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10.1145/2464576.2464628acmconferencesArticle/Chapter ViewAbstractPublication PagesgeccoConference Proceedingsconference-collections
abstract

Improving uniformity of solution spacing in biobjective evolution

Published: 06 July 2013 Publication History

Abstract

We introduce a new synergistic combination of features, some of which have previously been used individually but not together, to improve uniformity of spacing in evolved non-dominated sets, especially in biobjective problems. On five standard biobjective benchmark tests, these features are shown to enhance performance in distinct and complementary ways.

References

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CHICHAKLY, K.J., 2013. Multiobjective design and innovization of robust stormwater management plans. Ph.D. Dissertation, University of Vermont, Burlington, VT. Available online at: https://library.uvm.edu/jspui/.
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DEB, K., PRATAP, A., AGARWAL, S., and MEYARIVAN, T., 2002. A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Transactions on Evolutionary Computation 6, 2, 182--197. DOI= http://dx.doi.org/10.1109/4235.996017.
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IORIO, A.W. and LI, X., 2006. Incorporating directional information within a differential evolution algorithm for multi-objective optimization. In Eighth Annual Conference on Genetic and Evolutionary Computation ACM, Seattle, WA, 691--697.
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KUKKONEN, S. and DEB, K., 2006. Improved pruning of non-dominated solutions based on crowding distance for bi-objective optimization problems. In IEEE Congress on Evolutionary Computation (CEC) IEEE, Vancouver, Canada, 1179--1186. DOI= http://dx.doi.org/10.1109/CEC.2006.1688443.
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PRICE, K.V., 1999. An introduction to differential evolution. In New ideas in optimization, D. CORNE, M. DORIGO and F. GLOVER Eds. McGraw-Hill Ltd., London, England, 79--108.
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ROBIČ, T. and FILIPIČ, B., 2005. DEMO: Differential evolution for multiobjective optimization. In Third International Conference on Evolutionary Multi-Criterion Optimization, C.A. COELLO COELLO, A. HERNÁNDEZ AGUIRRE and E. ZITZLER Eds. Springer-Verlag, 520--533.
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Cited By

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  • (2017)Evolutionary Approach to Lambert’s Problem for Non-Keplerian Spacecraft TrajectoriesAerospace10.3390/aerospace40300474:3(47)Online publication date: 11-Sep-2017
  • (2014)Evolved Non-Keplerian Spacecraft Trajectories for Near-Earth Orbital ManeuversAIAA/AAS Astrodynamics Specialist Conference10.2514/6.2014-4222Online publication date: 1-Aug-2014
  • (2014)Evolved spacecraft trajectories for low earth orbitProceedings of the 2014 Annual Conference on Genetic and Evolutionary Computation10.1145/2576768.2598246(1127-1134)Online publication date: 12-Jul-2014

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Information & Contributors

Information

Published In

cover image ACM Conferences
GECCO '13 Companion: Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
July 2013
1798 pages
ISBN:9781450319645
DOI:10.1145/2464576
  • Editor:
  • Christian Blum,
  • General Chair:
  • Enrique Alba
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 06 July 2013

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Author Tags

  1. crowding
  2. differential evolution
  3. multiobjective
  4. uniform spacing

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Conference

GECCO '13
Sponsor:
GECCO '13: Genetic and Evolutionary Computation Conference
July 6 - 10, 2013
Amsterdam, The Netherlands

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Overall Acceptance Rate 1,669 of 4,410 submissions, 38%

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Cited By

View all
  • (2017)Evolutionary Approach to Lambert’s Problem for Non-Keplerian Spacecraft TrajectoriesAerospace10.3390/aerospace40300474:3(47)Online publication date: 11-Sep-2017
  • (2014)Evolved Non-Keplerian Spacecraft Trajectories for Near-Earth Orbital ManeuversAIAA/AAS Astrodynamics Specialist Conference10.2514/6.2014-4222Online publication date: 1-Aug-2014
  • (2014)Evolved spacecraft trajectories for low earth orbitProceedings of the 2014 Annual Conference on Genetic and Evolutionary Computation10.1145/2576768.2598246(1127-1134)Online publication date: 12-Jul-2014

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