Title :
Application of estimation of distribution algorithm in HW/SW partition
Author :
Juan Yu ; Yuyao He ; Xiaoqiang Li
Author_Institution :
Sch. of Marine Sci. & Technolgy, Northwestern Polytech. Univ., Xi´an, China
Abstract :
Hardware/software (HW/SW) partitioning problem is NP hard problem. An improved algorithm based on estimation of distribution algorithms is proposed to solve HW/SW partitioning problem. Estimation of distribution algorithm is good in globe search but poor in local search and may suffer from “premature convergence” beacause of diversity loss. The improved algorithm strengthens the local searching ability by cloning and searching the elite solutions and improves the diversity loss by correcting the probability model. Numerical simulation is carried out and compared with existing algorithm, the results show the effectiveness of the improved estimation of distribution algorithm in solving HW/SW partitioning problem.
Keywords :
computational complexity; distributed algorithms; hardware-software codesign; search problems; EDA; HW/SW partitioning problem; NP hard problem; cloning; estimation of distribution algorithm; hardware/software partitioning problem; local searching ability; probability model; Cloning; Estimation; Hardware; Partitioning algorithms; Power demand; Sociology; Statistics; elite clone; estimation of distribution algorithm; hardware/software partitioning; probability model correction;
Conference_Titel :
Signal Processing, Communications and Computing (ICSPCC), 2014 IEEE International Conference on
Conference_Location :
Guilin
Print_ISBN :
978-1-4799-5272-4
DOI :
10.1109/ICSPCC.2014.6986316