Advanced Optimization Algorithms Research
Advanced Optimization Algorithms Research is a research topic within Numerical Analysis. Science Explorer counts 30k research works in it since 1950. 17.1% of them reached the world's top 10% most cited for their field and year.
This cluster of papers covers advances in numerical optimization techniques, including topics such as benchmarking optimization software, semidefinite programming, global optimization, derivative-free optimization, and the application of sum of squares techniques. It also explores interior-point methods, quadratic programming, and mixed-integer nonlinear programs.
- Optimization Software
- Semidefinite Programming
- Global Optimization
- Nonlinear Programming
- Interior-Point Methods
- Derivative-Free Optimization
- Quadratic Programming
- Convex Optimization
- Mixed-Integer Nonlinear Programs
- Sum of Squares Techniques
- Research works
- 30k fractional, since 1950
- In the world top 10%
- 5k per year above
- Top-10% rate
- 17.1% share of its works in the world top 10%
- Growth, 2013–17 → 2018–22
- +1% the tick is no change
Which countries lead Advanced Optimization Algorithms Research research?
By volume, China and the United States publish the most (833 and 495 works in 2022–2025).
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.
Shares of the rows listed above, not of the whole node.
Which institutions lead Advanced Optimization Algorithms Research research?
By volume in 2022–2025, Technion – Israel Institute of Technology publishes the most Advanced Optimization Algorithms Research research, followed by Georgia Institute of Technology and University of Mosul.
By volume, 2022–2025
- 1 Technion – Israel Institute of TechnologyIsrael 30 works
- 2 Georgia Institute of TechnologyUnited States 19 works
- 3 University of MosulIraq 19 works
- 4 Sapienza University of RomeItaly 18 works
- 5 Cameron UniversityUnited States 17 works
- 6 Guangxi UniversityChina 17 works
- 7 Universitat Politècnica de ValènciaSpain 17 works
- 8 Centre National de la Recherche ScientifiqueFrance 16 works
- 9 University of KwaZulu-NatalSouth Africa 15 works
- 10 Universitatea Națională de Știință și Tehnologie Politehnica BucureștiRomania 14 works
Who are the leading researchers in Advanced Optimization Algorithms Research?
The most-cited researchers publishing on Advanced Optimization Algorithms Research include Stanley Osher, Kalyanmoy Deb and Michael I. Jordan.
- 1 Stanley Osher United States 8k citations
- 2 Kalyanmoy Deb United States 6.7k citations
- 3 Michael I. Jordan United States 4.8k citations
- 4 Zhu Han United States 4.7k citations
- 5 A. Charnes United States 4.5k citations
Ranked by citations received across their whole record, among researchers with at least three works on this topic.
Where is Advanced Optimization Algorithms Research research done?
The largest centres of Advanced Optimization Algorithms Research research in 2022–2025 are Beijing (China), Shanghai (China), Chongqing (China) and Moscow (Russia). Among places with at least 20 works in it, it is an unusually large share of all research in Haifa.
Largest cities, 2022–2025
Where it is the local speciality
- HaifaIL · 33.3 works12×
Location quotient: how much more of its research is in Advanced Optimization Algorithms Research than the world average.
Where is the best place to study Advanced Optimization Algorithms Research?
Among universities, judged by research, China Medical University, University of KwaZulu-Natal and Universitat Politècnica de València 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.
One dot per university in the table below. The upper left is the interesting corner: small places doing unusually strong work.
| # | University | Score | Top 10% | Specialisation | Works | Growth |
|---|---|---|---|---|---|---|
| 1 | China Medical UniversityTaiwan | 73.2 | 26.4% | 20.2× | 10 | +1084.7% |
| 2 | University of KwaZulu-NatalSouth Africa | 72.4 | 22.3% | 11.4× | 15 | +1335.0% |
| 3 | Universitat Politècnica de ValènciaSpain | 67.2 | 25.8% | 12.6× | 17 | +44.0% |
| 4 | Cameron UniversityUnited States | 62.3 | 10.2% | 880.3× | 17 | +179.1% |
| 5 | Guangxi UniversityChina | 61.9 | 35.8% | 7.7× | 17 | -36.7% |
| 6 | Georgia Institute of TechnologyUnited States | 59.5 | 18.2% | 8.4× | 19 | +82.4% |
| 7 | Bayero University KanoNigeria | 59.3 | 17.9% | 24.6× | 8 | +199.7% |
| 8 | Technion – Israel Institute of TechnologyIsrael | 57.6 | 5.1% | 24.7× | 30 | +25.0% |
| 9 | Zhejiang Normal UniversityChina | 53.9 | 22.0% | 12.5× | 13 | -44.5% |
| 10 | National Institute of Technology KarnatakaIndia | 53.8 | 22.2% | 15.2× | 10 | — |
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 Advanced Optimization Algorithms Research research growing?
Output in 2018–2022 was 1% higher than in 2013–2017, peaking in 2025. The fastest-growing topics are Advanced Optimization Algorithms Research.
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.