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Optimization algorithm based on kinetic-molecular theory 被引量:2
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作者 范朝冬 欧阳红林 +1 位作者 张英杰 艾朝阳 《Journal of Central South University》 SCIE EI CAS 2013年第12期3504-3512,共9页
Traditionally, the optimization algorithm based on physics principles has some shortcomings such as low population diversity and susceptibility to local extrema. A new optimization algorithm based on kinetic-molecular... Traditionally, the optimization algorithm based on physics principles has some shortcomings such as low population diversity and susceptibility to local extrema. A new optimization algorithm based on kinetic-molecular theory(KMTOA) is proposed. In the KMTOA three operators are designed: attraction, repulsion and wave. The attraction operator simulates the molecular attraction, with the molecules moving towards the optimal ones, which makes possible the optimization. The repulsion operator simulates the molecular repulsion, with the molecules diverging from the optimal ones. The wave operator simulates the thermal molecules moving irregularly, which enlarges the searching spaces and increases the population diversity and global searching ability. Experimental results indicate that KMTOA prevails over other algorithms in the robustness, solution quality, population diversity and convergence speed. 展开更多
关键词 optimization algorithm heuristic search algorithm kinetic-molecular theory DIVERSITY CONVERGENCE
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Robust optimization for volume variation in timber processing
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作者 Wei Wang Yongzhi Zhang +1 位作者 Jun Cao Wenlong Song 《Journal of Forestry Research》 SCIE CAS CSCD 2018年第1期247-252,共6页
Volume variation is an uncertainty element which affects timber processing. We studied the volume variation of logs caused by quality defects in traditional timber processing and set up an optimization approach,using ... Volume variation is an uncertainty element which affects timber processing. We studied the volume variation of logs caused by quality defects in traditional timber processing and set up an optimization approach,using a robust optimization method. We used total number of acceptable boards produced to study the relationship between board thickness and raw material logs, using a heuristic search algorithm to control the variation of board volume to improve the output of boards, reduce the quantity of by-products, and lower production costs. The robust optimization method can effectively control the impact of volume variations in timber processing, reduce cutting waste as far as possible using incremental processing and increase profits, maximize the utilization ratio of timber, prevent waste in processing, cultivate the productive type of tree species and save forest resources. 展开更多
关键词 Timber mill Volume variation heuristic search algorithm Robust optimization
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