An orthogonal predictive model-based dynamic multi-objective optimization algorithm

Verfasser / Beitragende:
[Ruochen Liu, Xu Niu, Jing Fan, Caihong Mu, Licheng Jiao]
Ort, Verlag, Jahr:
2015
Enthalten in:
Soft Computing, 19/11(2015-11-01), 3083-3107
Format:
Artikel (online)
ID: 605470790
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024 7 0 |a 10.1007/s00500-014-1470-y  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s00500-014-1470-y 
245 0 3 |a An orthogonal predictive model-based dynamic multi-objective optimization algorithm  |h [Elektronische Daten]  |c [Ruochen Liu, Xu Niu, Jing Fan, Caihong Mu, Licheng Jiao] 
520 3 |a In this paper, a new dynamic multi-objective optimization evolutionary algorithm is proposed for tracking the Pareto-optimal set of time-changing multi-objective optimization problems effectively. In the proposed algorithm, to select individuals which are best suited for a new time from the historical optimal sets, an orthogonal predictive model is presented to predict the new individuals after the environment change is detected. Also, to converge to optimal front more quickly, an modified multi-objective optimization evolutionary algorithm based on decomposition is adopted. The proposed method has been extensively compared with other three dynamic multi-objective evolutionary algorithms over several benchmark dynamic multi-objective optimization problems. The experimental results indicate that the proposed algorithm achieves competitive results. 
540 |a Springer-Verlag Berlin Heidelberg, 2014 
690 7 |a Dynamic environment  |2 nationallicence 
690 7 |a Multi-objective optimization  |2 nationallicence 
690 7 |a Decomposition  |2 nationallicence 
690 7 |a Forecasting model  |2 nationallicence 
700 1 |a Liu  |D Ruochen  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, Xidian University, No. 2 South Taibai Road, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
700 1 |a Niu  |D Xu  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, Xidian University, No. 2 South Taibai Road, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
700 1 |a Fan  |D Jing  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, Xidian University, No. 2 South Taibai Road, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
700 1 |a Mu  |D Caihong  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, Xidian University, No. 2 South Taibai Road, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
700 1 |a Jiao  |D Licheng  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, Xidian University, No. 2 South Taibai Road, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
773 0 |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/11(2015-11-01), 3083-3107  |x 1432-7643  |q 19:11<3083  |1 2015  |2 19  |o 500 
856 4 0 |u https://doi.org/10.1007/s00500-014-1470-y  |q text/html  |z Onlinezugriff via DOI 
898 |a BK010053  |b XK010053  |c XK010000 
900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
949 |B NATIONALLICENCE  |F NATIONALLICENCE  |b NL-springer 
950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s00500-014-1470-y  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Liu  |D Ruochen  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, Xidian University, No. 2 South Taibai Road, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Niu  |D Xu  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, Xidian University, No. 2 South Taibai Road, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Fan  |D Jing  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, Xidian University, No. 2 South Taibai Road, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Mu  |D Caihong  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, Xidian University, No. 2 South Taibai Road, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Jiao  |D Licheng  |u Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, Xidian University, No. 2 South Taibai Road, P.O. Box 224, 710071, Xi'an, People's Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/11(2015-11-01), 3083-3107  |x 1432-7643  |q 19:11<3083  |1 2015  |2 19  |o 500