模拟退火与动态扰动:一种方法的优化

W. C. Jackson, M.E. McDowell
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引用次数: 7

摘要

作者回顾了传统的模拟退火算法,给出了过程的物理类比和算法的形式化陈述,并通过使用动态摄动函数对经典的模拟退火过程进行了修改。对于50个城市的旅行推销员问题,这种修改被证明产生了显著的性能改进。作者提出了一种将航空航天问题映射为优化问题的方法,通过模拟退火来解决,并在三个示例航空航天工程问题上演示了这种方法:空中交通管制,飞机任务规划和信号路径切换。
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Simulated annealing with dynamic perturbations: a methodology for optimization
The authors review the traditional simulated annealing algorithm, presenting physical analogies of the process and a formal statement of the algorithm, and propose a modification to the classical simulated annealing process through the use of dynamic perturbation functions. This modification is shown to yield a significant improvement in performance for the 50-city traveling salesman problem. The authors suggest a methodology for mapping aerospace problems into optimization problems to be solved by simulated annealing and demonstrate this methodology on three sample aerospace engineering problems: air traffic control, aircraft mission planning, and signal path switching.<>
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