The NURBS book (2nd ed.)
Evolutionary and Adaptive Computing in Engineering Design: The Integration of Adaptive Search Exploration and Optimization with Engineering Design Pro
Estimation of Distribution Algorithms: A New Tool for Evolutionary Computation
Estimation of Distribution Algorithms: A New Tool for Evolutionary Computation
Evolutionary Optimization in Dynamic Environments
Evolutionary Optimization in Dynamic Environments
Metamodel-Assisted Evolution Strategies
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
PPSN IV Proceedings of the 4th International Conference on Parallel Problem Solving from Nature
On The Dynamics Of Evolutionary Multi-objective Optimization
GECCO '02 Proceedings of the Genetic and Evolutionary Computation Conference
Creating Robust Solutions by Means of Evolutionary Algorithms
PPSN V Proceedings of the 5th International Conference on Parallel Problem Solving from Nature
A Taxonomy for artificial embryogeny
Artificial Life
The role of mutation and recombination in evolutionary algorithms
The role of mutation and recombination in evolutionary algorithms
Evolutionary Computation
A comprehensive survey of fitness approximation in evolutionary computation
Soft Computing - A Fusion of Foundations, Methodologies and Applications
Faster convergence by means of fitness estimation
Soft Computing - A Fusion of Foundations, Methodologies and Applications
Structure optimization of neural networks for evolutionary design optimization
Soft Computing - A Fusion of Foundations, Methodologies and Applications
Three dimensional evolutionary aerodynamic design optimization with CMA-ES
GECCO '05 Proceedings of the 7th 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
Evolutionary Computation in Dynamic and Uncertain Environments (Studies in Computational Intelligence)
Representations for Genetic and Evolutionary Algorithms
Representations for Genetic and Evolutionary Algorithms
Multi-Objective Machine Learning (Studies in Computational Intelligence) (Studies in Computational Intelligence)
Efficient Hierarchical Parallel Genetic Algorithms using Grid computing
Future Generation Computer Systems
Inverse multi-objective robust evolutionary design
Genetic Programming and Evolvable Machines
Integrating generative growth and evolutionary computation for form exploration
Genetic Programming and Evolvable Machines
A study on metamodeling techniques, ensembles, and multi-surrogates in evolutionary computation
Proceedings of the 9th annual conference on Genetic and evolutionary computation
A cellular model for the evolutionary development of lightweight material with an inner structure
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Robust and self-repairing formation control for swarms of mobile agents
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 1
Global shape with morphogen gradients and motile polarized cells
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Trade-off between performance and robustness: an evolutionary multiobjective approach
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
A two-phase local search for the biobjective traveling salesman problem
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
Distributed computing of Pareto-optimal solutions with evolutionary algorithms
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
Visualization and data mining of Pareto solutions using self-organizing map
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
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
multi-multi-objective optimization problem and its solution by a MOEA
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Generalizing surrogate-assisted evolutionary computation
IEEE Transactions on Evolutionary Computation
On evolutionary optimization of large problems using small populations
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
Direct manipulation of free form deformation in evolutionary design optimisation
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Direct manipulation of free form deformation in evolutionary design optimisation
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Recombination of similar parents in EMO algorithms
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
Genetic algorithms with a robust solution searching scheme
IEEE Transactions on Evolutionary Computation
A framework for evolutionary optimization with approximate fitnessfunctions
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Evolutionary Computation
Evolutionary optimization in uncertain environments-a survey
IEEE Transactions on Evolutionary Computation
Efficient search for robust solutions by means of evolutionary algorithms and fitness approximation
IEEE Transactions on Evolutionary Computation
RM-MEDA: A Regularity Model-Based Multiobjective Estimation of Distribution Algorithm
IEEE Transactions on Evolutionary Computation
Exploiting molecular dynamics for multi-objective optimization
Expert Systems with Applications: An International Journal
An investigation on noise-induced features in robust evolutionary multi-objective optimization
Expert Systems with Applications: An International Journal
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part II
Diversity improvement by non-geometric binary crossover in evolutionary multiobjective optimization
IEEE Transactions on Evolutionary Computation
An evolution strategy assisted by an ensemble of local Gaussian process models
Proceedings of the 15th annual conference on Genetic and evolutionary computation
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Multiobjective evolutionary algorithms (MOEAs) have shown to be effective in solving a wide range of test problems. However, it is not straightforward to apply MOEAs to complex real-world problems. This paper discusses the major challenges we face in applying MOEAs to complex structural optimization, including the involvement of time-consuming and multi-disciplinary quality evaluation processes, changing environments, vagueness in formulating criteria formulation, and the involvement of multiple sub-systems. We propose that the successful tackling of all these aspects give birth to a systems approach to evolutionary design optimization characterized by considerations at four levels, namely, the system property level, temporal level, spatial level and process level. Finally, we suggest a few promising future research topics in evolutionary structural design that consist in the necessary steps towards a life-like design approach, where design principles found in biological systems such as self-organization, self-repair and scalability play a central role.