Concepedia

Multi-objective Evolutionary Algorithms

Multi-Objective Evolutionary Algorithms is a class of population-based stochastic search and optimization algorithms that extend classical evolutionary algorithms by simultaneously optimizing multiple conflicting objectives through mechanisms such as Pareto-based dominance ranking and diversity preservation to approximate the Pareto optimal set.

5K

Publications

419.2K

Citations

9.9K

Authors

2.4K

Institutions

Publications per year

2017–2026

2.1K

Variants

Moeas

Parents

Publications

5K

A fast and elitist multiobjective genetic algorithm: NSGA-II

Kalyanmoy Deb, Amrit Pratap, Sakshi Agarwal et al. · IEEE Transactions on Evolutionary Computation · 2002 · 47.8K citations

, , +10

MOEA/D: A Multiobjective Evolutionary Algorithm Based on Decomposition

Qingfu Zhang, Hui Li · IEEE Transactions on Evolutionary Computation · 2007 · 9.6K citations

, , +16

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

Eckart Zitzler, Lothar Thiele · IEEE Transactions on Evolutionary Computation · 1999 · 8.6K citations

, , +16

Muiltiobjective Optimization Using Nondominated Sorting in Genetic Algorithms

N. Srinivas, Kalyanmoy Deb · Evolutionary Computation · 1994 · 6.9K citations

, , +13

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

Kalyanmoy Deb, Himanshu Jain · IEEE Transactions on Evolutionary Computation · 2013 · 6.8K citations

, , +15

1–5 of 5K

Authors

9.9K

  1. KD
    Kalyanmoy Deb

    Michigan State University, United States

    116 publications · 85.5K citations

    56

    h-index

  2. YJ
    Yaochu Jin

    University of Surrey, United Kingdom

    87 publications · 16.1K citations

    52

    h-index

  3. CA
    Carlos A. Coello Coello

    Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional, Mexico

    113 publications · 17.7K citations

    48

    h-index

  4. QZ
    Qingfu Zhang

    City University of Hong Kong, Hong Kong SAR China

    68 publications · 21.7K citations

    44

    h-index

  5. HI
    Hisao Ishibuchi

    Osaka Prefecture University, Japan

    83 publications · 7.7K citations

    40

    h-index

1–5 of 9.9K

Institutions

2.4K

  1. City University of Hong Kong

    Hong Kong, Hong Kong

    50 h-index

    152 publications

    14.8K citations

  2. Southern University of Science and Technology

    Shenzhen, China

    50 h-index

    175 publications

    14.1K citations

  3. Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional

    Mexico City, Mexico

    45 h-index

    201 publications

    24.8K citations

  4. Indian Institute of Technology Kanpur

    Kanpur, India

    43 h-index

    106 publications

    224.9K citations

  5. Xidian University

    Xi'an, China

    42 h-index

    320 publications

    20.5K citations

  6. Nanyang Technological University

    Singapore, Singapore

    40 h-index

    141 publications

    23K citations

  7. University of Surrey

    Guildford, United Kingdom

    39 h-index

    81 publications

    16.1K citations

  8. University of Birmingham

    Birmingham, United Kingdom

    38 h-index

    103 publications

    14.1K citations

1–8 of 2.4K

Venues

  1. IEEE Transactions on Evolutionary Computation

    269 publications · 135K citations

    121

    h-index

  2. IEEE Transactions on Cybernetics

    92 publications · 11.3K citations

    59

    h-index

  3. Applied Soft Computing

    189 publications · 9.2K citations

    51

    h-index

  4. Expert Systems with Applications

    121 publications · 8.4K citations

    50

    h-index

  5. Information Sciences

    155 publications · 9K citations

    50

    h-index

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