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Normal-Boundary Intersection: A New Method for Generating the Pareto Surface in Nonlinear Multicriteria Optimization Problems

Published: 01 March 1998 Publication History

Abstract

This paper proposes an alternate method for finding several Pareto optimal points for a general nonlinear multicriteria optimization problem. Such points collectively capture the trade-off among the various conflicting objectives. It is proved that this method is independent of the relative scales of the functions and is successful in producing an evenly distributed set of points in the Pareto set given an evenly distributed set of parameters, a property which the popular method of minimizing weighted combinations of objective functions lacks. Further, this method can handle more than two objectives while retaining the computational efficiency of continuation-type algorithms. This is an improvement over continuation techniques for tracing the trade-off curve since continuation strategies cannot easily be extended to handle more than two objectives.

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Published In

cover image SIAM Journal on Optimization
SIAM Journal on Optimization  Volume 8, Issue 3
1998
239 pages

Publisher

Society for Industrial and Applied Mathematics

United States

Publication History

Published: 01 March 1998

Author Tags

  1. Pareto set
  2. multicriteria optimization
  3. multiobjective optimization
  4. trade-off curve

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  • (2024)Runtime Analyses of NSGA-III on Many-Objective ProblemsProceedings of the Genetic and Evolutionary Computation Conference10.1145/3638529.3654218(1596-1604)Online publication date: 14-Jul-2024
  • (2024)Illustrating the Efficiency of Popular Evolutionary Multi-Objective Algorithms Using Runtime AnalysisProceedings of the Genetic and Evolutionary Computation Conference10.1145/3638529.3654177(484-492)Online publication date: 14-Jul-2024
  • (2024)Enhancing the Convergence Ability of Evolutionary Multi-objective Optimization Algorithms with MomentumProceedings of the Genetic and Evolutionary Computation Conference10.1145/3638529.3654072(476-483)Online publication date: 14-Jul-2024
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  • (2024)Heuristic Initialization and Knowledge-based Mutation for Large-Scale Multi-Objective 0-1 Knapsack ProblemsProceedings of the Genetic and Evolutionary Computation Conference10.1145/3638529.3654006(178-186)Online publication date: 14-Jul-2024
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