固态退火处理器灵活可控动态冷却方法提高组合优化性能

Genta Inoue, Daiki Okonogi, Thiem Van Chu, Jaehoon Yu, Masato Motomura, Kazushi Kawamura
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引用次数: 0

摘要

最近提出的一种动态冷却方法可以在固态退火处理器的计算过程中实现自动伪温度控制。虽然这可能是一种提高优化性能的实用方法,但其有效性仅在一种退火策略上得到了验证。另一方面,另一项研究声称退火计算可以通过自适应地使用多个策略来加快计算速度。在本文中,我们提出了一种灵活可控的动态冷却方法,适用于各种策略,其次是一种降低退火系统采样频率的方法。仿真结果表明,该方法适用于多种策略,可以有效地引入退火处理器。
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Flexibly Controllable Dynamic Cooling Methods for Solid-State Annealing Processors to Improve Combinatorial Optimization Performance
A recently proposed dynamic cooling method enables automatic pseudo-temperature control in the computing process on solid-state annealing processors. Though it may be a practical approach to improve the optimization performance, its effectiveness has been verified only on one annealing policy. On the other hand, another work has claimed that annealing computation can speed up by adaptively utilizing multiple policies. In this paper, we propose a flexibly controllable dynamic cooling method effective for various policies, followed by a method to reduce the sampling frequency on an annealing system. Simulation results have demonstrated that our approach works well for several policies and can be introduced into annealing processors efficiently.
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