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A novel multi-objective Interactive Coral Reefs Optimization algorithm for the Unequal Area Facility Layout Problem
- Source :
- Swarm and Evolutionary Computation 55, 100688 (2020), Helvia. Repositorio Institucional de la Universidad de Córdoba, instname
- Publication Year :
- 2020
- Publisher :
- Elsevier, 2020.
-
Abstract
- The Unequal Area Facility Layout Problem (UA-FLP) has been widely analyzed in the literature using several heuristics and meta-heuristics to optimize some qualitative criteria, taking into account different restrictions and constraints. Nevertheless, the subjective opinion of the designer (Decision Maker, DM) has never been considered along with the quantitative criteria and restrictions. This work proposes a novel approach for the UA-FLP based on an Interactive Coral Reefs Optimization (ICRO) algorithm, which combines the simultaneous consideration of both quantitative and qualitative (DM opinion) features. The algorithm implementation is explained in detail, including the way of jointly considering quantitative and qualitative aspects in the fitness function of the problem. The experimental part of the paper illustrates the effect of including qualitative aspects in UA-FLP problems, considering three different hard UA-FLP instances. Empirical results show that the proposed approach is able to incorporate the DM preferences in the obtained layouts, without affecting much to the quantitative part of the solutions.
- Subjects :
- geography
Mathematical optimization
geography.geographical_feature_category
Fitness function
General Computer Science
Optimization algorithm
Computer science
General Mathematics
05 social sciences
Coral Reefs Optimization
050301 education
Bio inspired algorithms
02 engineering and technology
Coral reef
Decision maker
Facility layout problem
Work (electrical)
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Heuristics
Interactive algorithms
0503 education
UA-FLP
Bio-inspired algorithms
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Swarm and Evolutionary Computation 55, 100688 (2020), Helvia. Repositorio Institucional de la Universidad de Córdoba, instname
- Accession number :
- edsair.doi.dedup.....d6f66cc5e7860c539a73fa9480e0567c