Replica Exchange MCMC Hardware With Automatic Temperature Selection and Parallel Trial.

Keivan Dabiri,Mehrdad Malekmohammadi,Ali Sheikholeslami,Hirotaka Tamura

IEEE Transactions on Parallel and Distributed Systems（2020）

引用 22|浏览22

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摘要

A replica exchange Markov Chain Monte Carlo (MCMC) engine is developed with automatic temperature adjustment for solving combinatorial optimization problems by minimizing the energy of the Ising model. The automatic temperature adjustment scheme ensures that the MCMC process is optimized at every stage of the execution. This approach is performed by dynamically adjusting temperatures of all replic...

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关键词

Hardware,Engines,Monte Carlo methods,Field programmable gate arrays,Simulated annealing,Probability distribution

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