Jinfeng Liu

Orcid: 0000-0001-8873-847X

Affiliations:
  • University of Alberta, Department of Chemical & Materials Engineering, Edmonton, AB, Canada
  • University of California, Los Angeles, Department of Chemical and Biomolecular Engineering, CA, USA (former)


According to our database1, Jinfeng Liu authored at least 103 papers between 2008 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Online presence:

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Bibliography

2024
Smart energy management: process structure-based hybrid neural networks for optimal scheduling and economic predictive control in integrated systems.
CoRR, 2024

ReLU Surrogates in Mixed-Integer MPC for Irrigation Scheduling.
CoRR, 2024

A semi-centralized multi-agent RL framework for efficient irrigation scheduling.
CoRR, 2024

Performance triggered adaptive model reduction for soil moisture estimation in precision irrigation.
CoRR, 2024

Determination of Trace Organic Contaminant Concentration via Machine Classification of Surface-Enhanced Raman Spectra.
CoRR, 2024

Data-driven auto-tuning strategy for RTO-MPC based on Bayesian optimization.
Comput. Chem. Eng., 2024

2023
Control invariant set enhanced safe reinforcement learning: Improved sampling efficiency, guaranteed stability and robustness.
Comput. Chem. Eng., November, 2023

Computing control invariant sets of cascade nonlinear systems: Decomposition and distributed computing.
Comput. Chem. Eng., March, 2023

Optimizing the switching operation in monoclonal antibody production: Economic MPC and reinforcement learning.
CoRR, 2023

Integrating machine learning paradigms and mixed-integer model predictive control for irrigation scheduling.
CoRR, 2023

Maximizing soil moisture estimation accuracy through simultaneous hydraulic parameter estimation using microwave remote sensing: Methodology and application.
CoRR, 2023

Robust MPC with Zone Tracking.
CoRR, 2023

Distributed economic predictive control of integrated energy systems for enhanced synergy and grid response: A decomposition and cooperation strategy.
CoRR, 2023

State estimation of a carbon capture process through POD model reduction and neural network approximation.
CoRR, 2023

Control invariant set enhanced reinforcement learning for process control: improved sampling efficiency and guaranteed stability.
CoRR, 2023

Sensor network design for post-combustion CO2 capture plants: economy, complexity and robustness.
CoRR, 2023

An Error-Triggered Adaptive Model Reduction and Soil Moisture Estimation for Agro-Hydrological System.
Proceedings of the 62nd IEEE Conference on Decision and Control, 2023

Decomposition and distributed predictive control of integrated energy systems.
Proceedings of the American Control Conference, 2023

Sensor placement for post-combustion CO2 capture plants.
Proceedings of the American Control Conference, 2023

2022
A sensitivity-based approach to optimal sensor selection for process networks.
CoRR, 2022

Economic model predictive control of integrated energy systems: A multi-time-scale framework.
CoRR, 2022

Computing control invariant sets of nonlinear systems: decomposition and distributed computing.
CoRR, 2022

Model predictive control of agro-hydrological systems based on a two-layer neural network modeling framework.
CoRR, 2022

Impact of sensor placement in soil water estimation: A real-case study.
CoRR, 2022

Distributed simultaneous state and parameter estimation of nonlinear systems.
CoRR, 2022

Sensitivity-based dynamic performance assessment for model predictive control with Gaussian noise.
CoRR, 2022

Robust economic MPC of the absorption column in post-combustion carbon capture through zone tracking.
CoRR, 2022

Adaptive Model Reduction and State Estimation of Agro-hydrological Systems.
Comput. Electron. Agric., 2022

An efficient implementation of graph-based invariant set algorithm for constrained nonlinear dynamical systems.
Comput. Chem. Eng., 2022

SMPL: Simulated Industrial Manufacturing and Process Control Learning Environments.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

A distributed control invariant set computing algorithm for nonlinear cascade systems.
Proceedings of the American Control Conference, 2022

2021
Explicit model predictive control of permanent magnet synchronous motors based on multi-point linearization.
Trans. Inst. Meas. Control, 2021

Event-Triggered State Estimation of Linear Systems Using Moving Horizon Estimation.
IEEE Trans. Control. Syst. Technol., 2021

Performance assessment of distributed LQG control subject to communication delays.
Int. J. Control, 2021

Knowledge-based optimal irrigation scheduling of agro-hydrological systems.
CoRR, 2021

LSTM-based model predictive control with discrete inputs for irrigation scheduling.
CoRR, 2021

Subsystem decomposition and state estimation of nonlinear processes with implicit time-scale multiplicity.
CoRR, 2021

Robust economic model predictive control with zone tracking.
CoRR, 2021

A comparative study of model approximation methods applied to economic MPC.
CoRR, 2021

Computing robust control invariant sets of constrained nonlinear systems: A graph algorithm approach.
Comput. Chem. Eng., 2021

Soil moisture map construction by sequential data assimilation using an extended Kalman filter.
Proceedings of the 2021 American Control Conference, 2021

2020
Soil moisture map construction using microwave remote sensors and sequential data assimilation.
CoRR, 2020

Simultaneous state and parameter estimation: the role of sensitivity analysis.
CoRR, 2020

A consensus-based approach for parameter and state estimation of agro-hydrological system.
CoRR, 2020

A review On reinforcement learning: Introduction and applications in industrial process control.
Comput. Chem. Eng., 2020

2019
Forming Distributed State Estimation Network From Decentralized Estimators.
IEEE Trans. Control. Syst. Technol., 2019

Erythropoietin Dose Optimization for Anemia in Chronic Kidney Disease Using Recursive Zone Model Predictive Control.
IEEE Trans. Control. Syst. Technol., 2019

Model-Predictive Control With Generalized Zone Tracking.
IEEE Trans. Autom. Control., 2019

Parameter and state estimation of an agro-hydrological system based on system observability analysis.
Comput. Chem. Eng., 2019

Robust Model Predictive Control of the Cutterhead System in Tunnel Boring Machines.
Proceedings of the 28th IEEE International Symposium on Industrial Electronics, 2019

Min-max economic MPC of networked control systems with transmission delays.
Proceedings of the 2019 American Control Conference, 2019

2018
Triggered Communication in Distributed Adaptive High-Gain EKF.
IEEE Trans. Ind. Informatics, 2018

Soil moisture regulation of agro-hydrological systems using zone model predictive control.
Comput. Electron. Agric., 2018

State estimation of wastewater treatment plants based on model approximation.
Comput. Chem. Eng., 2018

Erythropoiesis-stimulating-agent Dose Optimization for Anemia Management in Chronic Kidney Disease using Recursive Constrained Modeling and Zone Model Predictive Control.
Proceedings of the 2018 Annual American Control Conference, 2018

A Comparison of Economic and Tracking Model Predictive Control in a Post Combustion CO2 Capture Process.
Proceedings of the 2018 Annual American Control Conference, 2018

2017
Distributed moving horizon state estimation of two-time-scale nonlinear systems.
Autom., 2017

From decentralized to distributed state estimation.
Proceedings of the 2017 American Control Conference, 2017

A terminal cost for economic model predictive control with local optimality.
Proceedings of the 2017 American Control Conference, 2017

2016
Economic model predictive control with extended horizon.
Autom., 2016

State estimation of wastewater treatment processes using distributed extended Kalman filters.
Proceedings of the 55th IEEE Conference on Decision and Control, 2016

Coordinated distributed MHE for linear systems.
Proceedings of the 55th IEEE Conference on Decision and Control, 2016

Robust control of plantwide chemical processes based on parameter dependent dissipativity.
Proceedings of the Australian Control Conference, AuCC 2016, Newcastle, 2016

Subsystem decomposition for distributed state estimation of nonlinear systems.
Proceedings of the 2016 American Control Conference, 2016

Economic model predictive control for scheduled switching operations.
Proceedings of the 2016 American Control Conference, 2016

2015
Distributed moving horizon state estimation: Simultaneously handling communication delays and data losses.
Syst. Control. Lett., 2015

Distributed moving horizon estimation subject to communication delays and losses.
Proceedings of the American Control Conference, 2015

Convergence properties of two coordinated distributed MPC algorithms.
Proceedings of the American Control Conference, 2015

2014
Two triggered information transmission algorithms for distributed moving horizon state estimation.
Syst. Control. Lett., 2014

Robust moving horizon estimation based output feedback economic model predictive control.
Syst. Control. Lett., 2014

An analytic price-driven coordination scheme for distributed model predictive control systems.
Proceedings of the 53rd IEEE Conference on Decision and Control, 2014

Distributed moving horizon state estimation with triggered communication.
Proceedings of the American Control Conference, 2014

2013
Distributed Supervisory Predictive Control of Distributed Wind and Solar Energy Systems.
IEEE Trans. Control. Syst. Technol., 2013

Economic model predictive control of switched nonlinear systems.
Syst. Control. Lett., 2013

Distributed model predictive control: A tutorial review and future research directions.
Comput. Chem. Eng., 2013

Multirate dissipativity-based distributed MPC.
Proceedings of the 2013 Australian Control Conference, Fremantle, WA, 2013

Achievable performance of decentralized control systems.
Proceedings of the American Control Conference, 2013

Robust moving horizon state estimation for nonlinear systems.
Proceedings of the American Control Conference, 2013

On fixed-time performance of Lyapunov-based economic model predictive control of nonlinear systems.
Proceedings of the American Control Conference, 2013

Coordinated-distributed MPC of nonlinear systems based on price-driven coordination.
Proceedings of the American Control Conference, 2013

2012
Supervisory Predictive Control for Long-Term Scheduling of an Integrated Wind/Solar Energy Generation and Water Desalination System.
IEEE Trans. Control. Syst. Technol., 2012

Iterative Distributed Model Predictive Control of Nonlinear Systems: Handling Asynchronous, Delayed Measurements.
IEEE Trans. Autom. Control., 2012

State-estimation-based economic model predictive control of nonlinear systems.
Syst. Control. Lett., 2012

Monitoring of low-level PID control loops.
Proceedings of the American Control Conference, 2012

Distributed model predictive control of switched nonlinear systems.
Proceedings of the American Control Conference, 2012

Composite fast-slow MPC design for nonlinear singularly perturbed systems: Stability analysis.
Proceedings of the American Control Conference, 2012

2011
Supervisory Predictive Control of Standalone Wind/Solar Energy Generation Systems.
IEEE Trans. Control. Syst. Technol., 2011

Economic model predictive control using Lyapunov techniques: Handling asynchronous, delayed measurements and distributed implementation.
Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011

Model predictive control of nonlinear singularly perturbed systems: Application to a reactor-separator process network.
Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011

A two-time-scale framework to supervisory predictive control of an integrated wind/solar energy generation and water desalination system.
Proceedings of the American Control Conference, 2011

Multirate distributed model predictive control of nonlinear systems.
Proceedings of the American Control Conference, 2011

Lyapunov-based economic model predictive control of nonlinear systems.
Proceedings of the American Control Conference, 2011

Data-based monitoring and reconfiguration of a distributed model predictive control system.
Proceedings of the American Control Conference, 2011

2010
A two-tier control architecture for nonlinear process systems with continuous/asynchronous feedback.
Int. J. Control, 2010

Distributed model predictive control of nonlinear systems subject to asynchronous and delayed measurements.
Autom., 2010

Iterative distributed model predictive control of nonlinear systems: Handling delayed measurements.
Proceedings of the 49th IEEE Conference on Decision and Control, 2010

Sequential and iterative architectures for distributed model predictive control of nonlinear process systems. Part II: Application to a catalytic alkylation of benzene process.
Proceedings of the American Control Conference, 2010

Sequential and iterative architectures for distributed model predictive control of nonlinear process systems. Part I: Theory.
Proceedings of the American Control Conference, 2010

Monitoring and handling of actuator faults in a distributed model predictive control system.
Proceedings of the American Control Conference, 2010

2009
Networked monitoring and fault-tolerant control of nonlinear process systems.
Proceedings of the 48th IEEE Conference on Decision and Control, 2009

Distributed model predictive control of nonlinear systems subject to delayed measurements.
Proceedings of the 48th IEEE Conference on Decision and Control, 2009

Distributed model predictive control of nonlinear systems with input constraints.
Proceedings of the American Control Conference, 2009

2008
Lyapunov-based model predictive control of nonlinear systems subject to time-varying measurement delays.
Proceedings of the 47th IEEE Conference on Decision and Control, 2008


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