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Fengqi You
ORCID
Publication Activity (10 Years)
Years Active: 2008-2024
Publications (10 Years): 69
Top Topics
Deep Learning
Supply Chain
Model Predictive Control
Robust Optimization
Top Venues
ACC
Comput. Chem. Eng.
CoRR
CDC
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Publications
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Benjamin Decardi-Nelson
,
Abdulelah S. Alshehri
,
Akshay Ajagekar
,
Fengqi You
Generative AI and Process Systems Engineering: The Next Frontier.
CoRR
(2024)
Kumail Alhamoud
,
Yasir Ghunaim
,
Abdulelah S. Alshehri
,
Guohao Li
,
Bernard Ghanem
,
Fengqi You
Leveraging 2D molecular graph pretraining for improved 3D conformer generation with graph neural networks.
Comput. Chem. Eng.
183 (2024)
Benjamin Decardi-Nelson
,
Abdulelah S. Alshehri
,
Akshay Ajagekar
,
Fengqi You
Generative AI and process systems engineering: The next frontier.
Comput. Chem. Eng.
187 (2024)
Runda Jia
,
Fengqi You
Application of Robust Model Predictive Control Using Principal Component Analysis to an Industrial Thickener.
IEEE Trans. Control. Syst. Technol.
32 (3) (2024)
Shiyu Yang
,
Huaizhu Oliver Gao
,
Fengqi You
Model Predictive Control for Distributed Energy Systems Management in Electrifying Buildings: carbon emission reduction in response to dynamic electricity price and carbon intensity.
ACC
(2023)
Wei-Han Chen
,
Shiyu Yang
,
Fengqi You
Thermal Comfort Control on Sustainable Building via Data-Driven Robust Model Predictive Control.
ACC
(2023)
Jiahan Xie
,
Akshay Ajagekar
,
Fengqi You
Attention Based Multi-Agent Reinforcement Learning for Demand Response in Grid-Responsive Buildings.
CCTA
(2023)
Shiyu Yang
,
Huaizhu Oliver Gao
,
Fengqi You
Model Predictive Control for Price-Based Demand-Responsive Building Control by Leveraging Active Latent Heat Storage.
CDC
(2022)
Akshay Ajagekar
,
Fengqi You
Deep Reinforcement Learning based Solution Approach for Unit Commitment under Demand and Wind Power Uncertainty.
ACC
(2022)
Guoqing Hu
,
Fengqi You
Hybrid Physics-based and Data-driven Model Predictive Control for Multi-Zone Building's Thermal Comfort Under Disjunctive Uncertainty.
ACC
(2022)
Ning Zhao
,
Fengqi You
Robust Unit Commitment Optimization under Volatile Wind Power Outputs Assisted by Clustering-based Data-Driven Techniques.
ACC
(2022)
Wei-Han Chen
,
Fengqi You
Semiclosed Greenhouse Climate Control Under Uncertainty via Machine Learning and Data-Driven Robust Model Predictive Control.
IEEE Trans. Control. Syst. Technol.
30 (3) (2022)
Akshay Ajagekar
,
Fengqi You
Deep Reinforcement Learning Based Automatic Control in Semi-Closed Greenhouse Systems.
ACC
(2022)
Chao Shang
,
Fengqi You
A Posteriori Probabilistic Bounds of Convex Scenario Programs With Validation Tests.
IEEE Trans. Autom. Control.
66 (9) (2021)
Chao Ning
,
Fengqi You
Data-Driven Ambiguous Joint Chance Constrained Economic Dispatch with Correlated Wind Power Uncertainty.
ACC
(2021)
Chao Ning
,
Fengqi You
Online learning based risk-averse stochastic MPC of constrained linear uncertain systems.
Autom.
125 (2021)
Efstratios N. Pistikopoulos
,
Ana Barbosa-PĆ³voa
,
Jay H. Lee
,
Ruth Misener
,
Alexander Mitsos
,
Gintaras V. Reklaitis
,
Venkat Venkatasubramanian
,
Fengqi You
,
Rafiqul Gani
.
Comput. Chem. Eng.
147 (2021)
Jiwei Yao
,
Fengqi You
Economically-Optimal Control of Electric Taxicab for Urban Driving Cycle.
ACC
(2020)
Wei-Han Chen
,
Fengqi You
Efficient Greenhouse Temperature Control with Data-Driven Robust Model Predictive.
ACC
(2020)
Wei-Han Chen
,
Chao Shang
,
Siyu Zhu
,
Kathryn Haldeman
,
Michael Santiago
,
Abraham Duncan Stroock
,
Fengqi You
Theoretical Exploration of Irrigation Control for Stem Water Potential through Model Predictive Control.
ACC
(2020)
Akshay Ajagekar
,
Fengqi You
A Deep Learning Approach for Fault Detection and Diagnosis of Industrial Processes using Quantum Computing.
SMC
(2020)
Akshay Ajagekar
,
Travis Humble
,
Fengqi You
Quantum computing based hybrid solution strategies for large-scale discrete-continuous optimization problems.
Comput. Chem. Eng.
132 (2020)
Runda Jia
,
Shulei Zhang
,
Fengqi You
Transfer learning for end-product quality prediction of batch processes using domain-adaption joint-Y PLS.
Comput. Chem. Eng.
140 (2020)
Shuwen Lu
,
Fengqi You
Multistage Model Predictive Control based on Data-Driven Distributionally Robust Optimization.
ACC
(2020)
Akshay Ajagekar
,
Fengqi You
Quantum Computing Assisted Deep Learning for Fault Detection and Diagnosis in Industrial Process Systems.
CoRR
(2020)
Chao Ning
,
Fengqi You
Online Learning Based Risk-Averse Stochastic MPC of Constrained Linear Uncertain Systems.
CoRR
(2020)
Abdulelah S. Alshehri
,
Rafiqul Gani
,
Fengqi You
Deep learning and knowledge-based methods for computer-aided molecular design - toward a unified approach: State-of-the-art and future directions.
Comput. Chem. Eng.
141 (2020)
Chao Shang
,
Wei-Han Chen
,
Abraham Duncan Stroock
,
Fengqi You
Robust Model Predictive Control of Irrigation Systems With Active Uncertainty Learning and Data Analytics.
IEEE Trans. Control. Syst. Technol.
28 (4) (2020)
Abdulelah S. Alshehri
,
Rafiqul Gani
,
Fengqi You
Deep Learning and Knowledge-Based Methods for Computer Aided Molecular Design - Toward a Unified Approach: State-of-the-Art and Future Directions.
CoRR
(2020)
Chao Ning
,
Fengqi You
A transformation-proximal bundle algorithm for multistage adaptive robust optimization and application to constrained robust optimal control.
Autom.
113 (2020)
Akshay Ajagekar
,
Fengqi You
Quantum computing assisted deep learning for fault detection and diagnosis in industrial process systems.
Comput. Chem. Eng.
143 (2020)
Shipu Zhao
,
Fengqi You
Distributionally Robust Chance Constrained Programming with Generative Adversarial Networks (GANs).
CoRR
(2020)
Chao Ning
,
Fengqi You
Optimization under uncertainty in the era of big data and deep learning: When machine learning meets mathematical programming.
Comput. Chem. Eng.
125 (2019)
Jiyao Gao
,
Fengqi You
A stochastic game theoretic framework for decentralized optimization of multi-stakeholder supply chains under uncertainty.
Comput. Chem. Eng.
122 (2019)
Chao Shang
,
Fengqi You
Posteriori Probabilistic Bounds of Convex Scenario Programs with Validation Tests.
CoRR
(2019)
Akshay Ajagekar
,
Travis Humble
,
Fengqi You
Quantum Computing based Hybrid Solution Strategies for Large-scale Discrete-Continuous Optimization Problems.
CoRR
(2019)
Wei-Han Chen
,
Fengqi You
Efficient Greenhouse Temperature Control with Data-Driven Robust Model Predictive.
CoRR
(2019)
Liang Zhao
,
Chao Ning
,
Fengqi You
Industrial Steam Systems Optimization under Uncertainty Using Data-Driven Adaptive Robust Optimization.
ACC
(2019)
Chao Ning
,
Fengqi You
Optimization under Uncertainty in the Era of Big Data and Deep Learning: When Machine Learning Meets Mathematical Programming.
CoRR
(2019)
Chao Shang
,
Wei-Han Chen
,
Fengqi You
Robust Constrained Model Predictive Control of Irrigation Systems Based on Data-Driven Uncertainty Set Constructions.
ACC
(2019)
Jiyao Gao
,
Fengqi You
Distributionally Robust Optimization of Shale Gas Supply Chains under Uncertainty.
ACC
(2019)
Chao Ning
,
Fengqi You
Data-Driven Adaptive Robust Optimization Framework for Unit Commitment under Renewable Energy Generation Uncertainty.
ACC
(2019)
Chao Ning
,
Fengqi You
Chemical Process Scheduling under Disjunctive Uncertainty Using Data-Driven Multistage Adaptive Robust Optimization.
ACC
(2019)
Dajun Yue
,
Jiyao Gao
,
Bo Zeng
,
Fengqi You
A projection-based reformulation and decomposition algorithm for global optimization of a class of mixed integer bilevel linear programs.
J. Glob. Optim.
73 (1) (2019)
Chao Ning
,
Fengqi You
Data-Driven Stochastic Robust Optimization: General Computational Framework and Algorithm Leveraging Machine Learning for Optimization under Uncertainty in the Big Data Era.
Comput. Chem. Eng.
111 (2018)
Jian Gong
,
Fengqi You
Nonlinear Adaptive Robust Optimization Model and Algorithm for Resilience Analysis and Enhancement.
ACC
(2018)
Chao Shang
,
Fengqi You
Chance Constrained Model Predictive Control via Active Uncertainty Set Learning and Calibration.
CDC
(2018)
Na Luo
,
Fengqi You
Operational Optimization of Shale Gas Processing under Feedstock Uncertainties with Updated Back-off Strategy.
ACC
(2018)
Chao Ning
,
Fengqi You
A Transformation-Proximal Bundle Algorithm for Solving Large-Scale Multistage Adaptive Robust Optimization Problems.
CoRR
(2018)
Jian Gong
,
Fengqi You
Resilient design and operations of process systems: Nonlinear adaptive robust optimization model and algorithm for resilience analysis and enhancement.
Comput. Chem. Eng.
116 (2018)
Chao Ning
,
Fengqi You
A Transformation-Proximal Bundle Algorithm for Solving Multistage Adaptive Robust Optimization Problems.
CDC
(2018)
Chao Ning
,
Fengqi You
Data-Driven Adaptive Robust Optimization Framework Based on Principal Component Analysis.
ACC
(2018)
Chao Shang
,
Fengqi You
A data-driven robust optimization approach to scenario-based stochastic model predictive control.
CoRR
(2018)
Chao Ning
,
Fengqi You
Data-driven decision making under uncertainty integrating robust optimization with principal component analysis and kernel smoothing methods.
Comput. Chem. Eng.
112 (2018)
Chao Shang
,
Fengqi You
Distributionally Robust Process Scheduling under Ambiguous Uncertainty.
ACC
(2018)
Chao Ning
,
Fengqi You
Adaptive robust optimization with minimax regret criterion: Multiobjective optimization framework and computational algorithm for planning and scheduling under uncertainty.
Comput. Chem. Eng.
108 (2018)
Chao Shang
,
Fengqi You
Distributionally robust optimization for planning and scheduling under uncertainty.
Comput. Chem. Eng.
110 (2018)
Chao Shang
,
Wei-Han Chen
,
Abraham Duncan Stroock
,
Fengqi You
Robust Model Predictive Control of Irrigation Systems with Active Uncertainty Learning and Data Analytics.
CoRR
(2018)
Cen Guo
,
Fengqi You
A Data-Driven Real-Time Irrigation Control Method Based on Model Predictive Control.
CDC
(2018)
Jian Gong
,
Minbo Yang
,
Fengqi You
A systematic simulation-based process intensification method for shale gas processing and NGLs recovery process systems under uncertain feedstock compositions.
Comput. Chem. Eng.
105 (2017)
Chao Shang
,
Xiaolin Huang
,
Fengqi You
Data-driven robust optimization based on kernel learning.
Comput. Chem. Eng.
106 (2017)
Chao Ning
,
Fengqi You
Data-Driven Nested Stochastic Robust Optimization: A General Computational Framework and Algorithm for Optimization under Uncertainty in the Big Data Era.
CoRR
(2017)
Chao Ning
,
Fengqi You
Leveraging big data for adaptive robust optimization of scheduling under uncertainty.
ACC
(2017)
Jiyao Gao
,
Fengqi You
Modeling framework and computational algorithm for hedging against uncertainty in sustainable supply chain design using functional-unit-based life cycle optimization.
Comput. Chem. Eng.
107 (2017)
Dajun Yue
,
Fengqi You
Stackelberg-game-based modeling and optimization for supply chain design and operations: A mixed integer bilevel programming framework.
Comput. Chem. Eng.
102 (2017)
Jiyao Gao
,
Fengqi You
Design and optimization of shale gas energy systems: Overview, research challenges, and future directions.
Comput. Chem. Eng.
106 (2017)
Wenhe Ye
,
Fengqi You
A computationally efficient simulation-based optimization method with region-wise surrogate modeling for stochastic inventory management of supply chains with general network structures.
Comput. Chem. Eng.
87 (2016)
Daniel J. Garcia
,
Fengqi You
The water-energy-food nexus and process systems engineering: A new focus.
Comput. Chem. Eng.
91 (2016)
Chao Ning
,
Fengqi You
Data-driven robust MILP model for scheduling of multipurpose batch processes under uncertainty.
CDC
(2016)
Jiyao Gao
,
Fengqi You
Stochastic programming approach to optimal design and operations of shale gas supply chain under uncertainty.
CDC
(2015)
Daniel J. Garcia
,
Fengqi You
Supply chain design and optimization: Challenges and opportunities.
Comput. Chem. Eng.
81 (2015)
Dajun Yue
,
Fengqi You
Bilevel programming approach for manufacturing facility investment optimization with non-cooperative suppliers and customers.
ACC
(2015)
Hanyu Shi
,
Fengqi You
Robust optimization for integrated scheduling of sequential batch processes with dynamics.
ACC
(2015)
Hanyu Shi
,
Fengqi You
Adaptive surrogate-based algorithm for integrated scheduling and dynamic optimization of sequential batch processes.
CDC
(2015)
Yunfei Chu
,
Fengqi You
Model-based integration of control and operations: Overview, challenges, advances, and opportunities.
Comput. Chem. Eng.
83 (2015)
Yunfei Chu
,
Fengqi You
,
John M. Wassick
,
Anshul Agarwal
Integrated planning and scheduling under production uncertainties: Bi-level model formulation and hybrid solution method.
Comput. Chem. Eng.
72 (2015)
Yunfei Chu
,
Fengqi You
,
John M. Wassick
,
Anshul Agarwal
Simulation-based optimization framework for multi-echelon inventory systems under uncertainty.
Comput. Chem. Eng.
73 (2015)
Jiyao Gao
,
Fengqi You
Fast optimization algorithms for large-scale mixed-integer linear fractional programming problems.
ACC
(2015)
Jian Gong
,
Fengqi You
An efficient global optimization algorithm for mixed-integer nonlinear fractional programs with separable concave terms.
ACC
(2015)
Yunfei Chu
,
Fengqi You
Integrated planning, scheduling, and dynamic optimization for sequential batch processes.
ACC
(2015)
Wenhe Ye
,
Fengqi You
A fast simulation-based optimization method for inventory control of general supply chain networks under uncertainty.
ACC
(2015)
Yunfei Chu
,
Fengqi You
,
John M. Wassick
Hybrid method integrating agent-based modeling and heuristic tree search for scheduling of complex batch processes.
Comput. Chem. Eng.
60 (2014)
Dajun Yue
,
Fengqi You
,
Seth W. Snyder
Biomass-to-bioenergy and biofuel supply chain optimization: Overview, key issues and challenges.
Comput. Chem. Eng.
66 (2014)
Zhixia Zhong
,
Fengqi You
Globally convergent exact and inexact parametric algorithms for solving large-scale mixed-integer fractional programs and applications in process systems engineering.
Comput. Chem. Eng.
61 (2014)
Yunfei Chu
,
Fengqi You
,
John M. Wassick
Hybrid agent-based method for scheduling of complex batch processes.
ACC
(2014)
Yunfei Chu
,
Fengqi You
Simulation-based method for optimizing multi-echelon inventory systems.
CDC
(2014)
Yunfei Chu
,
Fengqi You
Moving-horizon method for integrating scheduling and control.
ACC
(2014)
Yunfei Chu
,
Fengqi You
Simulation-based optimization for multi-echelon inventory systems under uncertainty.
WSC
(2014)
Zhixia Zhong
,
Fengqi You
Parametric algorithms for global optimization of mixed-integer fractional programming problems in process engineering.
ACC
(2014)
Dajun Yue
,
Fengqi You
Game-theoretic modeling and optimization of multi-echelon supply chain design and operation under Stackelberg game and market equilibrium.
Comput. Chem. Eng.
71 (2014)
Yunfei Chu
,
Fengqi You
Integrated scheduling and dynamic optimization of network batch processes.
ACC
(2014)
Akansha Singh
,
Yunfei Chu
,
Fengqi You
Agent-based method for solving competitive biorefinery network design problem.
WSC
(2014)
Kailiang Tong
,
Fengqi You
,
Gang Rong
Robust design and operations of hydrocarbon biofuel supply chain integrating with existing petroleum refineries considering unit cost objective.
Comput. Chem. Eng.
68 (2014)
Hanyu Shi
,
Yunfei Chu
,
Fengqi You
Integrated planning, scheduling, and dynamic optimization for continuous processes.
CDC
(2014)
Jiyao Gao
,
Fengqi You
Optimization of water management in shale gas production process.
CDC
(2014)
Yunfei Chu
,
Fengqi You
Integration of scheduling and dynamic optimization of batch processes under uncertainty.
ACC
(2014)
Yunfei Chu
,
Fengqi You
Integrated planning and scheduling by hybrid solution method.
CDC
(2014)
Dajun Yue
,
Fengqi You
Integration of planning, scheduling and stochastic inventory under uncertainty for flexible process networks.
ACC
(2013)
Yunfei Chu
,
Fengqi You
Integration of scheduling and dynamic optimization for sequential batch processes.
ACC
(2013)
Yunfei Chu
,
Fengqi You
Decomposition method for solving integrated problem of cyclic scheduling and PI controller design.
ACC
(2013)