Multiobjective evolutionary algorithm based on decomposition for 3-objective optimization problems with objectives in different scales
Gespeichert in:
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)
Online Zugang:
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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 | ||