Multi-objective test problems, linkages, and evolutionary methodologies

GECCO 2006 - Genetic and Evolutionary Computation Conference

Volumn 2, Issue , 2006, Pages 1141-1148

  Deb, Kalyanmoy ^a   Sinha, Ankur ^a   Kukkonen, Saku ^b  

^a INDIAN INSTITUTE OF TECHNOLOGY KANPUR   (India)

^b LAPPEENRANTA UNIVERSITY OF TECHNOLOGY   (Finland)

Author keywords

Evolutionary Multi objective optimization; Generalized differential evolution; Linkages; NSGA II; Recombination operator; Test problems

Indexed keywords

DIFFERENTIAL EQUATIONS; MATHEMATICAL OPERATORS; OPTIMIZATION; PROBLEM SOLVING; VECTORS;

EVOLUTIONARY MULTI OBJECTIVE OPTIMIZATION; GENERALIZED DIFFERENTIAL EVOLUTION; LINKAGES; NSGA-II; RECOMBINATION OPERATORS; TEST PROBLEMS;

EVOLUTIONARY ALGORITHMS;

EID: 33750254292     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1143997.1144179     Document Type: Conference Paper

References (17)

1. K. Deb. Multi-objective genetic algorithms: Problem difficulties and construction of test problems. Evolutionary Computation Journal, 7(3):205-230, 1999.
2. K. Deb. Multi-objective optimization using evolutionary algorithms. Chichester, UK: Wiley, 2001.
3. K. Deb, S. Agrawal, A. Pratap, and T. Meyarivan. A fast and elitist multi-objective genetic algorithm: NSGA-II. IEEE Transactions on Evolutionary Computation, 6(2): 182-197, 2002.
4. K. Deb, A. Anand, and D. Joshi. A computationally efficient evolutionary algorithm for real-parameter optimization. Evolutionary Computation Journal, 10(4):371-395, 2002.
5. K. Deb and D. Saxena. On finding pareto-optimal solutions through dimensionality reduction for certain large-dimensional multi-objective optimization problems. Technical Report KanGAL Report No. 2005011, Department of Mechanical Engineering, IIT Kanpur, India, 2005.
6. K. Deb, L. Thiele, M. Laumanns, and E. Zitzler. Scalable test problems for evolutionary multi-objective optimization. In A. Abraham, L. Jain, and R. Goldberg, editors, Evolutionary Multiobjective Optimization, pages 105-145. London: Springer-Verlag, 2005.
7. C. M. Fonesca and P. J. Fleming. On the performance assessment and comparison of stochastic multiobjective optimizers. In Proceedings of Parallel Problem Solving from Nature IV (PPSN-IV), pages 584-593, 1996.
8. S. Huband, L. Barone, L. While, and P. Kingston. A scalable multi-objective test problem toolkit. In Proceedings of the Evolutionary Multi-Criterion Optimization (EMO-S005). Berlin, Germany: Springer, 2005.
9. S. Kukkonen and J. Lampinen. GDE3: The third evolution step of Generalized Differential Evolution. In Proceedings of the 2005 Congress on Evolutionary Computation (CEC 2005), pages 443-450, Edinburgh, Scotland, Sept 2005.
10. A. Messac and C. A. Mattson. Normal constraint method with guarantee of even representation of complete pareto frontier. AIAA Journal, in press.
11. M. Munetomo and D. E. Goldberg. Linkage identification by nori-monotonicity detection for overlapping functions. Evolutionary Computation, 7(4):377-398, 1999.
12. T. Okabe, Y. Jin, M. Olhofer, and B. Sendhoff. On test functions for evolutionary multi-objective optimization. In Parallel Problem Solving from Nature (PPSN VIII), pages 792-802, 2004.
13. K. V. Price, R. Storn, and J. Lampinen. Differential Evolution: A Practical Approach to Global Optimization. Springer-Verlag, Berlin, 2005.
14. A. Tiwari, R. Roy, G. Jared, and O: Munaux. Evolutionary-based techniques for real-life optimisation: Development and testing. Applied Soft Computing, 1:301-329, 2002.
15. D. V. Veldhuizen. Multiobjective Evolutionary Algorithms: Classifications, Analyses, and New Innovations. PhD thesis, Dayton, OH: Air Force Institute of Technology, 1999. Technical Report No. AFIT/DS/ENG/99-01.
16. E. Zitzler. Evolutionary Agorithms for Multiobjective Optimization: Methods and Applications. PhD thesis, Zürich, Switzerland: Swiss Federal Institute of Technology ETH, 1999.
17. E. Zitzler, K. Deb, and L. Thiele. Comparison of multiobjective evolutionary algorithms: Empirical results. Evolutionary Computation Journal, 8(2):125-148, 2000.