Evolutionary algorithms in noisy environments: Theoretical issues and guidelines for practice

HG Beyer - Computer methods in applied mechanics and …, 2000 - Elsevier
noise in evolutionary algorithms (EAs). After a short introduction to the history of this research
field, the performance of genetic algorithms (GAs) and evolution … main effects of noise – the …

Noisy evolutionary optimization algorithms–a comprehensive survey

P Rakshit, A Konar, S Das - Swarm and Evolutionary Computation, 2017 - Elsevier
… of an evolutionary optimization algorithm with noisy objective/… -art research on noisy
evolutionary algorithms for both single … the five strategies in traditional evolutionary algorithms. …

Multiobjective evolutionary algorithm for the optimization of noisy combustion processes

D Buche, P Stoll, R Dornberger… - IEEE Transactions on …, 2002 - ieeexplore.ieee.org
conditions and measurement failure. This work introduces a multiobjective evolutionary
algorithm capable of handling noisy … on the Strength Pareto Evolutionary Algorithm (SPEA) of …

Analyzing evolutionary optimization in noisy environments

C Qian, Y Yu, ZH Zhou - Evolutionary computation, 2018 - ieeexplore.ieee.org
… be obtained, only a noisy one. For optimization of noisy tasks, evolutionary algorithms (EAs), …
design of EAs for optimization under noisy conditions, while the theoretical understandings …

Evolutionary algorithms in the presence of noise: To sample or not to sample

HG Beyer, B Sendhoff - 2007 IEEE Symposium on Foundations …, 2007 - ieeexplore.ieee.org
… of evolutionary algorithms (evolution strategies – ES and genetic algorithms – GA) for two
noisy optimization … If we apply this condition to critical derivatives of f2 in Eq. (24), we obtain …

Reduced computation for evolutionary optimization in noisy environment

M Bhattacharya - … conference companion on Genetic and evolutionary …, 2008 - dl.acm.org
evolutionary algorithm, namely DAFHEA-II [15] as regards to its applicability to both noisy
and non-noisy … The algorithms showed reliable performance in terms of accuracy for both …

An investigation on noisy environments in evolutionary multiobjective optimization

CK Goh, KC Tan - IEEE Transactions on Evolutionary …, 2007 - ieeexplore.ieee.org
… In addition, the performances of various multiobjective evolutionary algorithms in noisy
relatively constant under different noise conditions. It helps the evolutionary process to escape …

Structural damage detection with different objective functions in noisy conditions using an evolutionary algorithm

F Shabbir, MI Khan, N Ahmad, MF Tahir, N Ejaz… - Applied Sciences, 2017 - mdpi.com
… been analyzed in varying noise conditions. Three beams were … The genetic algorithm (GA),
an evolutionary algorithm (EA), … of objective functions in varying noisy conditions, a modified …

Evolutionary algorithms

T Bartz‐Beielstein, J Branke, J Mehnen… - … : Data Mining and …, 2014 - Wiley Online Library
… to measurement noise, pose special challenges for all optimization algorithms. Such noise
… insensitive to noise and outperform many other search heuristics on noisy environments.60, …

Analysing the robustness of evolutionary algorithms to noise: refined runtime bounds and an example where noise is beneficial

D Sudholt - Algorithmica, 2021 - Springer
evolutionary algorithms deal with noise is limited. It is often not clear how noise affects the
performance of evolutionary algorithms, … generated offspring; the only condition we can rely on …