Concepedia

Evolutionary Algorithms

Evolutionary Algorithms is a class of population-based metaheuristic optimization algorithms that iteratively apply genetic operators such as mutation, crossover, and selection to evolve solutions toward optimal or near-optimal regions in a design space.

18.8K

Publications

1.5M

Citations

32.1K

Authors

5.3K

Institutions

Publications per year

2017–2026

5.8K

Parents

Publications

18.8K

Genetic algorithms in search, optimization, and machine learning

Choice Reviews Online · 1989 · 49.3K citations

, , +14

Particle swarm optimization

James Kennedy, R.C. Eberhart · 2002 · 47.5K citations

, , +7

Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces

Rainer Storn, Kenneth V. Price · Journal of Global Optimization · 1997 · 28.7K citations

, , +12

Particle swarm optimization

Riccardo Poli, James Kennedy, Tim Blackwell · Swarm Intelligence · 2007 · 21.4K citations

, , +7

A modified particle swarm optimizer

Yibing Shi, R.C. Eberhart · 2002 · 10.2K citations

, , +13

1–5 of 18.8K

Authors

32.1K

  1. YJ
    Yaochu Jin

    University of Surrey, United Kingdom

    116 publications · 24.1K citations

    66

    h-index

  2. XY
    Xin Yao

    University of Birmingham, United Kingdom

    120 publications · 20.4K citations

    56

    h-index

  3. SM
    Seyedali Mirjalili

    Torrens University Australia, Australia

    70 publications · 31.5K citations

    53

    h-index

  4. KD
    Kalyanmoy Deb

    Michigan State University, United States

    113 publications · 26K citations

    53

    h-index

  5. PN
    Ponnuthurai Nagaratnam Suganthan

    Nanyang Technological University, Singapore

    94 publications · 23.6K citations

    50

    h-index

1–5 of 32.1K

Institutions

5.3K

  1. Nanyang Technological University

    Singapore, Singapore

    79 h-index

    362 publications

    62.5K citations

  2. City University of Hong Kong

    Hong Kong, Hong Kong

    67 h-index

    261 publications

    28.7K citations

  3. University of Birmingham

    Birmingham, United Kingdom

    63 h-index

    256 publications

    25.1K citations

  4. TU Dortmund University

    Dortmund, Germany

    58 h-index

    300 publications

    34.3K citations

  5. Universidad de Granada

    Granada, Spain

    56 h-index

    320 publications

    31.8K citations

  6. National University of Singapore

    Singapore, Singapore

    55 h-index

    270 publications

    21K citations

  7. South China University of Technology

    Guangzhou, China

    55 h-index

    268 publications

    21.3K citations

  8. Tsinghua University

    Beijing, China

    55 h-index

    234 publications

    24.7K citations

1–8 of 5.3K

Venues

  1. IEEE Transactions on Evolutionary Computation

    579 publications · 147.5K citations

    168

    h-index

  2. Applied Soft Computing

    446 publications · 35.4K citations

    100

    h-index

  3. Expert Systems with Applications

    291 publications · 27.4K citations

    86

    h-index

  4. Information Sciences

    266 publications · 23K citations

    82

    h-index

  5. IEEE Transactions on Cybernetics

    168 publications · 19.1K citations

    80

    h-index

1–5