紧凑型遗传算法的大规模并行化结构
An architecture for massive parallelization of the compact genetic algorithm
摘要:
提出了一种适合于紧凑型遗传算法大规模并行化的体系结构。由此产生的方案有三大优势。首先,它具有低同步成本。第二,它是容错的;第三,它是可扩展的。本文认为,所提出的方法可以获得的好处是潜在的高于传统的并行遗传算法。此外,在该文件中提出的想法也可能是相关的并行化更复杂的概率模型建设遗传算法。
英文摘要:
This paper presents an architecture which is suitable for a massive parallelization of the compact genetic algorithm. The resulting scheme has three major advantages. First, it has low synchronization costs. Second, it is fault tolerant, and third, it is scalable. The paper argues that the benefits that can be obtained with the proposed approach is potentially higher than those obtained with traditional parallel genetic algorithms. In addition, the ideas suggested in the paper may also be relevant towards parallelizing more complex probabilistic model building genetic algorithms.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。