Science Explorer Interactive view Map

Advanced Control Systems Optimization

Advanced Control Systems Optimization is a research topic within Control and Systems Engineering. Science Explorer counts 70k research works in it since 1950. 20.2% of them reached the world's top 10% most cited for their field and year.

This cluster of papers focuses on the application of Model Predictive Control (MPC) in industrial processes, covering topics such as optimization, robust control, stability analysis, and real-time implementation. It explores the use of MPC for handling nonlinear systems, distributed control strategies, and its application in various industrial settings.

  • Model Predictive Control
  • Optimization
  • Nonlinear Systems
  • Robust Control
  • Distributed Control
  • Stability Analysis
  • Real-time Optimization
  • Nonlinear MPC
  • Industrial Applications
  • Constraint Handling
Research works
70k
fractional, since 1950
In the world top 10%
14k
per year above
Top-10% rate
20.2%
share of its works in the world top 10%
Growth, 2013–17 → 2018–22
+2%
the tick is no change

Which countries lead Advanced Control Systems Optimization research?

By volume, China and the United States publish the most (3.4k and 1.2k works in 2022–2025).

By volume, 2022–2025

  1. 1 China 3.4k works
  2. 2 United States 1.2k works
  3. 3 Germany 559 works
  4. 4 India 503 works
  5. 5 France 319 works
  6. 6 United Kingdom 273 works
  7. 7 Italy 268 works
  8. 8 Canada 230 works
  9. 9 Japan 228 works
  10. 10 Brazil 203 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: 47.6%United States: 16.3%Germany: 7.8%India: 7.0%6 others listed: 21.3%48%largest
China3,407 · 47.6%United States1,163 · 16.3%Germany559 · 7.8%India503 · 7.0%6 others listed1,521 · 21.3%

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

Which institutions lead Advanced Control Systems Optimization research?

By volume in 2022–2025, Northeastern University publishes the most Advanced Control Systems Optimization research, followed by Harbin Institute of Technology and Beijing Institute of Technology.

By volume, 2022–2025

  1. 1 Northeastern University China 86 works
  2. 2 Harbin Institute of Technology China 85 works
  3. 3 Beijing Institute of Technology China 82 works
  4. 4 Shanghai Jiao Tong University China 75 works
  5. 5 Beihang University China 74 works
  6. 6 Tsinghua University China 69 works
  7. 7 Dalian University of Technology China 61 works
  8. 8 Southeast University China 58 works
  9. 9 East China University of Science and Technology China 54 works
  10. 10 Delft University of Technology Netherlands 50 works

Who are the leading researchers in Advanced Control Systems Optimization?

The most-cited researchers publishing on Advanced Control Systems Optimization include George E. P. Box, H. Vincent Poor and José Rodríguez.

  1. 1 George E. P. Box 10k citations
  2. 2 H. Vincent Poor 9.5k citations
  3. 3 José Rodríguez 6.8k citations
  4. 4 Kalyanmoy Deb 6.7k citations
  5. 5 Guanrong Chen 5.4k citations
  6. 6 Witold Pedrycz 5.4k citations
  7. 7 Peng Shi 5k citations

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

Where is Advanced Control Systems Optimization research done?

The largest centres of Advanced Control Systems Optimization research in 2022–2025 are Beijing (China), Shanghai (China), Nanjing (China) and Xi'an (China). Among places with at least 20 works in it, it is an unusually large share of all research in Gabès, Qufu and Jinzhou.

Largest cities, 2022–2025

  1. 1 Beijing China 610 works
  2. 2 Shanghai China 269 works
  3. 3 Nanjing China 216 works
  4. 4 Xi'an China 165 works
  5. 5 Qingdao China 143 works
  6. 6 Hangzhou China 133 works
  7. 7 Harbin China 132 works
  8. 8 Shenyang China 132 works
  9. 9 Dalian China 107 works
  10. 10 Wuhan China 106 works

Where it is the local speciality

  1. GabèsTN · 21.9 works28×
  2. QufuCN · 32.5 works17×
  3. JinzhouCN · 38.5 works15×
← less than its size predictsmore →

Location quotient: how much more of its research is in Advanced Control Systems Optimization than the world average.

See Advanced Control Systems Optimization on the map

Where is the best place to study Advanced Control Systems Optimization?

Among universities, judged by research, Shandong University of Science and Technology, Northeastern University and Qingdao University of Science and 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%20%40%mean 17.69%fractional works in this node (log) →share in the world top 10% →Shandong University of Science and Technology: 42, 21.4%Northeastern University: 86, 22.0%Qingdao University of Science and Technology: 43, 32.1%East China University of Science and Technology: 54, 23.0%Beijing Institute of Technology: 82, 17.2%IMT School for Advanced Studies Lucca: 11, 11.0%University of Stuttgart: 33, 18.5%Eindhoven University of Technology: 45, 9.7%TU Dortmund University: 33, 10.7%Qufu Normal University: 32, 11.3%Qingdao University o…East China Universit…Northeastern Univers…Shandong University …
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
1Shandong University of Science and Technology China 61.721.4%8.8×42 +250.8%
2Northeastern University China 59.922.0%9.9×86 +11.7%
3Qingdao University of Science and Technology China 58.832.1%11.8×43 +15.9%
4East China University of Science and Technology China 54.123.0%10.9×54 -28.1%
5Beijing Institute of Technology China 52.417.2%7.0×82 +56.1%
6IMT School for Advanced Studies Lucca Italy 52.311.0%44.1×11 +200.6%
7University of Stuttgart Germany 51.718.5%9.6×33 +30.4%
8Eindhoven University of Technology Netherlands 51.49.7%12.9×45 -13.6%
9TU Dortmund University Germany 50.910.7%13.1×33 +59.8%
10Qufu Normal University China 50.511.3%18.4×32 +83.2%

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 Control Systems Optimization research growing?

Output in 2018–2022 was 2% higher than in 2013–2017, peaking in 2024. The fastest-growing topics are Advanced Control Systems Optimization.

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.