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Surrogate Constraints Algorithm for Reliability Optimization Problems with Two Constraints
211
Citations
16
References
1981
Year
Numerical AnalysisMathematical ProgrammingLarge-scale Global OptimizationEngineeringConstrained OptimizationOperations ResearchUncertainty QuantificationNonlinear ProgrammingSystems EngineeringApproximation TheoryRobust OptimizationContinuous OptimizationInteger OptimizationSurrogate ProblemsSurrogate Constraints AlgorithmInteger ProgrammingOptimization ProblemMixed Integer OptimizationSurrogate ConstraintsLinear ProgrammingSurrogate Multiplier
This paper presents an algorithm (called the N&M algorithm) for solving pure-integer separable nonlinear programming problems with two constraints. The N&M algorithm uses surrogate constraints and solves a given problem by effectively generating values of surrogate multiplier (i.e., surrogate problems) and solving the surrogate problems. Examples show that the N&M algorithm is superior to dynamic programming using the Lagrange multiplier in terms of number of iterations and narrowness of gap.
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