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Metaheuristic Optimization Algorithms Research

Metaheuristic Optimization Algorithms Research is a research topic within Artificial Intelligence. Science Explorer counts 40k research works in it since 1952. 25.2% of them reached the world's top 10% most cited for their field and year.

This cluster of papers focuses on swarm intelligence optimization algorithms, including Particle Swarm Optimization, Differential Evolution, Ant Colony Optimization, and Firefly Algorithm. These nature-inspired metaheuristic algorithms are used for global optimization and have applications in various fields.

  • Particle Swarm Optimization
  • Differential Evolution
  • Ant Colony Optimization
  • Firefly Algorithm
  • Metaheuristics
  • Nature-Inspired Algorithms
  • Global Optimization
  • Evolutionary Algorithms
  • Constraint Handling
  • Optimization Applications
Research works
40k
fractional, since 1952
In the world top 10%
10k
per year above
Top-10% rate
25.2%
share of its works in the world top 10%
Growth, 2013–17 → 2018–22
+18%
the tick is no change

Which countries lead Metaheuristic Optimization Algorithms Research research?

By volume, China and India publish the most (3k and 784 works in 2022–2025).

By volume, 2022–2025

  1. 1 China 3k works
  2. 2 India 784 works
  3. 3 United States 359 works
  4. 4 Türkiye 241 works
  5. 5 Japan 223 works
  6. 6 United Kingdom 185 works
  7. 7 Iran 177 works
  8. 8 Mexico 142 works
  9. 9 Germany 137 works
  10. 10 Iraq 134 works

How concentrated that is

The same countries as shares of everything the list above accounts for. A node where two countries do two thirds of the work and one spread evenly across twelve read alike as a ranking and not at all alike here.

China: 55.5%India: 14.7%United States: 6.7%Türkiye: 4.5%6 others listed: 18.6%55%largest
China2,967 · 55.5%India784 · 14.7%United States359 · 6.7%Türkiye241 · 4.5%6 others listed997 · 18.6%

Shares of the rows listed above, not of the whole node.

Which institutions lead Metaheuristic Optimization Algorithms Research research?

By volume in 2022–2025, Xidian University publishes the most Metaheuristic Optimization Algorithms Research research, followed by Northeastern University and Southern University of Science and Technology.

By volume, 2022–2025

  1. 1 Xidian University China 56 works
  2. 2 Northeastern University China 51 works
  3. 3 Southern University of Science and Technology China 44 works
  4. 4 Victoria University of Wellington New Zealand 40 works
  5. 5 South China University of Technology China 40 works
  6. 6 Nanjing University of Information Science and Technology China 34 works
  7. 7 China University of Geosciences China 33 works
  8. 8 Universidad de Guadalajara Mexico 33 works
  9. 9 Shenzhen University China 31 works
  10. 10 National University of Defense Technology China 30 works

Who are the leading researchers in Metaheuristic Optimization Algorithms Research?

The most-cited researchers publishing on Metaheuristic Optimization Algorithms Research include Yoshua Bengio, Rajkumar Buyya and Seyedali Mirjalili.

  1. 1 Yoshua Bengio 17k citations
  2. 2 Rajkumar Buyya 7.8k citations
  3. 3 Seyedali Mirjalili 7.6k citations
  4. 4 Kalyanmoy Deb 6.7k citations
  5. 5 Francisco Herrera 6.5k citations
  6. 6 Witold Pedrycz 5.4k citations
  7. 7 Marco Dorigo 4.5k citations

Ranked by citations received across their whole record, among researchers with at least three works on this topic.

Where is Metaheuristic Optimization Algorithms Research research done?

The largest centres of Metaheuristic Optimization Algorithms Research research in 2022–2025 are Beijing (China), Xi'an (China), Wuhan (China) and Shanghai (China). Among places with at least 20 works in it, it is an unusually large share of all research in Anshan.

Largest cities, 2022–2025

  1. 1 Beijing China 291 works
  2. 2 Xi'an China 218 works
  3. 3 Wuhan China 161 works
  4. 4 Shanghai China 137 works
  5. 5 Nanjing China 136 works
  6. 6 Guangzhou China 135 works
  7. 7 Shenzhen China 102 works
  8. 8 Shenyang China 84 works
  9. 9 Tianjin China 80 works
  10. 10 Changsha China 78 works

Where it is the local speciality

  1. AnshanCN · 27.5 works23×
← less than its size predictsmore →

Location quotient: how much more of its research is in Metaheuristic Optimization Algorithms Research than the world average.

See Metaheuristic Optimization Algorithms Research on the map

Where is the best place to study Metaheuristic Optimization Algorithms Research?

Among universities, judged by research, Al-Balqa Applied University, University of Hradec Králové and Fujian University of Technology score highest, combining excellence, specialisation, size, growth and international reach. Research strength is one signal when choosing where to study; it does not measure teaching.

0%50%100%mean 53.56%fractional works in this node (log) →share in the world top 10% →Al-Balqa Applied University: 10, 71.0%University of Hradec Králové: 10, 87.7%Fujian University of Technology: 18, 54.1%Torrens University Australia: 14, 67.2%Nanjing University of Information Science and Technology: 34, 41.4%Middle East University: 9, 71.2%Victoria University of Wellington: 40, 35.9%Universidad de Guadalajara: 33, 21.8%Wenzhou University: 22, 53.0%University of Toyama: 19, 32.3%University of Hradec…Al-Balqa Applied Uni…Torrens University A…Fujian University of…
above the meannear itbelow it

One dot per university in the table below. The upper left is the interesting corner: small places doing unusually strong work.

#UniversityScoreTop 10%SpecialisationWorksGrowth
1Al-Balqa Applied University Jordan 71.071.0%12.6×10 +202.1%
2University of Hradec Králové Czechia 68.887.7%20.9×10
3Fujian University of Technology China 68.054.1%24.5×18 +333.8%
4Torrens University Australia Australia 66.967.2%75.6×14
5Nanjing University of Information Science and Technology China 65.341.4%11.1×34 +97.9%
6Middle East University Jordan 64.471.2%30.1×9
7Victoria University of Wellington New Zealand 63.435.9%26.8×40 +35.7%
8Universidad de Guadalajara Mexico 63.321.8%14.3×33 +425.4%
9Wenzhou University China 62.153.0%13.9×22 +60.7%
10University of Toyama Japan 61.932.3%23.3×19 +331.5%

Universities only. Score blends excellence (30%), specialisation (25%), size (20%), growth (15%) and international reach (10%), 2015–2022; growth compares 2010–14 with 2015–19.

Is Metaheuristic Optimization Algorithms Research research growing?

Output in 2018–2022 was 18% higher than in 2013–2017, peaking in 2022. The fastest-growing topics are Metaheuristic Optimization Algorithms Research.

19801990200020102020
grewheldshrank

The same series as a ribbon — one cell per year, darker for more. The line above answers how much; this answers when.

Which topics inside it are moving

Growth and decline on one axis around a shared zero. Two lists side by side hide the thing that matters: whether the growth dwarfs the decline, or the other way round.