布式约束编程是一种用于描述和解决诸如搜索、组合和规划问题等大类问题的编程方法。分布式约束满足是指变量和约束分布在多个agent之间的约束满足问题。建模和仿真是包括计算机科学在内的许多科学和工程领域的重要工具。本文的目的是在NetLogo中提供一个开源工具,用于实现和评估大量代理的异步搜索技术,该工具可以在计算机集群上运行。此外,在本文中,我们开发了一种在集群计算环境或单台机器上运行NetLogo模型的方法,可以改变参数值和/或随机数量的代理。这样的工具允许使用各种搜索技术,也可以评估和分析异步搜索技术的性能,研究代理在几种情况下的行为,如代理的优先顺序,同步和异步情况,消息传输延迟的显现,从而确定异步搜索技术性能的可能增强。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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