Concepedia

Many-objective Optimization

Many-Objective Optimization is a subfield of multiobjective optimization that specifically addresses optimization problems involving four or more conflicting objectives, distinguishing it from simpler multiobjective cases by the increased complexity in trade-off analysis, solution scalability, and visualization challenges associated with higher-dimensional objective spaces.

1.1K

Publications

83.3K

Citations

2.1K

Authors

754

Institutions

Publications per year

2017–2026

730

Variants

Maoo

Parents

Publications

1.1K

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

Pymoo: Multi-Objective Optimization in Python

Julian Blank, Kalyanmoy Deb · IEEE Access · 2020 · 2.1K citations · Full text

, , +15

An Evolutionary Many-Objective Optimization Algorithm Using Reference-Point Based Nondominated Sorting Approach, Part II: Handling Constraints and Extending to an Adaptive Approach

Himanshu Jain, Kalyanmoy Deb · IEEE Transactions on Evolutionary Computation · 2013 · 2.1K citations

, , +16

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

Johannes Bader, Eckart Zitzler · Evolutionary Computation · 2010 · 2.1K citations

, , +15

A Reference Vector Guided Evolutionary Algorithm for Many-Objective Optimization

Ran Cheng, Yaochu Jin, Markus Olhofer et al. · IEEE Transactions on Evolutionary Computation · 2016 · 1.7K citations

, , +16

1–5 of 1.1K

Authors

2.1K

  1. YJ
    Yaochu Jin

    University of Surrey, United Kingdom

    36 publications · 8.5K citations

    31

    h-index

  2. KD
    Kalyanmoy Deb

    Michigan State University, United States

    42 publications · 15.7K citations

    29

    h-index

  3. HI
    Hisao Ishibuchi

    Osaka Prefecture University, Japan

    38 publications · 3.5K citations

    25

    h-index

  4. CA
    Carlos A. Coello Coello

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

    28 publications · 1.9K citations

    23

    h-index

  5. ML
    Miqing Li

    University of Birmingham, United Kingdom

    26 publications · 4K citations

    21

    h-index

1–5 of 2.1K

Institutions

754

  1. University of Surrey

    Guildford, United Kingdom

    31 h-index

    57 publications

    11.9K citations

  2. City University of Hong Kong

    Hong Kong, Hong Kong

    28 h-index

    45 publications

    6.9K citations

  3. Michigan State University

    East Lansing, United States

    28 h-index

    70 publications

    19.9K citations

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

    Mexico City, Mexico

    27 h-index

    62 publications

    4.2K citations

  5. Southern University of Science and Technology

    Shenzhen, China

    26 h-index

    47 publications

    3.8K citations

  6. Taiyuan University of Science and Technology

    Taiyuan, China

    26 h-index

    126 publications

    7.5K citations

  7. South China University of Technology

    Guangzhou, China

    24 h-index

    67 publications

    5.8K citations

  8. University of Birmingham

    Birmingham, United Kingdom

    24 h-index

    37 publications

    6.7K citations

1–8 of 754

Venues

  1. IEEE Transactions on Evolutionary Computation

    101 publications · 30.6K citations

    68

    h-index

  2. IEEE Transactions on Cybernetics

    46 publications · 5K citations

    41

    h-index

  3. Information Sciences

    73 publications · 3.5K citations

    35

    h-index

  4. Swarm and Evolutionary Computation

    54 publications · 2K citations

    25

    h-index

  5. Applied Soft Computing

    43 publications · 1.6K citations

    24

    h-index

1–5