慢弛豫动力学在模拟退火有限时间优化中的有效性

IF 0.5 Q4 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Complex Systems Pub Date : 2008-02-27 DOI:10.1063/1.2897906
M. Hasegawa
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引用次数: 1

摘要

通过对复杂物理系统动力学的类比,讨论了有利于模拟退火有限时间优化的比温度的来源。介绍了速率循环实验,并在实际时间尺度上对随机欧几里得旅行商问题进行了实验。在现有的系统中,有效的松弛动力学和由此产生的良好的优化性能不仅依赖于中间温度附近的搜索,而且对中间温度附近的搜索敏感。据了解,这一影响温度是由用于识别玻璃化转变的底波拉数的温度依赖性决定的。
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Effectiveness of Slow Relaxation Dynamics in Finite-Time Optimization by Simulated Annealing
The origin of the specific temperature beneficial to finite‐time optimization by simulated annealing is discussed on the analogy of the dynamics of complex physical systems. Rate‐cycling experiments are introduced and performed on practical time scales on the random Euclidean traveling salesman problems. In the present systems, the effective relaxation dynamics and the resulting good optimization performance are not only dependent on but also sensitive to the search around an intermediate temperature. This influential temperature is understood to be determined from the temperature dependence of the Deborah number used to identify glass transition.
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来源期刊
Complex Systems
Complex Systems MATHEMATICS, INTERDISCIPLINARY APPLICATIONS-
CiteScore
1.80
自引率
25.00%
发文量
18
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