Lyapunov-based model predictive control of nonlinear systems subject to time-varying measurement delays. - Jinfeng Liu 001; David Muñoz de la Peña; Panagiotis D. Christofides; James F. Davis (CDC, 2008)

Distributed model predictive control of nonlinear systems with input constraints. - Jinfeng Liu 001; David Muñoz de la Peña; Panagiotis D. Christofides (ACC, 2009)

Distributed model predictive control of nonlinear systems subject to delayed measurements. - Jinfeng Liu 001; David Muñoz de la Peña; Panagiotis D. Christofides (CDC, 2009)

Networked monitoring and fault-tolerant control of nonlinear process systems. - Benjamin James Ohran; Jinfeng Liu 001; David Muñoz de la Peña; Panagiotis D. Christofides; James F. Davis (CDC, 2009)

Monitoring and handling of actuator faults in a distributed model predictive control system. - David Chilin; Jinfeng Liu 001; David Muñoz de la Peña; Panagiotis D. Christofides; James F. Davis (ACC, 2010)

Sequential and iterative architectures for distributed model predictive control of nonlinear process systems. Part I: Theory. - Jinfeng Liu 001; Xianzhong Chen; David Muñoz de la Peña; Panagiotis D. Christofides (ACC, 2010)

Sequential and iterative architectures for distributed model predictive control of nonlinear process systems. Part II: Application to a catalytic alkylation of benzene process. - Jinfeng Liu 001; Xianzhong Chen; David Muñoz de la Peña; Panagiotis D. Christofides (ACC, 2010)

Iterative distributed model predictive control of nonlinear systems: Handling delayed measurements. - Jinfeng Liu 001; Xianzhong Chen; David Muñoz de la Peña; Panagiotis D. Christofides (CDC, 2010)

Distributed model predictive control of nonlinear systems subject to asynchronous and delayed measurements. - Jinfeng Liu 001; David Muñoz de la Peña; Panagiotis D. Christofides (Autom., 2010)

A two-tier control architecture for nonlinear process systems with continuous/asynchronous feedback. - Jinfeng Liu 001; David Muñoz de la Peña; Benjamin James Ohran; Panagiotis D. Christofides; James F. Davis (Int. J. Control, 2010)

Data-based monitoring and reconfiguration of a distributed model predictive control system. - David Chilin; Jinfeng Liu 001; James F. Davis; Panagiotis D. Christofides (ACC, 2011)

Lyapunov-based economic model predictive control of nonlinear systems. - Mohsen Heidarinejad; Jinfeng Liu 001; Panagiotis D. Christofides (ACC, 2011)

Multirate distributed model predictive control of nonlinear systems. - Mohsen Heidarinejad; Jinfeng Liu 001; David Muñoz de la Peña; James F. Davis; Panagiotis D. Christofides (ACC, 2011)

A two-time-scale framework to supervisory predictive control of an integrated wind/solar energy generation and water desalination system. - Wei Qi; Jinfeng Liu 001; Panagiotis D. Christofides (ACC, 2011)

Model predictive control of nonlinear singularly perturbed systems: Application to a reactor-separator process network. - Xianzhong Chen; Mohsen Heidarinejad; Jinfeng Liu 001; David Muñoz de la Peña; Panagiotis D. Christofides (CDC/ECC, 2011)

Economic model predictive control using Lyapunov techniques: Handling asynchronous, delayed measurements and distributed implementation. - Mohsen Heidarinejad; Jinfeng Liu 001; Panagiotis D. Christofides (CDC/ECC, 2011)

Supervisory Predictive Control of Standalone Wind/Solar Energy Generation Systems. - Wei Qi; Jinfeng Liu 001; Xianzhong Chen; Panagiotis D. Christofides (IEEE Trans. Control. Syst. Technol., 2011)

Composite fast-slow MPC design for nonlinear singularly perturbed systems: Stability analysis. - Xianzhong Chen; Mohsen Heidarinejad; Jinfeng Liu 001; Panagiotis D. Christofides (ACC, 2012)

Distributed model predictive control of switched nonlinear systems. - Mohsen Heidarinejad; Jinfeng Liu 001; Panagiotis D. Christofides (ACC, 2012)

Monitoring of low-level PID control loops. - Akradej Leosirikul; David Chilin; Jinfeng Liu 001; James F. Davis; Panagiotis D. Christofides (ACC, 2012)

State-estimation-based economic model predictive control of nonlinear systems. - Mohsen Heidarinejad; Jinfeng Liu 001; Panagiotis D. Christofides (Syst. Control. Lett., 2012)

Iterative Distributed Model Predictive Control of Nonlinear Systems: Handling Asynchronous, Delayed Measurements. - Jinfeng Liu 001; Xianzhong Chen; David Muñoz de la Peña; Panagiotis D. Christofides (IEEE Trans. Autom. Control., 2012)

Supervisory Predictive Control for Long-Term Scheduling of an Integrated Wind/Solar Energy Generation and Water Desalination System. - Wei Qi; Jinfeng Liu 001; Panagiotis D. Christofides (IEEE Trans. Control. Syst. Technol., 2012)

Coordinated-distributed MPC of nonlinear systems based on price-driven coordination. - Bardia Hassanzadeh; Hallas Pakravesh; Jinfeng Liu 001; J. Fraser Forbes (ACC, 2013)

On fixed-time performance of Lyapunov-based economic model predictive control of nonlinear systems. - Mohsen Heidarinejad; Jinfeng Liu 001; Panagiotis D. Christofides (ACC, 2013)

Robust moving horizon state estimation for nonlinear systems. - Jinfeng Liu 001 (ACC, 2013)

Achievable performance of decentralized control systems. - Su Liu; Jinfeng Liu 001; Yiping Feng; Gang Rong (ACC, 2013)

Multirate dissipativity-based distributed MPC. - Chaoxu Zheng; Michael J. Tippett; Jie Bao 002; Jinfeng Liu 001 (AuCC, 2013)

Distributed model predictive control: A tutorial review and future research directions. - Panagiotis D. Christofides; Riccardo Scattolini; David Muñoz de la Peña; Jinfeng Liu 001 (Comput. Chem. Eng., 2013)

Economic model predictive control of switched nonlinear systems. - Mohsen Heidarinejad; Jinfeng Liu 001; Panagiotis D. Christofides (Syst. Control. Lett., 2013)

Distributed Supervisory Predictive Control of Distributed Wind and Solar Energy Systems. - Wei Qi; Jinfeng Liu 001; Panagiotis D. Christofides (IEEE Trans. Control. Syst. Technol., 2013)

Distributed moving horizon state estimation with triggered communication. - Jing Zhang; Jinfeng Liu 001 (ACC, 2014)

An analytic price-driven coordination scheme for distributed model predictive control systems. - Bardia Hassanzadeh; Jinfeng Liu 001; J. Fraser Forbes (CDC, 2014)

Robust moving horizon estimation based output feedback economic model predictive control. - Matthew J. Ellis; Jing Zhang; Jinfeng Liu 001; Panagiotis D. Christofides (Syst. Control. Lett., 2014)

Two triggered information transmission algorithms for distributed moving horizon state estimation. - Jing Zhang; Jinfeng Liu 001 (Syst. Control. Lett., 2014)

Convergence properties of two coordinated distributed MPC algorithms. - Shuning Li; Jinfeng Liu 001; J. Fraser Forbes (ACC, 2015)

Distributed moving horizon estimation subject to communication delays and losses. - Jing Zeng; Jinfeng Liu 001 (ACC, 2015)

Distributed moving horizon state estimation: Simultaneously handling communication delays and data losses. - Jing Zeng; Jinfeng Liu 001 (Syst. Control. Lett., 2015)

Economic model predictive control for scheduled switching operations. - Su Liu; Jinfeng Liu 001 (ACC, 2016)

Subsystem decomposition for distributed state estimation of nonlinear systems. - Xunyuan Yin; Kevin Arulmaran; Jinfeng Liu 001 (ACC, 2016)

Robust control of plantwide chemical processes based on parameter dependent dissipativity. - Chaoxu Zheng; Jie Bao 002; Jinfeng Liu 001 (AuCC, 2016)

Coordinated distributed MHE for linear systems. - Tianrui An; Jinfeng Liu 001; J. Fraser Forbes (CDC, 2016)

State estimation of wastewater treatment processes using distributed extended Kalman filters. - Jing Zeng; Jinfeng Liu 001; Tao Zou; Decheng Yuan (CDC, 2016)

Economic model predictive control with extended horizon. - Su Liu; Jinfeng Liu 001 (Autom., 2016)

A terminal cost for economic model predictive control with local optimality. - Su Liu; Jinfeng Liu 001 (ACC, 2017)

From decentralized to distributed state estimation. - Xunyuan Yin; Jing Zeng; Jinfeng Liu 001 (ACC, 2017)

Distributed moving horizon state estimation of two-time-scale nonlinear systems. - Xunyuan Yin; Jinfeng Liu 001 (Autom., 2017)

A Comparison of Economic and Tracking Model Predictive Control in a Post Combustion CO2 Capture Process. - Benjamin Decardi-Nelson; Su Liu; Jinfeng Liu 001 (ACC, 2018)

Erythropoiesis-stimulating-agent Dose Optimization for Anemia Management in Chronic Kidney Disease using Recursive Constrained Modeling and Zone Model Predictive Control. - Jayson McAllister; Jinfeng Liu 001; Zukui Li; Ulrich Simonsmeier (ACC, 2018)

State estimation of wastewater treatment plants based on model approximation. - Xunyuan Yin; Jinfeng Liu 001 (Comput. Chem. Eng., 2018)

Soil moisture regulation of agro-hydrological systems using zone model predictive control. - Yawen Mao; Su Liu; Jannatun Nahar; Jinfeng Liu 001; Feng Ding 001 (Comput. Electron. Agric., 2018)

Triggered Communication in Distributed Adaptive High-Gain EKF. - Mohammad Rashedi; Jinfeng Liu 001; Biao Huang 001 (IEEE Trans. Ind. Informatics, 2018)

Min-max economic MPC of networked control systems with transmission delays. - Yawen Mao; Su Liu; Benjamin Decardi-Nelson; Jinfeng Liu 001 (ACC, 2019)

Robust Model Predictive Control of the Cutterhead System in Tunnel Boring Machines. - Langwen Zhang; Jinfeng Liu 001; Wei Xie; Xunyuan Yin (ISIE, 2019)

Parameter and state estimation of an agro-hydrological system based on system observability analysis. - Jannatun Nahar; Jinfeng Liu 001; Sirish L. Shah (Comput. Chem. Eng., 2019)

Model-Predictive Control With Generalized Zone Tracking. - Su Liu; Yawen Mao; Jinfeng Liu 001 (IEEE Trans. Autom. Control., 2019)

Erythropoietin Dose Optimization for Anemia in Chronic Kidney Disease Using Recursive Zone Model Predictive Control. - Jayson McAllister; Zukui Li; Jinfeng Liu 001; Ulrich Simonsmeier (IEEE Trans. Control. Syst. Technol., 2019)

Forming Distributed State Estimation Network From Decentralized Estimators. - Xunyuan Yin; Jing Zeng; Jinfeng Liu 001 (IEEE Trans. Control. Syst. Technol., 2019)

A review On reinforcement learning: Introduction and applications in industrial process control. - Rui Nian; Jinfeng Liu 001; Biao Huang 001 (Comput. Chem. Eng., 2020)

A consensus-based approach for parameter and state estimation of agro-hydrological system. - Xunyuan Yin; Song Bo; Jinfeng Liu 001; Biao Huang 001 (CoRR, 2020)

Simultaneous state and parameter estimation: the role of sensitivity analysis. - Jianbang Liu; Aristarchus Gnanasekar; Yi Zhang; Song Bo; Jinfeng Liu 001; Jingtao Hu; Tao Zou (CoRR, 2020)

Soil moisture map construction using microwave remote sensors and sequential data assimilation. - Bernard T. Agyeman; Song Bo; Soumya R. Sahoo; Xunyuan Yin; Jinfeng Liu 001; Sirish L. Shah (CoRR, 2020)

Soil moisture map construction by sequential data assimilation using an extended Kalman filter. - Bernard T. Agyeman; Song Bo; Soumya R. Sahoo; Xunyuan Yin; Jinfeng Liu 001; Sirish L. Shah (ACC, 2021)

Computing robust control invariant sets of constrained nonlinear systems: A graph algorithm approach. - Benjamin Decardi-Nelson; Jinfeng Liu 001 (Comput. Chem. Eng., 2021)

A comparative study of model approximation methods applied to economic MPC. - Zhiyinan Huang; Qinyao Liu; Jinfeng Liu 001; Biao Huang 001 (CoRR, 2021)

Robust economic model predictive control with zone tracking. - Benjamin Decardi-Nelson; Jinfeng Liu 001 (CoRR, 2021)

Subsystem decomposition and state estimation of nonlinear processes with implicit time-scale multiplicity. - Sarupa Debnath; Soumya Ranjan Sahoo; Benjamin Decardi-Nelson; Jinfeng Liu 001 (CoRR, 2021)

LSTM-based model predictive control with discrete inputs for irrigation scheduling. - Bernard T. Agyeman; Soumya R. Sahoo; Jinfeng Liu 001; Sirish L. Shah (CoRR, 2021)

Knowledge-based optimal irrigation scheduling of agro-hydrological systems. - Soumya R. Sahoo; Bernard T. Agyeman; Sarupa Debnath; Jinfeng Liu 001 (CoRR, 2021)

Performance assessment of distributed LQG control subject to communication delays. - Guoyang Yan; Jinfeng Liu 001; Yousef Alipouri; Biao Huang 001 (Int. J. Control, 2021)

Event-Triggered State Estimation of Linear Systems Using Moving Horizon Estimation. - Xunyuan Yin; Jinfeng Liu 001 (IEEE Trans. Control. Syst. Technol., 2021)

Explicit model predictive control of permanent magnet synchronous motors based on multi-point linearization. - Qian Guo; Tianhong Pan; Jinfeng Liu 001; Shan Chen (Trans. Inst. Meas. Control, 2021)

A distributed control invariant set computing algorithm for nonlinear cascade systems. - Benjamin Decardi-Nelson; Jinfeng Liu 001 (ACC, 2022)

SMPL: Simulated Industrial Manufacturing and Process Control Learning Environments. - Mohan Zhang; Xiaozhou Wang; Benjamin Decardi-Nelson; Song Bo; An Zhang 007; Jinfeng Liu 001; Sile Tao; Jiayi Cheng; Xiaohong Liu 001; Dengdeng Yu; Matthew Poon; Animesh Garg (NeurIPS, 2022)

An efficient implementation of graph-based invariant set algorithm for constrained nonlinear dynamical systems. - Benjamin Decardi-Nelson; Jinfeng Liu 001 (Comput. Chem. Eng., 2022)

Adaptive Model Reduction and State Estimation of Agro-hydrological Systems. - Soumya Ranjan Sahoo; Jinfeng Liu 001 (Comput. Electron. Agric., 2022)

Robust economic MPC of the absorption column in post-combustion carbon capture through zone tracking. - Benjamin Decardi-Nelson; Jinfeng Liu 001 (CoRR, 2022)

Sensitivity-based dynamic performance assessment for model predictive control with Gaussian noise. - Jianbang Liu; Song Bo; Benjamin Decardi-Nelson; Jinfeng Liu 001; Jingtao Hu; Tao Zou (CoRR, 2022)

Distributed simultaneous state and parameter estimation of nonlinear systems. - Siyu Liu 008; Xunyuan Yin; Jinfeng Liu 001; Feng Ding 001 (CoRR, 2022)

Impact of sensor placement in soil water estimation: A real-case study. - Erfan Orouskhani; Soumya R. Sahoo; Bernard T. Agyeman; Song Bo; Jinfeng Liu 001 (CoRR, 2022)

Model predictive control of agro-hydrological systems based on a two-layer neural network modeling framework. - Zhiyinan Huang; Jinfeng Liu 001; Biao Huang 001 (CoRR, 2022)

Computing control invariant sets of nonlinear systems: decomposition and distributed computing. - Benjamin Decardi-Nelson; Jinfeng Liu 001 (CoRR, 2022)

Economic model predictive control of integrated energy systems: A multi-time-scale framework. - Long Wu; Xunyuan Yin; Lei Pan; Jinfeng Liu 001 (CoRR, 2022)

A sensitivity-based approach to optimal sensor selection for process networks. - Siyu Liu 008; Xunyuan Yin; Zhichao Pan; Jinfeng Liu 001 (CoRR, 2022)

Sensor placement for post-combustion CO2 capture plants. - Siyu Liu 008; Xunyuan Yin; Jinfeng Liu 001 (ACC, 2023)

Decomposition and distributed predictive control of integrated energy systems. - Long Wu; Jinfeng Liu 001 (ACC, 2023)

An Error-Triggered Adaptive Model Reduction and Soil Moisture Estimation for Agro-Hydrological System. - Sarupa Debnath; Soumya Ranjan Sahoo; Bernard T. Agyeman; Xunyuan Yin; Jinfeng Liu 001 (CDC, 2023)

Sensor network design for post-combustion CO2 capture plants: economy, complexity and robustness. - Siyu Liu 008; Xunyuan Yin; Jinfeng Liu 001 (CoRR, 2023)

Control invariant set enhanced reinforcement learning for process control: improved sampling efficiency and guaranteed stability. - Song Bo; Xunyuan Yin; Jinfeng Liu 001 (CoRR, 2023)

State estimation of a carbon capture process through POD model reduction and neural network approximation. - Siyu Liu 008; Xunyuan Yin; Jinfeng Liu 001 (CoRR, 2023)

Distributed economic predictive control of integrated energy systems for enhanced synergy and grid response: A decomposition and cooperation strategy. - Long Wu; Xunyuan Yin; Lei Pan; Jinfeng Liu 001 (CoRR, 2023)

Robust MPC with Zone Tracking. - Zhiyinan Huang; Jinfeng Liu 001; Biao Huang 001 (CoRR, 2023)

Maximizing soil moisture estimation accuracy through simultaneous hydraulic parameter estimation using microwave remote sensing: Methodology and application. - Bernard T. Agyeman; Erfan Orouskhani; Mohamed Naouri; Willemijn Appels; Maik Wolleben; Jinfeng Liu 001; Sirish L. Shah (CoRR, 2023)

Integrating machine learning paradigms and mixed-integer model predictive control for irrigation scheduling. - Bernard T. Agyeman; Mohamed Naouri; Willemijn Appels; Jinfeng Liu 001; Sirish L. Shah (CoRR, 2023)

Optimizing the switching operation in monoclonal antibody production: Economic MPC and reinforcement learning. - Sandra A. Obiri; Song Bo; Bernard T. Agyeman; Benjamin Decardi-Nelson; Jinfeng Liu 001 (CoRR, 2023)

Multi-Agent Robust Control Synthesis from Global Temporal Logic Tasks. - Tiange Yang; Yuanyuan Zou 001; Jinfeng Liu 001; Tianyu Jia; Shaoyuan Li (CoRR, 2023)

Computing control invariant sets of cascade nonlinear systems: Decomposition and distributed computing. - Benjamin Decardi-Nelson; Jinfeng Liu 001 (Comput. Chem. Eng., 2023)

Control invariant set enhanced safe reinforcement learning: Improved sampling efficiency, guaranteed stability and robustness. - Song Bo; Bernard T. Agyeman; Xunyuan Yin; Jinfeng Liu 001 (Comput. Chem. Eng., 2023)

Domain-adaptation with knowledge accumulation through parallel stacked autoencoders: methodology and application to sulfur recovery. - Tianhao Mou; Jinfeng Liu 001; Yuanyuan Zou 001; Shaoyuan Li; Maria Gabriella Xibilia (ACC, 2024)

Time Robust Model Predictive Control for Heterogeneous Multi-Agent Systems Under Global Temporal Logic Tasks. - Tiange Yang; Yuanyuan Zou 001; Jinfeng Liu 001; Tianyu Jia; Shaoyuan Li (ACC, 2024)

Data-driven auto-tuning strategy for RTO-MPC based on Bayesian optimization. - Lingzhi Zhang; Lei Xie 007; Hongye Su; Jinfeng Liu 001 (Comput. Chem. Eng., 2024)

Determination of Trace Organic Contaminant Concentration via Machine Classification of Surface-Enhanced Raman Spectra. - Vishnu Jayaprakash; Jae Bem You; Chiranjeevi Kanike; Jinfeng Liu 001; Christopher McCallum; Xuehua Zhang (CoRR, 2024)

Performance triggered adaptive model reduction for soil moisture estimation in precision irrigation. - Sarupa Debnath; Bernard T. Agyeman; Soumya R. Sahoo; Xunyuan Yin; Jinfeng Liu 001 (CoRR, 2024)

A semi-centralized multi-agent RL framework for efficient irrigation scheduling. - Bernard T. Agyeman; Benjamin Decardi-Nelson; Jinfeng Liu 001; Sirish L. Shah (CoRR, 2024)

ReLU Surrogates in Mixed-Integer MPC for Irrigation Scheduling. - Bernard T. Agyeman; Jinfeng Liu 001; Sirish L. Shah (CoRR, 2024)

Smart energy management: process structure-based hybrid neural networks for optimal scheduling and economic predictive control in integrated systems. - Long Wu; Xunyuan Yin; Lei Pan; Jinfeng Liu 001 (CoRR, 2024)

Modeling and economic model predictive control of constrained cutterhead system with disturbance in tunnel boring machines. - Langwen Zhang; Jinfeng Liu 001; Wei Xie; Bohui Wang (Trans. Inst. Meas. Control, 2024)

Carbon capture plant model identification through simultaneous state and parameter estimation with sensitivity analysis. - Song Bo; Sarupa Debnath; Benjamin Decardi-Nelson; Jinfeng Liu 001 (ACC, 2025)

Computing control invariant set using reinforcement learning by leveraging default value function. - Song Bo; Bernard T. Agyeman; Benjamin Decardi-Nelson; Haihan Wang; Jinfeng Liu 001 (Comput. Chem. Eng., 2025)

Multi-agent control synthesis from global temporal logic tasks with synchronous satisfaction requirements. - Tiange Yang; Yuanyuan Zou 001; Jinfeng Liu 001; Shaoyuan Li; Xiaohu Zhao (J. Frankl. Inst., 2025)

Global Temporal Logic Control Synthesis for Multiagent Systems With Time and Space Margin. - Tiange Yang; Jinfeng Liu 001; Yuanyuan Zou 001; Tianyu Jia; Shaoyuan Li (IEEE Trans. Ind. Electron., 2025)