D-Index & Metrics Best Publications

D-Index & Metrics D-index (Discipline H-index) only includes papers and citation values for an examined discipline in contrast to General H-index which accounts for publications across all disciplines.

Discipline name D-index D-index (Discipline H-index) only includes papers and citation values for an examined discipline in contrast to General H-index which accounts for publications across all disciplines. Citations Publications World Ranking National Ranking
Engineering and Technology D-index 32 Citations 4,630 198 World Ranking 6824 National Ranking 244

Overview

What is he best known for?

The fields of study Matthias A. Müller is best known for:

  • Model predictive control
  • Machine learning
  • Control system

His research on Control theory (sociology) frequently links to adjacent areas such as Control (management). His Control (management) study frequently draws connections between related disciplines such as Control theory (sociology). His Biochemistry study frequently intersects with other fields, such as Robustness (evolution). He conducted interdisciplinary study in his works that combined Robustness (evolution) and Gene. Matthias A. Müller connects Gene with Biochemistry in his research. Matthias A. Müller merges Model predictive control with Control system in his study. Matthias A. Müller integrates many fields, such as Control system and Model predictive control, in his works. He carries out multidisciplinary research, doing studies in Nonlinear system and Linear system. By researching both Linear system and Nonlinear system, he produces research that crosses academic boundaries.

His most cited work include:

  • Data-Driven Model Predictive Control With Stability and Robustness Guarantees (174 citations)
  • Learning an Approximate Model Predictive Controller With Guarantees (144 citations)

What are the main themes of his work throughout his whole career to date

Matthias A. Müller links relevant research areas such as Scheme (mathematics), Bounded function, Upper and lower bounds, Linear system and Periodic orbits in the realm of Mathematical analysis. Matthias A. Müller regularly ties together related areas like Mathematical analysis in his Scheme (mathematics) studies. Matthias A. Müller merges Linear system with Nonlinear system in his study. His work in Nonlinear system is not limited to one particular discipline; it also encompasses Nonlinear model. His work on Nonlinear model is being expanded to include thematically relevant topics such as Quantum mechanics. His work on Quantum mechanics is being expanded to include thematically relevant topics such as Exponential stability. His study on Geometry is interrelated to topics such as Quadratic equation and Constraint (computer-aided design). His Constraint (computer-aided design) study frequently intersects with other fields, such as Geometry. Many of his studies involve connections with topics such as Control theory (sociology) and Control (management).

Matthias A. Müller most often published in these fields:

  • Control (management) (81.82%)
  • Artificial intelligence (81.82%)
  • Control theory (sociology) (72.73%)

This overview was generated by a machine learning system which analysed the scientist’s body of work. If you have any feedback, you can contact us here.

Best Publications

DeepGCNs: Can GCNs Go As Deep As CNNs?

Guohao Li;Matthias Muller;Ali Thabet;Bernard Ghanem.
international conference on computer vision (2019)

513 Citations

TrackingNet: A Large-Scale Dataset and Benchmark for Object Tracking in the Wild

Matthias Müller;Adel Bibi;Silvio Giancola;Salman Alsubaihi.
european conference on computer vision (2018)

321 Citations

Input/output-to-state stability and state-norm estimators for switched nonlinear systems

Matthias A. MüLler;Daniel Liberzon.
Automatica (2012)

170 Citations

Data-Driven Model Predictive Control With Stability and Robustness Guarantees

Julian Berberich;Johannes Kohler;Matthias A. Muller;Frank Allgower.
IEEE Transactions on Automatic Control (2021)

162 Citations

Driving Policy Transfer via Modularity and Abstraction.

Matthias Müller;Alexey Dosovitskiy;Bernard Ghanem;Vladlen Koltun.
Conference on Robot Learning (2018)

155 Citations

End-to-end Driving via Conditional Imitation Learning

Felipe Codevilla;Matthias Müller;Antonio López;Vladlen Koltun.
arXiv: Robotics (2017)

137 Citations

Cooperative control of dynamically decoupled systems via distributed model predictive control

Matthias A. Müller;Marcus Reble;Frank Allgöwer.
International Journal of Robust and Nonlinear Control (2012)

128 Citations

Transgenic rat hearts overexpressing SERCA2a show improved contractility under baseline conditions and pressure overload.

Oliver J. Müller;Mathias Lange;Henning Rattunde;Hans Peter Lorenzen.
Cardiovascular Research (2003)

124 Citations

On Necessity and Robustness of Dissipativity in Economic Model Predictive Control

Matthias A. Muller;David Angeli;Frank Allgower.
IEEE Transactions on Automatic Control (2015)

114 Citations

Sim4CV: A Photo-Realistic Simulator for Computer Vision Applications

Matthias Müller;Vincent Casser;Jean Lahoud;Neil Smith.
International Journal of Computer Vision (2018)

111 Citations

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Best Scientists Citing Matthias A. Müller

Frank Allgöwer

Frank Allgöwer

University of Stuttgart

Publications: 49

Lars Grüne

Lars Grüne

University of Bayreuth

Publications: 41

Panagiotis D. Christofides

Panagiotis D. Christofides

University of California, Los Angeles

Publications: 29

Bernard Ghanem

Bernard Ghanem

King Abdullah University of Science and Technology

Publications: 23

Martin Danelljan

Martin Danelljan

ETH Zurich

Publications: 22

Haibin Ling

Haibin Ling

Stony Brook University

Publications: 18

David Angeli

David Angeli

Imperial College London

Publications: 17

Luc Van Gool

Luc Van Gool

ETH Zurich

Publications: 17

Raquel Urtasun

Raquel Urtasun

University of Toronto

Publications: 16

Davide Scaramuzza

Davide Scaramuzza

University of Zurich

Publications: 13

Enrique Zuazua

Enrique Zuazua

University of Erlangen-Nuremberg

Publications: 13

Radu Timofte

Radu Timofte

ETH Zurich

Publications: 13

Wengang Zhou

Wengang Zhou

University of Science and Technology of China

Publications: 12

Colin N. Jones

Colin N. Jones

École Polytechnique Fédérale de Lausanne

Publications: 12

Houqiang Li

Houqiang Li

University of Science and Technology of China

Publications: 12

Jun Zhao

Jun Zhao

Northeastern University

Publications: 12

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