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A novel bionic algorithm inspired by plant root foraging behaviors
Ma LB(马连博); Zhu YL(朱云龙); Liu, Yang; Tian LW(田力威); Chen HN(陈瀚宁)
作者部门信息服务与智能控制技术研究室
关键词Artificial Root Foraging Optimizer Bionic Optimization Root Growth Benchmark Test
发表期刊Applied Soft Computing Journal
ISSN1568-4946
2015
卷号37页码:95-113
收录类别SCI ; EI
EI收录号20153501224394
WOS记录号WOS:000365067800009
产权排序1
摘要In this contribution, a novel bionic algorithm inspired by plant root foraging behaviors, namely artificial root foraging optimization (ARFO) algorithm, is designed and developed. The incentive mechanism of ARFO is to mimic the adaptation and randomness of plant root foraging behaviors, e.g., branching, regrowing and tropisms. A mathematical architecture is firstly designed to model the plant root foraging pattern. Under this architecture, the effects of the tropism and the self-adaptive growth behaviors are investigated. Afterward, the arithmetic realization of ARFO derived from this framework is presented in detail. In order to demonstrate the optimization performance, the proposed ARFO is benchmarked against several state-of-the-art reference algorithms on a suit of CEC 2013 and CEC 2014 functions. Computational results show a high performance of the proposed ARFO for searching a global optimum on several benchmarks, which indicates that ARFO has potential to deal with complex optimization problems.
语种英语
WOS标题词Science & Technology ; Technology
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications
关键词[WOS]PARTICLE SWARM OPTIMIZATION ; COLONY OPTIMIZATION ; GROWTH ; EVOLUTIONARY ; SYSTEM ; MODEL ; GRAVITROPISM ; ARCHITECTURE
WOS研究方向Computer Science
引用统计
被引频次:10[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/16911
专题信息服务与智能控制技术研究室
通讯作者Ma LB(马连博)
作者单位1.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China
2.Key Laboratory of Networked Control System CAS, Shenyang, China
3.Shenyang University, Shenyang, China
4.School of Computer Science and Software, Tianjin Polytechnic University, Tianjin, China
推荐引用方式
GB/T 7714
Ma LB,Zhu YL,Liu, Yang,et al. A novel bionic algorithm inspired by plant root foraging behaviors[J]. Applied Soft Computing Journal,2015,37:95-113.
APA Ma LB,Zhu YL,Liu, Yang,Tian LW,&Chen HN.(2015).A novel bionic algorithm inspired by plant root foraging behaviors.Applied Soft Computing Journal,37,95-113.
MLA Ma LB,et al."A novel bionic algorithm inspired by plant root foraging behaviors".Applied Soft Computing Journal 37(2015):95-113.
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