Leaderboards/Advanced Control Systems Optimization

Advanced Control Systems Optimization

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Anthony Brohan
Google (United States)
2
Shu Luo
Hunan University
3
ZY Chen
Unknown
4
Yiheng Lin
California Institute of Technology
5
Joel Sansana
University of Coimbra
6
Javier Arroyo
Universidad Tecnológica de Panamá
7
Wei‐Han Chen
Cornell University
8
Fei Ming
Westlake University
9
Wenjie Liu
Nanjing University of Information Science and Technology
10
Mohammed S. Alhajeri
Kuwait University

Rising Stars Papers

1
Constrained Multi-Objective Optimization With Deep Reinforcement Learning Assisted Operator Selection
IEEE/CAA Journal of Automatica Sinica|2024
105 cit.
2
Growing Neural Gas Network-based surrogate-assisted Pareto set learning for multimodal multi-objective optimization
Swarm and Evolutionary Computation|2024
46 cit.
3
Even Search in a Promising Region for Constrained Multi-Objective Optimization
IEEE/CAA Journal of Automatica Sinica|2024
44 cit.
4
An Evolutionary Multitasking Memetic Algorithm for Multiobjective Distributed Heterogeneous Welding Flow Shop Scheduling
IEEE Transactions on Evolutionary Computation|2024
41 cit.
5
Model predictive control of nonlinear processes using transfer learning-based recurrent neural networks
Process Safety and Environmental Protection|2024
40 cit.
6
Learning Robust Data-Based LQG Controllers From Noisy Data
IEEE Transactions on Automatic Control|2024
25 cit.
7
Sustainable energy management and control for Decarbonization of complex multi-zone buildings with renewable solar and geothermal energies using machine learning, robust optimization, and predictive control
Applied Energy|2024
23 cit.
8
Decarbonization through smart energy management: Climate control in building-integrated rooftop greenhouses for urban agriculture across various climate conditions
Journal of Cleaner Production|2024
20 cit.
9
Hybrid modeling for improved extrapolation and transfer learning in the chemical processing industry
Chemical Engineering Science|2024
19 cit.
10
Constrained multi-objective optimization evolutionary algorithm for real-world continuous mechanical design problems
Engineering Applications of Artificial Intelligence|2024
17 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Zhishan Zhang
Peking University
2
Shumin Lu
Nanjing University of Aeronautics and Astronautics
3
Shuangshuang Xiong
Beijing Information Science & Technology University
4
Yiting Dong
University of Electronic Science and Technology of China
5
Yu Zhuang
Dalian University of Technology
6
Shrishti
Unknown
7
Dimitra Panagou
University of Michigan
8
Ehecatl Antonio del Rio‐Chanona
ITS (United Kingdom)
9
Brianna Zitkovich
Google (United States)
10
G. Lloyds Raja
National Institute of Technology Patna

Emerging Leaders Papers

1
RT-1: Robotics Transformer for Real-World Control at Scale
Unknown Journal|2023
520 cit.
2
Machine learning-assisted discovery of flow reactor designs
Nature Chemical Engineering|2024
63 cit.
3
Design and Analysis of Novel QOEO Optimized Parallel Fuzzy FOPI-PIDN Controller for Restructured AGC with HVDC and PEV
Iranian Journal of Science and Technology Transactions of Electrical Engineering|2022
61 cit.
4
Safe and Robust Observer-Controller Synthesis Using Control Barrier Functions
IEEE Control Systems Letters|2022
61 cit.
5
Robust Control Barrier Functions under high relative degree and input constraints for satellite trajectories
Automatica|2023
59 cit.
6
Enhanced cascaded frequency controller optimized by flow direction algorithm for seaport hybrid microgrid powered by renewable energies
Applied Energy|2024
57 cit.
7
Flow direction optimizer tuned robust FOPID-(1 + TD) cascade controller for oscillation mitigation in multi-area renewable integrated hybrid power system with hybrid electrical energy storage
Journal of Energy Storage|2024
54 cit.
8
Type-2 fuzzy-based branched controller tuned using arithmetic optimizer for load frequency control
Energy Sources Part A Recovery Utilization and Environmental Effects|2022
53 cit.
9
Decoupled double‐loop <scp>FOIMC‐PD</scp> control architecture for double integral with dead time processes
The Canadian Journal of Chemical Engineering|2022
49 cit.
10
Tri-Parametric Fractional-Order Controller Design for Integrating Systems With Time Delay
IEEE Transactions on Circuits & Systems II Express Briefs|2023
47 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Manfred Morari
ETH Zurich
2
Ignacio E. Grossmann
Carnegie Mellon University
3
Frank Allgöwer
University of Stuttgart
4
Lorenz T. Biegler
Carnegie Mellon University
5
James B. Rawlings
University of Wisconsin–Madison
6
Efstratios N. Pistikopoulos
Texas A&M University
7
Panagiotis D. Christofides
University of California, Los Angeles
8
Eduardo F. Camacho
Universidad de Sevilla
9
Moritz Diehl
University of Freiburg
10
Sigurd Skogestad
Norwegian University of Science and Technology

Current Senior Leaders Papers

1
On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming
Mathematical Programming|2005
9.4k cit.
2
Model predictive control: Theory and practice—A survey
Automatica|1989
5.3k cit.
3
CasADi: a software framework for nonlinear optimization and optimal control
Mathematical Programming Computation|2018
3.7k cit.
4
Predictive control with constraints
Automatica|2003
3.5k cit.
5
The explicit linear quadratic regulator for constrained systems
Automatica|2002
3.2k cit.
6
Control of systems integrating logic, dynamics, and constraints
Automatica|1999
3.1k cit.
7
Robust constrained model predictive control using linear matrix inequalities
Automatica|1996
2.5k cit.
8
Model predictive control: past, present and future
Computers & Chemical Engineering|1999
2.3k cit.
9
Simple analytic rules for model reduction and PID controller tuning
Journal of Process Control|2002
2k cit.
10
Internal model control: PID controller design
Industrial & Engineering Chemistry Process Design and Development|1986
1.6k cit.

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