模拟退火算法:技术改进

IF 1.8 4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Rairo-Operations Research Pub Date : 1998-01-01 DOI:10.1051/RO/1998320100431
D. Delamarre, B. Virot
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引用次数: 7

摘要

我们概述了模拟退火算法的主要问题无关的顺序和并行改进技术。我们首先简要地介绍了包括标准马尔可夫模型、循环概念和最佳温度时间表在内的理论框架。循环理论在能源格局的几何形状和算法的预期行为之间产生了明确的关系。它导致设计有效的温度调度,以及通过扭曲成本函数来改进算法行为。接下来,我们将介绍并行化技术,重点关注与问题无关的同步策略。它们提供了灵活和通用的工具,允许运筹学从业者利用并行架构的计算能力。我们以一个应用程序结束。它涉及在三次图中寻找哈密顿路径。将代价函数畸变技术与并行模拟退火技术结合使用时,突出了成本函数畸变技术的有效性。
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Simulated annealing algorithm : technical improvements
We present an overview of the main problem-independent sequential and parallel amelioration techniques of the Simulated Annealing algorithm. We begin by briefly exposing the theoretical framework encompassing the standard markovian model, the notion of cycle and the optimal temperature schedules. Theory of cycles yields explicit relationships between the geometry of the energy landscape and the expected behavior of the algorithm. It leads to the design of efficient temperature schedules, as well as to improvements of the algorithm behavior by distorting the cost function. Next, we present a survey of parallelization techniques, focussing on problem-independent synchronous strategies. They provide flexible and general tools, allowing operational research practitioners to take advantage of the computational power of parallel architectures. We conclude with an application. It concerns the search for Hamiltonian paths in cubic graphs. It brings to the fore the efficiency of the cost function distortions technique, when used in combination with Parallel Simulated Annealing.
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来源期刊
Rairo-Operations Research
Rairo-Operations Research 管理科学-运筹学与管理科学
CiteScore
3.60
自引率
22.20%
发文量
206
审稿时长
>12 weeks
期刊介绍: RAIRO-Operations Research is an international journal devoted to high-level pure and applied research on all aspects of operations research. All papers published in RAIRO-Operations Research are critically refereed according to international standards. Any paper will either be accepted (possibly with minor revisions) either submitted to another evaluation (after a major revision) or rejected. Every effort will be made by the Editorial Board to ensure a first answer concerning a submitted paper within three months, and a final decision in a period of time not exceeding six months.
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