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改进的三级遗传算法定制片上网络拓扑仿真

Simulation of Customized On-chip Network Topology Based on Improved Three-level Genetic Algorithm
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摘要 针对G.Leary的3级遗传算法的遗传个体数量巨大,仿真速度慢的不足,提出了一种改进的3级遗传算法,从第1级路由器选择级数据结构,第2级节点/路由器映射级数据结构,第3级路由器/路由器映射级别数据结构来改进3级GA的拓扑结构优化技术。实验结果表明,改进算法虽然在能耗方面改进不大,仅有3.74%,但是仿真时间却有较大的减少,由309.125 s减少至254.2 s,平均提高17.4%,因此新的GA算法具有较好的实用价值。 An improved algorithm is proposed for G. Leafy' s three-level genetic algorithm which has the weakness of large amount of GA individuals and long simulation time. The topology optimization technology of the three level GA is improved. The first-level router is with selection-level data structure, the second-level node / router is with mappinglevel data structure, the third-level router / router has mapping-level data structure. The experimental resuhs show that the improved algorithm has little improvement in energy consumption, only 3.74% , but the simulation time is greatly reduced from 309. 125 s to 254.2 s, the average increase is 17.4% , so the new GA algorithm has a good practical value.
作者 熊昕 赖国明 XIONG Xin;LAI Guoming(Modern Education Technology and Information Center, Guangzhou Panyu Polytechnic, Guangzhou 511483, China;College of Information Science and Technology, Huizhou University, Huizhou 516007, Guangdong, China)
出处 《实验室研究与探索》 CAS 北大核心 2018年第3期17-21,73,共6页 Research and Exploration In Laboratory
基金 国家自然科学基金(11247310 11505042) 广东省自然科学基金(2015A030313807) 广州市属高校科研课题(1201630601) 广州番禺职业技术学院"十三五"(第一批)科研课题(2016KJ005)
关键词 片上网络 片上系统 网络拓扑 遗传算法 network-on-chip system-on-chip network topology genetic algorithm
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