Expected sample moments of concomitants of selected order statistics
Statistics and Computing
Particle swarm with speciation and adaptation in a dynamic environment
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Fitness function for finding out robust solutions on time-varying functions
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Dynamic multi-objective optimization with evolutionary algorithms: a forward-looking approach
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Optimum tracking with evolution strategies
Evolutionary Computation
Computers & Mathematics with Applications
Experimental analysis of binary differential evolution in dynamic environments
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
A new collaborative evolutionary-swarm optimization technique
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Proceedings of the 9th annual conference on Genetic and evolutionary computation
The effects of solution density in the search space on finding spatially robust solutions
Proceedings of the 9th annual conference on Genetic and evolutionary computation
A self-organizing random immigrants genetic algorithm for dynamic optimization problems
Genetic Programming and Evolvable Machines
Robustness in multi-objective optimization using evolutionary algorithms
Computational Optimization and Applications
Multi-strategy ensemble particle swarm optimization for dynamic optimization
Information Sciences: an International Journal
Handling uncertainty with a real-coded EA
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Investigating restricted tournament replacement in ECGA for non-stationary environments
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Why noise may be good: additive noise on the sharp ridge
Proceedings of the 10th annual conference on Genetic and evolutionary computation
On selecting the best individual in noisy environments
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Theoretical analysis of genetic algorithms in noisy environments based on a Markov Model
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Strategic positioning in tactical scenario planning
Proceedings of the 10th annual conference on Genetic and evolutionary computation
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
On Multiplicative Noise Models for Stochastic Search
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Uncertainty Handling in Model Selection for Support Vector Machines
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
A Steady-State Genetic Algorithm with Resampling for Noisy Inventory Control
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
A Dynamic Swarm for Visual Location Tracking
ANTS '08 Proceedings of the 6th international conference on Ant Colony Optimization and Swarm Intelligence
A Study of Schedule Robustness for Job Shop with Uncertainty
IBERAMIA '08 Proceedings of the 11th Ibero-American conference on AI: Advances in Artificial Intelligence
Real-World Applications of Multiobjective Optimization
Multiobjective Optimization
Multiobjective Optimization
Local models--an approach to distributed multi-objective optimization
Computational Optimization and Applications
Expert Systems with Applications: An International Journal
Attributes of Dynamic Combinatorial Optimisation
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
Immune-based algorithms for dynamic optimization
Information Sciences: an International Journal
Balancing Population- and Individual-Level Adaptation in Changing Environments
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
Resource assignment and scheduling based on a two-phase metaheuristic for cropping system
Computers and Electronics in Agriculture
A provably convergent heuristic for stochastic bicriteria integer programming
Journal of Heuristics
EvoCOP '09 Proceedings of the 9th European Conference on Evolutionary Computation in Combinatorial Optimization
Adaptive Land-Use Management in Dynamic Ecological System
EvoWorkshops '09 Proceedings of the EvoWorkshops 2009 on Applications of Evolutionary Computing: EvoCOMNET, EvoENVIRONMENT, EvoFIN, EvoGAMES, EvoHOT, EvoIASP, EvoINTERACTION, EvoMUSART, EvoNUM, EvoSTOC, EvoTRANSLOG
EvoWorkshops '09 Proceedings of the EvoWorkshops 2009 on Applications of Evolutionary Computing: EvoCOMNET, EvoENVIRONMENT, EvoFIN, EvoGAMES, EvoHOT, EvoIASP, EvoINTERACTION, EvoMUSART, EvoNUM, EvoSTOC, EvoTRANSLOG
EvoWorkshops '09 Proceedings of the EvoWorkshops 2009 on Applications of Evolutionary Computing: EvoCOMNET, EvoENVIRONMENT, EvoFIN, EvoGAMES, EvoHOT, EvoIASP, EvoINTERACTION, EvoMUSART, EvoNUM, EvoSTOC, EvoTRANSLOG
EMO '09 Proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization
Evolutionary and embryogenic approaches to autonomic systems
Proceedings of the 3rd International Conference on Performance Evaluation Methodologies and Tools
A survey on metaheuristics for stochastic combinatorial optimization
Natural Computing: an international journal
Genetic algorithm-based boundary extraction of plaque in intravascular ultrasound image
ICOSSSE'08 Proceedings of the 7th WSEAS international conference on System science and simulation in engineering
An evaporation mechanism for dynamic and noisy multimodal optimization
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Improving prediction in evolutionary algorithms for dynamic environments
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
A PSO-based framework for dynamic SVM model selection
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Dynamic evolutionary optimisation: an analysis of frequency and magnitude of change
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
A greedy hyper-heuristic in dynamic environments
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
An Adaptive Global-Local Memetic Algorithm to Discover Resources in P2P Networks
Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing
Multi-objective evolutionary simulation-optimisation of a real-world manufacturing problem
Robotics and Computer-Integrated Manufacturing
Genotype representations in grammatical evolution
Applied Soft Computing
Discussions of worker ants' rule-based CHC dealing with changing environments
Applied Soft Computing
A competitive-cooperative coevolutionary paradigm for dynamic multiobjective optimization
IEEE Transactions on Evolutionary Computation - Special issue on computational finance and economics
IEEE Transactions on Evolutionary Computation - Special issue on computational finance and economics
Dynamic evolutionary algorithm with variable relocation
IEEE Transactions on Evolutionary Computation
Evolutionary optimization of dynamics models in sequential Monte Carlo target tracking
IEEE Transactions on Evolutionary Computation
Improving the responsiveness of NSGA-II using an adaptive mutation operator: a case study
International Journal of Advanced Intelligence Paradigms
Properties of Quantum Particles in Multi-Swarms for Dynamic Optimization
Fundamenta Informaticae
Evolutionary multiobjective optimization in noisy problem environments
Journal of Heuristics
Industrial strength COMPASS: A comprehensive algorithm and software for optimization via simulation
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Dynamic optimization using self-adaptive differential evolution
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Evolutionary programming with ensemble of explicit memories for dynamic optimization
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Hyper-learning for population-based incremental learning in dynamic environments
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Detecting change in dynamic fitness landscapes
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Uncertainty of constraint function in evolutionary multi-objective optimization
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Interval robust multi-objective evolutionary algorithm
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Investigating collaboration methods of random immigrant scheme in cooperative coevolution
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Avoidance of constraint violation for experiment-based evolutionary multi-objective optimization
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Pareto-dominance in noisy environments
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Novel Associative Memory Retrieving Strategies for Evolutionary Algorithms in Dynamic Environments
ISICA '09 Proceedings of the 4th International Symposium on Advances in Computation and Intelligence
Multi-swarm Particle Swarm Optimizer with Cauchy Mutation for Dynamic Optimization Problems
ISICA '09 Proceedings of the 4th International Symposium on Advances in Computation and Intelligence
A multiobjective metaheuristic for a mean-risk multistage capacity investment problem
Journal of Heuristics
Reliability-based optimization using evolutionary algorithms
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Evolutionary Computation
Adaptive primal-dual genetic algorithms in dynamic environments
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Application notes: MEBRA: multiobjective evolutionary-based risk assessment
IEEE Computational Intelligence Magazine
A systems approach to evolutionary multiobjective structural optimization and beyond
IEEE Computational Intelligence Magazine
Multi-swarm particle swarm optimiser with Cauchy mutation for dynamic optimisation problems
International Journal of Innovative Computing and Applications
Evolutionary swarm cooperative optimization in dynamic environments
Natural Computing: an international journal
A survey of evolutionary and embryogenic approaches to autonomic networking
Computer Networks: The International Journal of Computer and Telecommunications Networking
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Acceleration of experiment-based evolutionary multi-objective optimization using fitness estimation
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Prediction-based population re-initialization for evolutionary dynamic multi-objective optimization
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
The parallel single front genetic algorithm (PSFGA) in dynamic multi-objective optimization
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
An investigation on noise-induced features in robust evolutionary multi-objective optimization
Expert Systems with Applications: An International Journal
Memory based on abstraction for dynamic fitness functions
Evo'08 Proceedings of the 2008 conference on Applications of evolutionary computing
A memory enhanced evolutionary algorithm for dynamic scheduling problems
Evo'08 Proceedings of the 2008 conference on Applications of evolutionary computing
Compound particle swarm optimization in dynamic environments
Evo'08 Proceedings of the 2008 conference on Applications of evolutionary computing
Handling uncertainties in evolutionary multi-objective optimization
WCCI'08 Proceedings of the 2008 IEEE world conference on Computational intelligence: research frontiers
Evolving parameterised policies for stochastic constraint programming
CP'09 Proceedings of the 15th international conference on Principles and practice of constraint programming
High performance computing for dynamic multi-objective optimisation
International Journal of High Performance Systems Architecture
A differential evolution for optimisation in noisy environment
International Journal of Bio-Inspired Computation
IEEE Transactions on Evolutionary Computation
Evolutionary Fuzzy ARTMAP Neural Networks and their Applications to Fault Detection and Diagnosis
Neural Processing Letters
A multiobjective metaheuristic for a mean-risk static stochastic knapsack problem
Computational Optimization and Applications
Generalizing surrogate-assisted evolutionary computation
IEEE Transactions on Evolutionary Computation
Heuristics for sampling repetitions in noisy landscapes with fitness caching
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Predicting solution rank to improve performance
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Evolving viral marketing strategies
Proceedings of the 12th annual conference on Genetic and evolutionary computation
A particle swarm optimization based memetic algorithm for dynamic optimization problems
Natural Computing: an international journal
Robust design of embedded systems
Proceedings of the Conference on Design, Automation and Test in Europe
Exploiting overlap when searching for robust optima
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
Improving reinforcement learning agents using genetic algorithms
AMT'10 Proceedings of the 6th international conference on Active media technology
Ant colony optimization with immigrants schemes in dynamic environments
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part II
Discovering process models with genetic algorithms using sampling
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part I
An evolutionary computing approach to robust design in the presence of uncertainties
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Evolutionary Computation
Particle swarm optimization with composite particles in dynamic environments
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Perspectives in dynamic optimization evolutionary algorithm
ISICA'10 Proceedings of the 5th international conference on Advances in computation and intelligence
CellularDE: a cellular based differential evolution for dynamic optimization problems
ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part I
Maximizing population diversity in single-objective optimization
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Using the uncertainty handling CMA-ES for finding robust optima
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Adaptive evolutionary algorithm based on population dynamics for dynamic environments
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Opt4J: a modular framework for meta-heuristic optimization
Proceedings of the 13th annual conference on Genetic and evolutionary computation
The effects of selection on noisy fitness optimization
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Noise, fitness distribution, and selection intensity in genetic algorithms
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Evolutionary algorithms for optimization problems with uncertainties and hybrid indices
Information Sciences: an International Journal
Tracking multiple targets with adaptive swarm optimization
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
An investigation of selection hyper-heuristics in dynamic environments
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
Memory-based immigrants for ant colony optimization in changing environments
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
Expert Systems with Applications: An International Journal
Distributed genetic process mining using sampling
PaCT'11 Proceedings of the 11th international conference on Parallel computing technologies
Robust optimization by means of vegetative reproduction
ICAIS'11 Proceedings of the Second international conference on Adaptive and intelligent systems
Multi-objective reliability-based optimization with stochastic metamodels
Evolutionary Computation
Evolutionary optimization in spatio-temporal fitness landscapes
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
A preliminary study on handling uncertainty in indicator-based multiobjective optimization
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Integrating techniques from statistical ranking into evolutionary algorithms
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
The role of representations in dynamic knapsack problems
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Bayesian optimization algorithms for dynamic problems
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Prudent-Daring vs tolerant survivor selection schemes in control design of electric drives
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Noise analysis compact genetic algorithm
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
The evolution of higher-level biochemical reaction models
Genetic Programming and Evolvable Machines
A memetic particle swarm optimization algorithm for multimodal optimization problems
Information Sciences: an International Journal
Learning belief connections in a model for situation awareness
PRIMA'11 Proceedings of the 14th international conference on Agents in Principle, Agents in Practice
Differential evolution for high scale dynamic optimization
SIIS'11 Proceedings of the 2011 international conference on Security and Intelligent Information Systems
Computational Optimization and Applications
ACM Transactions on Embedded Computing Systems (TECS)
A dynamic model selection strategy for support vector machine classifiers
Applied Soft Computing
Resampling methods for meta-model validation with recommendations for evolutionary computation
Evolutionary Computation
Ant colony optimization with immigrants schemes for the dynamic vehicle routing problem
EvoApplications'12 Proceedings of the 2012t European conference on Applications of Evolutionary Computation
Expert Systems with Applications: An International Journal
Integrating particle swarm optimization with reinforcement learning in noisy problems
Proceedings of the 14th annual conference on Genetic and evolutionary computation
How long should we run in dynamic optimization?
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Hybrid metaheuristic particle filters for stochastic volatility estimation
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Performance evaluation of evolutionary heuristics in dynamic environments
Applied Intelligence
A genetic algorithm assisted by a locally weighted regression surrogate model
ICCSA'12 Proceedings of the 12th international conference on Computational Science and Its Applications - Volume Part I
Properties of Quantum Particles in Multi-Swarms for Dynamic Optimization
Fundamenta Informaticae
Adaptive swarm optimization for locating and tracking multiple targets
Applied Soft Computing
On optimizing a bi-objective flowshop scheduling problem in an uncertain environment
Computers & Mathematics with Applications
A benchmark generator for dynamic permutation-encoded problems
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part II
ACO beats EA on a dynamic pseudo-boolean function
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
An empirical comparison of CMA-ES in dynamic environments
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
Tracking property of UMDA in dynamic environment by landscape framework
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
Influence of the migration period in parallel distributed GAs for dynamic optimization
LION'12 Proceedings of the 6th international conference on Learning and Intelligent Optimization
Effects of speciation on evolution of neural networks in highly dynamic environments
LION'12 Proceedings of the 6th international conference on Learning and Intelligent Optimization
Differential evolution for dynamic environments with unknown numbers of optima
Journal of Global Optimization
Real-world simulation-based manufacturing optimization using Cuckoo search
Proceedings of the Winter Simulation Conference
EA'11 Proceedings of the 10th international conference on Artificial Evolution
A non-parametric statistical dominance operator for noisy multiobjective optimization
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
International Journal of Swarm Intelligence Research
A multiple local search algorithm for continuous dynamic optimization
Journal of Heuristics
Dynamic evolutionary membrane algorithm in dynamic environments
EvoCOP'13 Proceedings of the 13th European conference on Evolutionary Computation in Combinatorial Optimization
Adapting the pheromone evaporation rate in dynamic routing problems
EvoApplications'13 Proceedings of the 16th European conference on Applications of Evolutionary Computation
Finding robust solutions to dynamic optimization problems
EvoApplications'13 Proceedings of the 16th European conference on Applications of Evolutionary Computation
Optimal computing budget allocation in particle swarm optimization
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Challenges and opportunities in dynamic optimisation
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Evolutionary computation for dynamic optimization problems
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Dynamic index tracking via multi-objective evolutionary algorithm
Applied Soft Computing
Environmental Modelling & Software
An improved firefly algorithm for solving dynamic multidimensional knapsack problems
Expert Systems with Applications: An International Journal
Robust Neuroevolutionary Identification of Nonlinear Nonstationary Objects
Cybernetics and Systems Analysis
Evolutionary visual exploration: evaluation with expert users
EuroVis '13 Proceedings of the 15th Eurographics Conference on Visualization
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Evolutionary algorithms often have to solve optimization problems in the presence of a wide range of uncertainties. Generally, uncertainties in evolutionary computation can be divided into the following four categories. First, the fitness function is noisy. Second, the design variables and/or the environmental parameters may change after optimization, and the quality of the obtained optimal solution should be robust against environmental changes or deviations from the optimal point. Third, the fitness function is approximated, which means that the fitness function suffers from approximation errors. Fourth, the optimum of the problem to be solved changes over time and, thus, the optimizer should be able to track the optimum continuously. In all these cases, additional measures must be taken so that evolutionary algorithms are still able to work satisfactorily. This paper attempts to provide a comprehensive overview of the related work within a unified framework, which has been scattered in a variety of research areas. Existing approaches to addressing different uncertainties are presented and discussed, and the relationship between the different categories of uncertainties are investigated. Finally, topics for future research are suggested.