Hybrid Swarming Algorithm With Van Der Waals Force

被引:3
|
作者
Yi, Zhang [1 ]
Hongda, Yu [1 ]
Mengdi, Sun [1 ]
Yong, Xu [1 ]
机构
[1] Jilin Jianzhu Univ, Coll Elect & Comp Sci, Changchun, Peoples R China
关键词
van der waals forces; ant colony optimization; physarum polycephalum algorithm; swarming algorithm; hybrid; PHYSARUM-POLYCEPHALUM;
D O I
10.3389/fbioe.2022.806177
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
This paper proposes a hybrid swarming algorithm based on Ant Colony Optimization and Physarum Polycephalum Algorithm. And the Van Der Waals force is first applied to the pheromone update mechanism of the hybrid algorithm. The improved method can prevent premature convergence into the local optimal solution. Simulation results show the proposed approach has excellent in solving accuracy and convergence time. We also compare the improved algorithm with other advanced algorithms and the results show that our algorithm is more accurate than the literature algorithms. In addition, we use the capitals of 35 Asian countries as an example to verify the robustness and versatility of the hybrid algorithm.
引用
收藏
页数:7
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