Multiobjective evolutionary algorithm based on decomposition for 3-objective optimization problems with objectives in different scales

Verfasser / Beitragende:
[Álvaro Rubio-Largo, Qingfu Zhang, Miguel Vega-Rodríguez]
Ort, Verlag, Jahr:
2015
Enthalten in:
Soft Computing, 19/1(2015-01-01), 157-166
Format:
Artikel (online)
ID: 605468389
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024 7 0 |a 10.1007/s00500-014-1239-3  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s00500-014-1239-3 
245 0 0 |a Multiobjective evolutionary algorithm based on decomposition for 3-objective optimization problems with objectives in different scales  |h [Elektronische Daten]  |c [Álvaro Rubio-Largo, Qingfu Zhang, Miguel Vega-Rodríguez] 
520 3 |a In Multiobjective Optimization problems the objective functions may have different scales, which leads to a neglecting of one or more objective functions. The most common-used way in the literature to solve this drawback is to normalize the objective space; however, a set of uniformly distributed solutions in the normalized objective space may not be uniformly distributed in the original objective space with more than two objective functions. In this work, we present an improved version of the Multiobjective Evolutionary Algorithm based on Decomposition (MOEA/D) which incorporates a new aggregation technique based on the Normal Boundary Intersection approach and the Tchebycheff approach (MOEA/D-NBI) for solving 3-objective optimization problems with different scales of objectives. 
540 |a Springer-Verlag Berlin Heidelberg, 2014 
690 7 |a Multiobjective optimization  |2 nationallicence 
690 7 |a Evolutionary algorithms  |2 nationallicence 
690 7 |a Pareto optimally  |2 nationallicence 
690 7 |a Normal Boundary Intersection  |2 nationallicence 
700 1 |a Rubio-Largo  |D Álvaro  |u Department of Computer and Communications Technologies, University of Extremadura, Cáceres, Spain  |4 aut 
700 1 |a Zhang  |D Qingfu  |u Department of Computer Science, City University of Hong Kong, Hong Kong, China  |4 aut 
700 1 |a Vega-Rodríguez  |D Miguel  |u Department of Computer and Communications Technologies, University of Extremadura, Cáceres, Spain  |4 aut 
773 0 |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/1(2015-01-01), 157-166  |x 1432-7643  |q 19:1<157  |1 2015  |2 19  |o 500 
856 4 0 |u https://doi.org/10.1007/s00500-014-1239-3  |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/s00500-014-1239-3  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Rubio-Largo  |D Álvaro  |u Department of Computer and Communications Technologies, University of Extremadura, Cáceres, Spain  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Zhang  |D Qingfu  |u Department of Computer Science, City University of Hong Kong, Hong Kong, China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Vega-Rodríguez  |D Miguel  |u Department of Computer and Communications Technologies, University of Extremadura, Cáceres, Spain  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/1(2015-01-01), 157-166  |x 1432-7643  |q 19:1<157  |1 2015  |2 19  |o 500