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Research Interests

  • Diffusion processes over complex networks: modeling, analysis and control Control of large-scale and complex systems; Opinion dynamics and information epidemics Networked control systems Process control, optimization and model predictive control Dynamic systems and sliding mode controlDiffusion processes over complex networks: modeling, analysis and control
  • Control of large-scale and complex systems
  • Opinion dynamics and information epidemics
  • Networked control systems

      Details


Short Biography

Jun. 2022 -Present

Prof. Dr. -Ing Fangzhou Liu

Research Institute of Intelligent Control and Systems, School of Astronautics

Harbin Institute of Technology 

Harbin 150001, China

Jul. 2019 - May 2022 Postdoc
Chair of Automatic Control Engineering,
Technische Universität München, Germany
Feb. 2018 - Mar. 2018 Visiting Ph.D
Discrete Technology and Production Automation,
University of Groningen, Netherlands
Sep. 2014 - Jul. 2019 Ph.D
Chair of Automatic Control Engineering,
Technische Universität München, Germany
Aug. 2012 - Jul. 2014 M.Sc.
Control Science and Engineering,
Harbin Institute of Technology, Harbin, China
Aug. 2008 - Jul. 2012 B.Sc.
Automation, Department of Control Science and Engineering,
Harbin Institute of Technology, Harbin, China

Awards

PhD Award 2019 of the Department of Electrical and Computer Engineering


Publications

2024

  • Li, Cong; Liu, Fangzhou; Wang, Yongchao; Buss, Martin: Data-Informed Residual Reinforcement Learning for High-Dimensional Robotic Tracking Control. IEEE/ASME Transactions on Mechatronics, 2024 more…
  • Liu, Tong; Zhang, Zengjie; Liu, Fangzhou; Buss, Martin: Adaptive Observer for a Class of Systems With Switched Unknown Parameters Using DREM. IEEE Transactions on Automatic Control 69 (4), 2024, 2445-2452 more… Full text ( DOI )
  • Xue, Dong; Wang, Ming; Liu, Fangzhou; Buss, Martin: Time Series Modeling and Forecasting of Epidemic Spreading Processes using Deep Transfer Learning. Chaos, Solitons & Fractals 185, 2024, 115092 more…

2023

  • Dang, Ni; Brüdigam, Tim; Zhang, Zengjie; Liu, Fangzhou; Leibold, Marion; Buss, Martin: Distributed Stochastic Model Predictive Control for a Microscopic Interactive Traffic Model. Electronics (12(6), 1270), 2023 more… Full text ( DOI ) Full text (mediaTUM)
  • Li, Cong; Liu, Qingchen; Zhou, Zhehua; Buss, Martin; Liu, Fangzhou: Off-Policy Risk-Sensitive Reinforcement Learning-Based Constrained Robust Optimal Control. IEEE Transactions on Systems, Man, and Cybernetics: Systems 53 (4), 2023, 2478-2491 more… Full text ( DOI )
  • Li, Cong; Liu, Qingchen; Zhou, Zhehua; Buss, Martin; Liu, Fangzhou: Off-Policy Risk-Sensitive Reinforcement Learning-Based Constrained Robust Optimal Control. IEEE Transactions on Systems, Man, and Cybernetics: Systems 53 (4), 2023, 2478-2491 more… Full text ( DOI )
  • Li, Cong; Zhang, Zengjie; Ahmed, Nesrin; Liu, Qingchen; Liu, Fangzhou; Buss, Martin: Safe Feedback Motion Planning in Unknown Environments: An Instantaneous Local Control Barrier Function Approach. Journal of Intelligent and Robotic Systems: Theory and Applications 109 (2), 2023, 1-15 more… Full text ( DOI )
  • Zhang, Zengjie; Du, Yingwei; Liu, Tong; Liu, Fangzhou; Buss, Martin: Simultaneous Recursive Identification of Parameters and Switching Manifolds Identification of Discrete-Time Switched Linear Systems. 2023 more…
  • Zhang, Zengjie; Liu, Fangzhou; Liu, Tong; Qiu, Jianbin; Buss, Martin: A Persistent-Excitation-Free Method for System Disturbance Estimation Using Concurrent Learning. IEEE Transactions on Circuits and Systems I: Regular Papers 70 (8), 2023, 3305-3315 more… Full text ( DOI )

2022

  • Li, Cong; Wang, Yongchao; Liu, Fangzhou; Liu, Qingchen; Buss, Martin: Model-free Incremental Adaptive Dynamic Programming based Approximate Robust Optimal Regulation. International Journal of Robust and Nonlinear Control 32 (5), 2022, 2662-2682 more… Full text ( DOI ) Full text (mediaTUM)

2021

  • Du, Yingwei; Liu, Fangzhou; Qiu, Jianbin; Buss, Martin: Online Identification of Piecewise Affine Systems Using Integral Concurrent Learning. IEEE Transactions on Circuits and Systems I: Regular Papers 68 (10), 2021, 4324-4336 more… Full text ( DOI )
  • Du, Yingwei; Liu, Fangzhou; Qiu, Jianbin; Buss, Martin: A Novel Recursive Approach for Online Identification of Continuous-Time Switched Nonlinear Systems. International Journal of Robust and Nonlinear Control 31 (15), 2021, 7546-7565 more… Full text ( DOI )
  • Li, Cong; Liu, Fangzhou; Wang, Yongchao; Buss, Martin: Concurrent Learning-Based Adaptive Control of an Uncertain Robot Manipulator With Guaranteed Safety and Performance. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021, 1-15 more… Full text ( DOI )
  • Liu, Tong; Liu, Fangzhou; Buss, Martin: Indirect Adaptive Control of Piecewise Affine Systems without Common Lyapunov Functions. IEEE Control Systems Letters, 2021, 1-1 more… Full text ( DOI )

2020

  • Du, Yingwei; Liu, Fangzhou; Qiu, Jianbin; Buss, Marion: A Semi-Supervised Learning Approach for Identification of Piecewise Affine Systems. IEEE Transactions on Circuits and Systems I: Regular Papers, 2020, 1-12 more… Full text ( DOI ) Full text (mediaTUM)
  • Liu, Fangzhou; Cui, Shaoxuan; Mei, Wenjun; Dörfler, Florian; Buss, Martin: Interplay Between Homophily-Based Appraisal Dynamics and Influence-Based Opinion Dynamics: Modeling and Analysis. IEEE Control Systems Letters 5 (1), 2020, 181-186 more… Full text ( DOI ) Full text (mediaTUM)

2019

  • Li, Xianwei; Liu, Fangzhou; Buss, Martin; Hirche, Sandra: Fully Distributed Consensus Control for Linear Multi-Agent Systems: A Reduced-Order Adaptive Feedback Approach. IEEE Transactions on Control of Network Systems, 2019, 1-1 more… Full text ( DOI ) Full text (mediaTUM)
  • Liu, Fangzhou; Buss, Martin: Optimal Control for Heterogeneous Node-Based Information Epidemics over Social Networks. IEEE Transactions on Control of Network Systems, 2019, 1-1 more… Full text ( DOI ) Full text (mediaTUM)
  • Liu, Fangzhou; Xue, Dong; Hirche, Sandra; Buss, Martin: Polarizability, Consensusability and Neutralizability of Opinion Dynamics on Coopetitive Networks. IEEE Transactions on Automatic Control 64 (8), 2019, 3339 - 3346 more… Full text ( DOI )

2018

  • Liu, Fangzhou.; Zhang, Zengjie; Buss, Martin: Robust Optimal Control of Deterministic Information Epidemics with Noisy Transition Rates. Physica A: Statistical Mechanics and Its Applications, 2018 more… Full text ( DOI ) Full text (mediaTUM)

2016

  • Liu, Fangzhou; Buss, Martin: Optimal control for information diffusion over heterogeneous networks. Decision and Control (CDC), 2016 IEEE 55th Conference on, 2016 more…
  • Liu, Fangzhou; Buss, Martin: Node-Based SIRS Model on Heterogeneous Networks: Analysis and Control. IEEE American Control Conference (ACC), 2016 more… Full text (mediaTUM)

2014

  • Gao, Huijun; Liu, Fangzhou; Wang, Tong; Yin, Shen: Setpoints Compensation for Nonlinear Industrial Processes with Disturbances based on Fuzzy Logic Control. Proceedings of the IECON 2014-40th Annual Conference of the IEEE Industrial Electronics Society, IEEE, 2014, 2611-2616 more…
  • Liu, Fangzhou; Gao, Huijun; Qiu, Jianbin; Yin, Shen; Fan, Jialu; Chai, Tianyou: Networked Multirate Output Feedback Control for Setpoints Compensation and Its Application to Rougher Flotation Process. IEEE Transactions on Industrial Electronics 61 (1), 2014, 460-468 more…

2013

  • Chai, Tianyou; Zhao, Lin; Qiu, Jianbin; Liu, Fangzhou; Fan, Jialu: Integrated Network-based Model Predictive Control for Setpoints Compensation in Industrial Processes. IEEE Transactions on Industrial Informatics 9 (1), 2013, 417-426 more…
  • Wang, Qingling; Yu, Changbin; Gao, Huijun; Liu, Fangzhou: A Distributed Control Law with Guaranteed Convergence Rate for Identically Coupled Linear Systems. Proceedings of the 15th European Control Conference (ECC), 2013, 2286-2291 more…
  • Yin, Shen; Liu, Fangzhou; Gao, Huijun; Qiu, Jianbin; Chai, Tianyou; Fan, Jialu; Karimi, Hamid Reza: Setpoints Compensation in Industrial Processes via Multirate Output Feedback Control. Proceedings of the 9th Asian Control Conference (ASCC), 2013, 1-6 more…
  • Yu, Jinyong; Liu, Fangzhou; Yu, Xiaoxi; Wu, Chunfeng; Wu, Ligang: Fault Detection of Discrete-Time Switched Systems with Distributed Delays: Input-Output Approach. International Journal of Systems Science 44 (12), 2013, 2255-2272 more…
  • Yu, Xiaoxi; Wu, Chunfeng; Liu, Fangzhou; Wu, Ligang: Sliding Mode Control of Discrete-Time Switched Systems with Time-Delay. Journal of the Franklin Institute 350 (1), 2013, 19-33 more…
  • Zhao, Zhengli; Liu, Fangzhou; Xie, Xiaochen; Liu, Xiaohui; Tang, Zhenmin: Asymptotic Stability of Bidirectional Associative Memory Neural Networks with Time-Varying Delays via Delta Operator Approach. Neurocomputing 117, 2013, 40-46 more…