More test examples for nonlinear programming codes
More test examples for nonlinear programming codes
A collection of test problems for constrained global optimization algorithms
A collection of test problems for constrained global optimization algorithms
Evolutionary computation: toward a new philosophy of machine intelligence
Evolutionary computation: toward a new philosophy of machine intelligence
Genetic algorithms + data structures = evolution programs (3rd ed.)
Genetic algorithms + data structures = evolution programs (3rd ed.)
Numerical Optimization of Computer Models
Numerical Optimization of Computer Models
Multiple Objective Optimization with Vector Evaluated Genetic Algorithms
Proceedings of the 1st International Conference on Genetic Algorithms
Some Guidelines for Genetic Algorithms with Penalty Functions
Proceedings of the 3rd International Conference on Genetic Algorithms
Adapting Operator Probabilities in Genetic Algorithms
Proceedings of the 3rd International Conference on Genetic Algorithms
Genetic Optimization Using A Penalty Function
Proceedings of the 5th International Conference on Genetic Algorithms
Using Genetic Algorithms in Engineering Design Optimization with Non-Linear Constraints
Proceedings of the 5th International Conference on Genetic Algorithms
Proceedings of the 5th International Conference on Genetic Algorithms
Shall We Repair? Genetic AlgorithmsCombinatorial Optimizationand Feasibility Constraints
Proceedings of the 5th International Conference on Genetic Algorithms
Genetic AlgorithmsNumerical Optimizationand Constraints
Proceedings of the 6th International Conference on Genetic Algorithms
A Segregated Genetic Algorithm for Constrained Structural Optimization
Proceedings of the 6th International Conference on Genetic Algorithms
Co-evolutionary Constraint Satisfaction
PPSN III Proceedings of the International Conference on Evolutionary Computation. The Third Conference on Parallel Problem Solving from Nature: Parallel Problem Solving from Nature
Genetic algorithms with multi-parent recombination
PPSN III Proceedings of the International Conference on Evolutionary Computation. The Third Conference on Parallel Problem Solving from Nature: Parallel Problem Solving from Nature
Evolutionary Computation at the Edge of Feasibility
PPSN IV Proceedings of the 4th International Conference on Parallel Problem Solving from Nature
A Multi-objective Approach to Constrained Optimisation of Gas Supply Networks: the COMOGA Method
Selected Papers from AISB Workshop on Evolutionary Computing
An analysis of the behavior of a class of genetic adaptive systems.
An analysis of the behavior of a class of genetic adaptive systems.
Constrained GA applied to production and energy management of a pulp and paper mill
Proceedings of the 1999 ACM symposium on Applied computing
Computers and Operations Research
Compact Unstructured Representations for Evolutionary Design
Applied Intelligence
An Adaptive Algorithm for Constrained Optimization Problems
PPSN VI Proceedings of the 6th International Conference on Parallel Problem Solving from Nature
Test-Case Generator TCG-2 for Nonlinear Parameter Optimisation
PPSN VI Proceedings of the 6th International Conference on Parallel Problem Solving from Nature
A New Asynchronous Parallel Evolutionary Algorithm for Function Optimization
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
Crossover Operator Effect in Function Optimization with Constraints
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
A Cultural Algorithm for Constrained Optimization
MICAI '02 Proceedings of the Second Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
Optimal Anytime Constrained Simulated Annealing for Constrained Global Optimization
CP '02 Proceedings of the 6th International Conference on Principles and Practice of Constraint Programming
Dual Evolutionary Optimization
Selected Papers from the 5th European Conference on Artificial Evolution
Evolving Objects: A General Purpose Evolutionary Computation Library
Selected Papers from the 5th European Conference on Artificial Evolution
A Multiobjective Evolutionary Algorithm for Car Front End Design
Selected Papers from the 5th European Conference on Artificial Evolution
Fuzzy Sets and Systems - Special issue: Optimization and decision support systems
A genetic algorithm for solving economic lot size scheduling problem
Computers and Industrial Engineering - 26th International conference on computers and industrial engineering
Solving fuzzy optimization problems by evolutionary algorithms
Information Sciences: an International Journal
ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence
Experimental complexity analysis of continuous constraint satisfaction problems
Information Sciences: an International Journal
TCG-2: a test-case generator for non-linear parameter optimisation techniques
Advances in evolutionary computing
Numerical Comparison of Some Penalty-Based Constraint Handling Techniques in Genetic Algorithms
Journal of Global Optimization
A new adaptive penalty scheme for genetic algorithms
Information Sciences: an International Journal - Special issue: Evolutionary computation
Kriging as a surrogate fitness landscape in evolutionary optimization
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
The second generation of self-organizing adaptive penalty strategy for constrained genetic search
Advances in Engineering Software
Optimization with constraints using a cultured differential evolution approach
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Free search: a comparative analysis
Information Sciences—Informatics and Computer Science: An International Journal
Use of domain information to improve the performance of an evolutionary algorithm
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
Constraint handling in genetic algorithms using a gradient-based repair method
Computers and Operations Research
Computational Intelligence: Concepts to Implementations
Computational Intelligence: Concepts to Implementations
Agent-based demand forecast in multi-echelon supply chain
Decision Support Systems
Multi-sensor fusion: an Evolutionary algorithm approach
Information Fusion
Particle Swarms for Linearly Constrained Optimisation
Fundamenta Informaticae
A parameter-free self-adapting boundary genetic search for pipe network optimization
Computational Optimization and Applications
A line up evolutionary algorithm for solving nonlinear constrained optimization problems
Computers and Operations Research
Information Sciences: an International Journal
Estimating the spectral sensitivity of a digital sensor using calibration targets
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Artificial Agents for Discovering Business Strategies for Network Industries
International Journal of Electronic Commerce
Conjugate schema and basis representation of crossover and mutation operators
Evolutionary Computation
Evolutionary algorithms, homomorphous mappings, and constrained parameter optimization
Evolutionary Computation
Use of chaotic sequences in a biologically inspired algorithm for engineering design optimization
Expert Systems with Applications: An International Journal
Handling constraints for manufacturing process optimisation using genetic algorithms
International Journal of Computer Applications in Technology
Differential evolution with dynamic stochastic selection for constrained optimization
Information Sciences: an International Journal
Search space reduction technique for constrained optimization with tiny feasible space
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Using quantum-behaved particle swarm optimization algorithm to solve non-linear programming problems
International Journal of Computer Mathematics - Distributed Algorithms in Science and Engineering
Self-adaptive velocity particle swarm optimization for solving constrained optimization problems
Journal of Global Optimization
Particle swarm optimization technique based short-term hydrothermal scheduling
Applied Soft Computing
Artificial Bee Colony (ABC) Optimization Algorithm for Solving Constrained Optimization Problems
IFSA '07 Proceedings of the 12th international Fuzzy Systems Association world congress on Foundations of Fuzzy Logic and Soft Computing
Genetic Repair for Optimization under Constraints Inspired by Arabidopsis Thaliana
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
A Feasibility-Preserving Crossover and Mutation Operator for Constrained Combinatorial Problems
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
CSTST '08 Proceedings of the 5th international conference on Soft computing as transdisciplinary science and technology
Looking Inside Particle Swarm Optimization in Constrained Search Spaces
MICAI '08 Proceedings of the 7th Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
Analog circuit optimization system based on hybrid evolutionary algorithms
Integration, the VLSI Journal
ISICA '08 Proceedings of the 3rd International Symposium on Advances in Computation and Intelligence
A memetic approach to the automatic design of high-performance analog integrated circuits
ACM Transactions on Design Automation of Electronic Systems (TODAES)
Adaptive Heuristic Applied to Large Constraint Optimisation Problem
Large-Scale Scientific Computing
Solving nonlinearly constrained global optimization problem via an auxiliary function method
Journal of Computational and Applied Mathematics
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Stochastic ranking based differential evolution algorithm for constrained optimization problem
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
IEA/AIE '09 Proceedings of the 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: Next-Generation Applied Intelligence
Pattern Recognition Letters
Journal of Artificial Intelligence Research
Expert Systems with Applications: An International Journal
Optimization of power allocation for interference cancellation with particle swarm optimization
IEEE Transactions on Evolutionary Computation - Special issue on computational finance and economics
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on human computing
Evolutionary computation and structural design: A survey of the state-of-the-art
Computers and Structures
An Improved Harmony Search Algorithm with Differential Mutation Operator
Fundamenta Informaticae - Swarm Intelligence
Scheduling trucks in cross-docking systems: Robust meta-heuristics
Computers and Industrial Engineering
An agent-based memetic algorithm (AMA) for nonlinear optimization with equality constraints
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
A cooperative coevolutionary algorithm with correlation based adaptive variable partitioning
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Coevolving and cooperating path planner for multiple unmanned air vehicles
Engineering Applications of Artificial Intelligence
Free Search-a comparative analysis
Information Sciences: an International Journal
IS-PAES: a constraint-handling technique based on multiobjective optimization concepts
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
Use of multiobjective optimization concepts to handle constraints in single-objective optimization
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
An adaptive penalty scheme for steady-state genetic algorithms
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
Constrained coverage optimisation for mobile cellular networks
EvoWorkshops'03 Proceedings of the 2003 international conference on Applications of evolutionary computing
A rough set penalty function for marriage selection in multiple-evaluation genetic algorithms
RSKT'07 Proceedings of the 2nd international conference on Rough sets and knowledge technology
Handling constraints in particle swarm optimization using a small population size
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
ISICA'07 Proceedings of the 2nd international conference on Advances in computation and intelligence
An evolutionary agent system for mathematical programming
ISICA'07 Proceedings of the 2nd international conference on Advances in computation and intelligence
International Journal of Bio-Inspired Computation
Biogeography-based optimization with blended migration for constrained optimization problems
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Constraint-handling techniques used with evolutionary algorithms
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Differential evolution in constrained numerical optimization: An empirical study
Information Sciences: an International Journal
Ensemble of constraint handling techniques
IEEE Transactions on Evolutionary Computation
Constraint multi-objective automated synthesis for CMOS operational amplifier
LSMS/ICSEE'10 Proceedings of the 2010 international conference on Life system modeling and simulation and intelligent computing, and 2010 international conference on Intelligent computing for sustainable energy and environment: Part II
Genetic search algorithms to fuzzy multiobjective games: a mathematica implementation
ACS'10 Proceedings of the 10th WSEAS international conference on Applied computer science
A hybrid cooperative search algorithm for constrained optimization
Structural and Multidisciplinary Optimization
An improved vector particle swarm optimization for constrained optimization problems
Information Sciences: an International Journal
Genetic regulatory network-based symbiotic evolution
Expert Systems with Applications: An International Journal
A modified Artificial Bee Colony (ABC) algorithm for constrained optimization problems
Applied Soft Computing
Blended biogeography-based optimization for constrained optimization
Engineering Applications of Artificial Intelligence
Enhanced artificial bee colony algorithm performance
ICCOMP'10 Proceedings of the 14th WSEAS international conference on Computers: part of the 14th WSEAS CSCC multiconference - Volume II
Constrained evolutionary programming approaches to power system economic dispatch
EC'05 Proceedings of the 6th WSEAS international conference on Evolutionary computing
Artificial bee colony algorithm with multiple onlookers for constrained optimization problems
ECC'11 Proceedings of the 5th European conference on European computing conference
A fuzzy DEA and knapsack formulation integrated model for project selection
Computers and Operations Research
Policy learning in resource-constrained optimization
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Inequality constraint handling in genetic algorithms using a boundary simulation method
Computers and Operations Research
Forest planning using particle swarm optimization with a priority representation
IEA/AIE'11 Proceedings of the 24th international conference on Industrial engineering and other applications of applied intelligent systems conference on Modern approaches in applied intelligence - Volume Part II
An evolutionary algorithm based on stochastic weighted learning for constrained optimization
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
Preference bi-objective evolutionary algorithm for constrained optimization
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Global estimation in constrained environments
International Journal of Robotics Research
Computers & Mathematics with Applications
A closed loop algorithms based on chaos theory for global optimization
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part I
Handling constraints in global optimization using an artificial immune system
ICARIS'05 Proceedings of the 4th international conference on Artificial Immune Systems
Multiobjective optimization by a modified artificial immune system algorithm
ICARIS'05 Proceedings of the 4th international conference on Artificial Immune Systems
ICDM'06 Proceedings of the 6th Industrial Conference on Data Mining conference on Advances in Data Mining: applications in Medicine, Web Mining, Marketing, Image and Signal Mining
Evaluating differential evolution with penalty function to solve constrained engineering problems
Expert Systems with Applications: An International Journal
A memetic particle swarm optimization algorithm for multimodal optimization problems
Information Sciences: an International Journal
EvoCOMNET'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part II
Multi-Pareto-Ranking evolutionary algorithm
EvoCOP'12 Proceedings of the 12th European conference on Evolutionary Computation in Combinatorial Optimization
SIDE'12 Proceedings of the 2012 international conference on Swarm and Evolutionary Computation
Vehicle routing scheduling using an enhanced hybrid optimization approach
Journal of Intelligent Manufacturing
A (1+1)-CMA-ES for constrained optimisation
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Constraint-handling techniques used with evolutionary algorithms
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
An Improved Harmony Search Algorithm with Differential Mutation Operator
Fundamenta Informaticae - Swarm Intelligence
Particle Swarms for Linearly Constrained Optimisation
Fundamenta Informaticae
Multistep fuzzy classifier forming with cooperative-competitive coevolutionary algorithm
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part I
BSTBGA: A hybrid genetic algorithm for constrained multi-objective optimization problems
Computers and Operations Research
Evolutionary Algorithm for Economic lot and Delivery Scheduling Problem
Fundamenta Informaticae
Evolutionary Computation: Where we are and where we're headed
Fundamenta Informaticae
The great salmon run: a novel bio-inspired algorithm for artificial system design and optimisation
International Journal of Bio-Inspired Computation
A distributed agent-based approach for simulation-based optimization
Advanced Engineering Informatics
A Constrained Evolutionary Computation Method for Detecting Controlling Regions of Cortical Networks
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A genetic algorithm based augmented Lagrangian method for constrained optimization
Computational Optimization and Applications
ICHEA: a constraint guided search for improving evolutionary algorithms
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part I
Real-Valued constraint optimization with ICHEA
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
An incremental approach to solving dynamic constraint satisfaction problems
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
Achieving scalable model-based testing through test case diversity
ACM Transactions on Software Engineering and Methodology (TOSEM)
International Journal of Applied Evolutionary Computation
Advances in Artificial Intelligence
A self-adaptive differential evolution algorithm with constraint sequencing
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
ICHEA for discrete constraint satisfaction problems
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
A Multiobjective Particle Swarm Optimizer for Constrained Optimization
International Journal of Swarm Intelligence Research
International Journal of Swarm Intelligence Research
Investigating Multi-View Differential Evolution for solving constrained engineering design problems
Expert Systems with Applications: An International Journal
A penalty function-based differential evolution algorithm for constrained global optimization
Computational Optimization and Applications
On the behaviour of the (1, λ)-es for a conically constrained problem
Proceedings of the 15th annual conference on Genetic and evolutionary computation
A novel selection evolutionary strategy for constrained optimization
Information Sciences: an International Journal
A rough penalty genetic algorithm for constrained optimization
Information Sciences: an International Journal
On handling ephemeral resource constraints in evolutionary search
Evolutionary Computation
A new algorithm inspired in the behavior of the social-spider for constrained optimization
Expert Systems with Applications: An International Journal
A Multi-Objective Evolutionary Algorithm for enhancing Bayesian Networks hybrid-based modeling
Computers & Mathematics with Applications
Structural optimization of forest machines with hybridized nonsmooth and global methods
Structural and Multidisciplinary Optimization
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Evolutionary computation techniques have received a great deal of attention regarding their potential as optimization techniques for complex numerical functions. However, they have not produced a significant breakthrough in the area of nonlinear programming due to the fact that they have not addressed the issue of constraints in a systematic way. Only recently have several methods been proposed for handling nonlinear constraints by evolutionary algorithms for numerical optimization problems; however, these methods have several drawbacks, and the experimental results on many test cases have been disappointing. In this paper we (1) discuss difficulties connected with solving the general nonlinear programming problem; (2) survey several approaches that have emerged in the evolutionary computation community; and (3) provide a set of 11 interesting test cases that may serve as a handy reference for future methods.