Keyword

multi-objective evolutionary algorithms

Description: Optimization algorithms that use evolutionary processes, such as selection and variation, to find solutions across multiple objectives.

Primary topic: Advanced Multi-Objective Optimization Algorithms (48%)

OpenAlex ID: keywords/multi-objective-evolutionary-algorithms

MOEA/D: A Multiobjective Evolutionary Algorithm Based on Decomposition

2007 · Qingfu Zhang, Hui Li · IEEE Transactions on Evolutionary Computation · 10,003

Multiobjective evolutionary algorithms: a comparative case study and the strength Pareto approach

1999 · E. Zitzler, L. Thiele · IEEE Transactions on Evolutionary Computation · 8,818

An Evolutionary Many-Objective Optimization Algorithm Using Reference-Point-Based Nondominated Sorting Approach, Part I: Solving Problems With Box Constraints

2013 · Kalyanmoy Deb, Himanshu Jain · IEEE Transactions on Evolutionary Computation · 7,165

Comparison of Multiobjective Evolutionary Algorithms: Empirical Results

2000 · Eckart Zitzler, Kalyanmoy Deb, et al. · Evolutionary Computation · 5,703

Evolutionary Algorithms for Solving Multi-Objective Problems

2007 · Coello, Carlos A. Coello, Veldhuizen, David A. Van, et al. · Springer eBooks · 5,690

A Fast Elitist Non-dominated Sorting Genetic Algorithm for Multi-objective Optimization: NSGA-II

2000 · Kalyanmoy Deb, Samir Agrawal, et al. · Lecture notes in computer science · 5,530

Handling multiple objectives with particle swarm optimization

2004 · C.A.C. Coello, G.T. Pulido, et al. · IEEE Transactions on Evolutionary Computation · 4,462

Performance assessment of multiobjective optimizers: an analysis and review

2003 · E. Zitzler, L. Thiele, et al. · IEEE Transactions on Evolutionary Computation · 4,343

PlatEMO: A MATLAB Platform for Evolutionary Multi-Objective Optimization [Educational Forum]

2017 · Ye Tian, Ran Cheng, et al. · IEEE Computational Intelligence Magazine · 2,744

MOPSO: a proposal for multiple objective particle swarm optimization

2002 · C.A. Coello Coello, M.S. Lechuga · IEEE Congress on Evolutionary Computation (CEC) · 2,545

Multiobjective optimization using evolutionary algorithms — A comparative case study

1998 · Eckart Zitzler, Lothar Thiele · Lecture notes in computer science · 2,358

Multiobjective evolutionary algorithms: A survey of the state of the art

2011 · Aimin Zhou, Bo-Yang Qu, et al. · Swarm and Evolutionary Computation · 2,257

Scalable Test Problems for Evolutionary Multiobjective Optimization

2005 · Kalyanmoy Deb, Lothar Thiele, et al. · Springer eBooks · 2,189

A review of multiobjective test problems and a scalable test problem toolkit

2006 · S. Huband, P. Hingston, et al. · IEEE Transactions on Evolutionary Computation · 2,093

HypE: An Algorithm for Fast Hypervolume-Based Many-Objective Optimization

2010 · Johannes Bader, Eckart Zitzler · Evolutionary Computation · 2,081

SMS-EMOA: Multiobjective selection based on dominated hypervolume

2006 · Nicola Beume, Boris Naujoks, et al. · European Journal of Operational Research · 2,056

A Reference Vector Guided Evolutionary Algorithm for Many-Objective Optimization

2016 · Ran Cheng, Yaochu Jin, et al. · IEEE Transactions on Evolutionary Computation · 1,765

Scalable multi-objective optimization test problems

2003 · K. Deb, L. Thiele, et al. · IEEE Congress on Evolutionary Computation (CEC) · 1,681

Data Mining and Knowledge Discovery Handbook

2005 · Maimon, Oded, Rokach, Lior · Springer eBooks · 1,548

Combining Convergence and Diversity in Evolutionary Multiobjective Optimization

2002 · Marco Laumanns, Lothar Thiele, et al. · Evolutionary Computation · 1,491

Evolutionary multi-objective optimization: a historical view of the field

2006 · C.A. Coello Coello · IEEE Computational Intelligence Magazine · 1,447

Multiobjective evolutionary algorithms to identify highly autocorrelated areas: the case of spatial distribution in financially compromised farms

2011 · Carlos R. García-Alonso, Leonor M. Pérez-Naranjo, et al. · Annals of Operations Research · 1,353

Multiobjective evolutionary algorithms: classifications, analyses, and new innovations

1999 · Gary B. Lamont, David A. Van Veldhuizen · 1,211

An Evolutionary Many-Objective Optimization Algorithm Based on Dominance and Decomposition

2014 · Ke Li, Kalyanmoy Deb, et al. · IEEE Transactions on Evolutionary Computation · 1,208

Multiobjective Evolutionary Algorithms: Analyzing the State-of-the-Art

2000 · David A. Van Veldhuizen, Gary B. Lamont · Evolutionary Computation · 1,201

Works count: 10,500

Citation count: 281,700