Interactive preferences in multiobjective ant colony optimisation for assembly line balancing

Verfasser / Beitragende:
[Manuel Chica, Óscar Cordón, Sergio Damas, Joaquín Bautista]
Ort, Verlag, Jahr:
2015
Enthalten in:
Soft Computing, 19/10(2015-10-01), 2891-2903
Format:
Artikel (online)
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024 7 0 |a 10.1007/s00500-014-1451-1  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s00500-014-1451-1 
245 0 0 |a Interactive preferences in multiobjective ant colony optimisation for assembly line balancing  |h [Elektronische Daten]  |c [Manuel Chica, Óscar Cordón, Sergio Damas, Joaquín Bautista] 
520 3 |a In this contribution, we propose an interactive multicriteria optimisation framework for the time and space assembly line balancing problem. The framework allows decision maker interaction by means of reference points to obtain the most interesting non-dominated solutions. The principal components of the framework are the $$g$$ g -dominance preference scheme and a state-of-the-art memetic multiobjective ant colony optimisation approach. In addition, the framework includes a novel adaptive multi-colony mechanism to be able to handle the preferences in an interactive way. Results show how the multiobjective framework can interactively obtain the most useful solutions with higher convergence than previous a priori methods. The experimentation also makes use of original data of the Nissan Pathfinder engine and practical bounds to define industrially feasible solutions in a set of scenarios. By solving the problem in these scenarios, we show the search guidance advantages of using an interactive multiobjective ant colony optimisation method. 
540 |a Springer-Verlag Berlin Heidelberg, 2014 
690 7 |a Interactive preferences  |2 nationallicence 
690 7 |a Multiobjective ant colony optimisation  |2 nationallicence 
690 7 |a Assembly line balancing problem  |2 nationallicence 
700 1 |a Chica  |D Manuel  |u European Centre for Soft Computing, Mieres, Spain  |4 aut 
700 1 |a Cordón  |D Óscar  |u European Centre for Soft Computing, Mieres, Spain  |4 aut 
700 1 |a Damas  |D Sergio  |u European Centre for Soft Computing, Mieres, Spain  |4 aut 
700 1 |a Bautista  |D Joaquín  |u Universitat Politècnica de Catalunya, Barcelona, Spain  |4 aut 
773 0 |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/10(2015-10-01), 2891-2903  |x 1432-7643  |q 19:10<2891  |1 2015  |2 19  |o 500 
856 4 0 |u https://doi.org/10.1007/s00500-014-1451-1  |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/s00500-014-1451-1  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Chica  |D Manuel  |u European Centre for Soft Computing, Mieres, Spain  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Cordón  |D Óscar  |u European Centre for Soft Computing, Mieres, Spain  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Damas  |D Sergio  |u European Centre for Soft Computing, Mieres, Spain  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Bautista  |D Joaquín  |u Universitat Politècnica de Catalunya, Barcelona, Spain  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/10(2015-10-01), 2891-2903  |x 1432-7643  |q 19:10<2891  |1 2015  |2 19  |o 500