The theory of evolution strategies
The theory of evolution strategies
Handbook of Evolutionary Computation
Handbook of Evolutionary Computation
Noisy Local Optimization with Evolution Strategies
Noisy Local Optimization with Evolution Strategies
Evolution strategies –A comprehensive introduction
Natural Computing: an international journal
On three new approaches to handle constraints within evolution strategies
Natural Computing: an international journal
On the use of evolution strategies for optimising certain positive definite quadratic forms
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Constraint-handling techniques used with evolutionary algorithms
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Step length adaptation on ridge functions
Evolutionary Computation
On the Behaviour of the (1+1)-ES for a Simple Constrained Problem
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Constraint-Handling in Evolutionary Optimization
Constraint-Handling in Evolutionary Optimization
Search biases in constrained evolutionary optimization
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Stochastic ranking for constrained evolutionary optimization
IEEE Transactions on Evolutionary Computation
A simple multimembered evolution strategy to solve constrained optimization problems
IEEE Transactions on Evolutionary Computation
Analysis of a repair mechanism for the (1,λ)-ES applied to a simple constrained problem
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Cumulative step-size adaptation on linear functions
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
On the behaviour of the (1,λ)-σSA-ES for a constrained linear problem
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
On the behaviour of the (1, λ)-es for a conically constrained problem
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Resampling versus repair in evolution strategies applied to a constrained linear problem
Evolutionary Computation
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We study the behaviour of the (1,λ)-ES for a linear problem with a single linear constraint. The algorithm produces offspring until λ feasible candidate solutions have been generated and selects the best of those as the next generation's parent. Integral expressions that describe the strategy's one-generation behaviour are developed and used in a simple zeroth order model for the steady state of the strategy. Implications for the performance of cumulative step size adaptation are discussed and a comparison with the (1+1)-ES is drawn.