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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)
Department信息服务与智能控制技术研究室
Source PublicationApplied Soft Computing Journal
ISSN1568-4946
2015
Volume37Pages:95-113
Indexed BySCI ; EI
EI Accession number20153501224394
WOS IDWOS:000365067800009
Contribution Rank1
KeywordArtificial Root Foraging Optimizer Bionic Optimization Root Growth Benchmark Test
AbstractIn 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.
Language英语
WOS HeadingsScience & Technology ; Technology
WOS SubjectComputer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications
WOS KeywordPARTICLE SWARM OPTIMIZATION ; COLONY OPTIMIZATION ; GROWTH ; EVOLUTIONARY ; SYSTEM ; MODEL ; GRAVITROPISM ; ARCHITECTURE
WOS Research AreaComputer Science
Citation statistics
Cited Times:11[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/16911
Collection信息服务与智能控制技术研究室
Corresponding AuthorMa LB(马连博)
Affiliation1.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
Recommended Citation
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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