Solving rotated multi-objective optimization problems using differential evolution

Authors:
Antony W. Iorio;Xiaodong Li
Affiliations:
School of Computer Science and Information Technology, Royal Melbourne Institute of Technology University, Melbourne, Vic., Australia;School of Computer Science and Information Technology, Royal Melbourne Institute of Technology University, Melbourne, Vic., Australia
Venue:
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Year:
2004

Citing 7
Cited 37

An introduction to differential evolution

New ideas in optimization
Differential Evolution Training Algorithm for Feed-Forward Neural Networks

Neural Processing Letters
A Memetic Pareto Evolutionary Approach to Artificial Neural Networks

AI '01 Proceedings of the 14th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Comparison of Multiobjective Evolutionary Algorithms: Empirical Results

Evolutionary Computation
Multiobjective optimization using a Pareto differential evolution approach

CEC '02 Proceedings of the Evolutionary Computation on 2002. CEC '02. Proceedings of the 2002 Congress - Volume 02
A fast and elitist multiobjective genetic algorithm: NSGA-II

IEEE Transactions on Evolutionary Computation
Performance assessment of multiobjective optimizers: an analysis and review

IEEE Transactions on Evolutionary Computation

A new proposal for multi-objective optimization using differential evolution and rough sets theory

Proceedings of the 8th annual conference on Genetic and evolutionary computation
Rotated test problems for assessing the performance of multi-objective optimization algorithms

Proceedings of the 8th annual conference on Genetic and evolutionary computation
Incorporating directional information within a differential evolution algorithm for multi-objective optimization

Proceedings of the 8th annual conference on Genetic and evolutionary computation
Covariance Matrix Adaptation for Multi-objective Optimization

Evolutionary Computation
Differential evolution and non-separability: using selective pressure to focus search

Proceedings of the 9th annual conference on Genetic and evolutionary computation
A Generalized Differential Evolution Combined with EDA for Multi-objective Optimization Problems

ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Efficient covariance matrix update for variable metric evolution strategies

Machine Learning
Optimizing the DFCN Broadcast Protocol with a Parallel Cooperative Strategy of Multi-Objective Evolutionary Algorithms

EMO '09 Proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization
Automatic Clustering Using a Synergy of Genetic Algorithm and Multi-objective Differential Evolution

HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
DEMORS: A hybrid multi-objective optimization algorithm using differential evolution and rough set theory for constrained problems

Computers and Operations Research
Multiobjective optimization problems with complicated Pareto sets, MOEA/D and NSGA-II

IEEE Transactions on Evolutionary Computation
Differential evolution algorithm with strategy adaptation for global numerical optimization

IEEE Transactions on Evolutionary Computation
Automatic clustering with multi-objective differential evolution algorithms

CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Multi-objective optimum design of balanced SAW filters using generalized differential evolution

WSEAS TRANSACTIONS on SYSTEMS
Data Clustering Using Multi-objective Differential Evolution Algorithms

Fundamenta Informaticae
Steady-state selection and efficient covariance matrix update in the multi-objective CMA-ES

EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Differential evolution versus genetic algorithms in multiobjective optimization

EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
A differential evolution variant of NSGA II for real world multiobjective optimization

ACAL'07 Proceedings of the 3rd Australian conference on Progress in artificial life
HCS: a new local search strategy for memetic multiobjective evolutionary algorithms

IEEE Transactions on Evolutionary Computation
Sensitivity analysis and automatic calibration of a rainfall-runoff model using multi-objectives

KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part I
Differential evolution algorithm with ensemble of parameters and mutation strategies

Applied Soft Computing
Improved differential evolution approach for optimization of surface grinding process

Expert Systems with Applications: An International Journal
A three-strategy based differential evolution algorithm for constrained optimization

ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
Multi-operator based evolutionary algorithms for solving constrained optimization problems

Computers and Operations Research
Indicator-based differential evolution using exclusive hypervolume approximation and parallelization for multi-core processors

Proceedings of the 13th annual conference on Genetic and evolutionary computation
Differential evolution for RFID antenna design: a comparison with ant colony optimisation

Proceedings of the 13th annual conference on Genetic and evolutionary computation
Self-adaptive mutation in the differential evolution

Proceedings of the 13th annual conference on Genetic and evolutionary computation
A fast and effective method for pruning of non-dominated solutions in many-objective problems

PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
A multiobjective differential evolution based on decomposition for multiobjective optimization with variable linkages

PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
On an evolutionary approach for constrained optimization problem solving

Applied Soft Computing
Data Clustering Using Multi-objective Differential Evolution Algorithms

Fundamenta Informaticae
Simplified swarm optimization with differential evolution mutation strategy for parameter search

Proceedings of the 7th International Conference on Ubiquitous Information Management and Communication
Self-adaptive differential evolution incorporating a heuristic mixing of operators

Computational Optimization and Applications
Parameter estimation of a pressure swing adsorption model for air separation using multi-objective optimisation and support vector regression model

Expert Systems with Applications: An International Journal
Self organizing classifiers and niched fitness

Proceedings of the 15th annual conference on Genetic and evolutionary computation
Minimization of cost, sediment load, and sensitivity to climate change in a watershed management application

Environmental Modelling & Software
Repairing the crossover rate in adaptive differential evolution

Applied Soft Computing

Quantified Score

Hi-index	0.00

Visualization

Abstract

This paper demonstrates that the self-adaptive technique of Differential Evolution (DE) can be simply used for solving a multi-objective optimization problem where parameters are interdependent The real-coded crossover and mutation rates within the NSGA-II have been replaced with a simple Differential Evolution scheme, and results are reported on a rotated problem which has presented difficulties using existing Multi-objective Genetic Algorithms The Differential Evolution variant of the NSGA-II has demonstrated rotational invariance and superior performance over the NSGA-II on this problem.