Bacterial colony foraging for multi-mode product colour planning

被引:5
作者
Chen, Hanning [1 ]
Zhu, Yunlong [2 ]
Ma, Lianbo [2 ]
Su, Weixing [2 ]
机构
[1] Tianjin Polytech Univ, Sch Comp Sci & Software, Tianjin 300387, Peoples R China
[2] Chinese Acad Sci, Shenyang Inst Automat, Lab Informat Serv & Intelligent Control, Shenyang 110016, Peoples R China
基金
中国国家自然科学基金;
关键词
colour planning; multi-working modes product; MMP; bacterial foraging; cell-to-cell communication; self-adaptive foraging strategy; PARTICLE SWARM OPTIMIZATION; IMAGE EVALUATION; DESIGN; SELECTION; HARMONY; SUPPORT;
D O I
10.1504/IJBIC.2015.071064
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this work, in order to assist designer in colour planning during product development, an efficient synthesised evaluation model is presented to evaluate colour-combination schemes of multi-working modes products (MMP). A novel bacterial colony foraging (BCF) algorithm is proposed to search for the optimal colour-combination schemes of MMP based on the evaluation model. The proposed BCF extend original bacterial foraging algorithm to adaptive and cooperative mode by combining bacterial chemotaxis, cell-to-cell communication, and a self-adaptive foraging strategy. The experiment presents an exhaustive comparison of the proposed BCF and two successful bio-inspired search techniques, namely the genetic algorithm (GA) and particle swarm optimisation (PSO), on three MMP tested cases of different nature, namely a hair-drier with two-coloured areas and two working modes, and two arm-type aerial work platforms both two-coloured products while with two and three working modes, respectively. Simulation results demonstrate that the proposed method is feasible and efficient.
引用
收藏
页码:240 / 262
页数:23
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