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Journal Articles
- 2024
[j48]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: 108622 (2024)- [j47]Benjamin Decardi-Nelson, Abdulelah S. Alshehri, Akshay Ajagekar, Fengqi You:
Generative AI and process systems engineering: The next frontier. Comput. Chem. Eng. 187: 108723 (2024) - [j46]Abdulelah S. Alshehri, Kai A. Horstmann, Fengqi You:
Versatile Deep Learning Pipeline for Transferable Chemical Data Extraction. J. Chem. Inf. Model. 64(15): 5888-5899 (2024) - [j45]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): 1090-1097 (2024) - 2022
- [j44]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): 1186-1197 (2022) - 2021
- [j43]Chao Ning, Fengqi You:
Online learning based risk-averse stochastic MPC of constrained linear uncertain systems. Autom. 125: 109402 (2021) - [j42]Efstratios N. Pistikopoulos, Ana Barbosa-Póvoa, Jay H. Lee, Ruth Misener, Alexander Mitsos, Gintaras V. Reklaitis, Venkat Venkatasubramanian, Fengqi You, Rafiqul Gani:
Process systems engineering - The generation next?. Comput. Chem. Eng. 147: 107252 (2021) - [j41]Chao Shang, Fengqi You:
A Posteriori Probabilistic Bounds of Convex Scenario Programs With Validation Tests. IEEE Trans. Autom. Control. 66(9): 4015-4028 (2021) - 2020
- [j40]Chao Ning, Fengqi You:
A transformation-proximal bundle algorithm for multistage adaptive robust optimization and application to constrained robust optimal control. Autom. 113: 108802 (2020) - [j39]Akshay Ajagekar, Travis S. Humble, Fengqi You:
Quantum computing based hybrid solution strategies for large-scale discrete-continuous optimization problems. Comput. Chem. Eng. 132 (2020) - [j38]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: 106943 (2020) - [j37]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: 107005 (2020) - [j36]Akshay Ajagekar, Fengqi You:
Quantum computing assisted deep learning for fault detection and diagnosis in industrial process systems. Comput. Chem. Eng. 143: 107119 (2020) - [j35]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): 1493-1504 (2020) - 2019
- [j34]Jiyao Gao, Fengqi You:
A stochastic game theoretic framework for decentralized optimization of multi-stakeholder supply chains under uncertainty. Comput. Chem. Eng. 122: 31-46 (2019) - [j33]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: 434-448 (2019) - [j32]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): 27-57 (2019) - 2018
- [j31]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: 425-447 (2018) - [j30]Chao Shang, Fengqi You:
Distributionally robust optimization for planning and scheduling under uncertainty. Comput. Chem. Eng. 110: 53-68 (2018) - [j29]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) - [j28]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: 190-210 (2018) - [j27]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: 231-252 (2018) - 2017
- [j26]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: 81-95 (2017) - [j25]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: 259-275 (2017) - [j24]Chao Shang, Xiaolin Huang, Fengqi You:
Data-driven robust optimization based on kernel learning. Comput. Chem. Eng. 106: 464-479 (2017) - [j23]Jiyao Gao, Fengqi You:
Design and optimization of shale gas energy systems: Overview, research challenges, and future directions. Comput. Chem. Eng. 106: 699-718 (2017) - [j22]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: 221-236 (2017) - 2016
- [j21]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: 164-179 (2016) - [j20]Daniel J. Garcia, Fengqi You:
The water-energy-food nexus and process systems engineering: A new focus. Comput. Chem. Eng. 91: 49-67 (2016) - 2015
- [j19]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: 255-272 (2015) - [j18]Yunfei Chu, Fengqi You, John M. Wassick, Anshul Agarwal:
Simulation-based optimization framework for multi-echelon inventory systems under uncertainty. Comput. Chem. Eng. 73: 1-16 (2015) - [j17]Daniel J. Garcia, Fengqi You:
Supply chain design and optimization: Challenges and opportunities. Comput. Chem. Eng. 81: 153-170 (2015) - [j16]Yunfei Chu, Fengqi You:
Model-based integration of control and operations: Overview, challenges, advances, and opportunities. Comput. Chem. Eng. 83: 2-20 (2015) - 2014
- [j15]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: 277-296 (2014) - [j14]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: 90-101 (2014) - [j13]Dajun Yue, Fengqi You, Seth W. Snyder:
Biomass-to-bioenergy and biofuel supply chain optimization: Overview, key issues and challenges. Comput. Chem. Eng. 66: 36-56 (2014) - [j12]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: 128-139 (2014) - [j11]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: 347-361 (2014) - 2013
- [j10]Fengqi You, Ignacio E. Grossmann:
Multicut Benders decomposition algorithm for process supply chain planning under uncertainty. Ann. Oper. Res. 210(1): 191-211 (2013) - [j9]Berhane H. Gebreslassie, Maxim Slivinsky, Belinda Wang, Fengqi You:
Life cycle optimization for sustainable design and operations of hydrocarbon biorefinery via fast pyrolysis, hydrotreating and hydrocracking. Comput. Chem. Eng. 50: 71-91 (2013) - [j8]Belinda Wang, Berhane H. Gebreslassie, Fengqi You:
Sustainable design and synthesis of hydrocarbon biorefinery via gasification pathway: Integrated life cycle assessment and technoeconomic analysis with multiobjective superstructure optimization. Comput. Chem. Eng. 52: 55-76 (2013) - [j7]Dajun Yue, Fengqi You:
Sustainable scheduling of batch processes under economic and environmental criteria with MINLP models and algorithms. Comput. Chem. Eng. 54: 44-59 (2013) - [j6]Yunfei Chu, Fengqi You:
Integration of production scheduling and dynamic optimization for multi-product CSTRs: Generalized Benders decomposition coupled with global mixed-integer fractional programming. Comput. Chem. Eng. 58: 315-333 (2013) - 2012
- [j5]John M. Wassick, Anshul Agarwal, Naoko Akiya, Jeff Ferrio, Scott J. Bury, Fengqi You:
Addressing the operational challenges in the development, manufacture, and supply of advanced materials and performance products. Comput. Chem. Eng. 47: 157-169 (2012) - [j4]Yunfei Chu, Fengqi You:
Integration of scheduling and control with online closed-loop implementation: Fast computational strategy and large-scale global optimization algorithm. Comput. Chem. Eng. 47: 248-268 (2012) - 2011
- [j3]Zhixia Zhong, Fengqi You:
Oil spill response planning with consideration of physicochemical evolution of the oil slick: A multiobjective optimization approach. Comput. Chem. Eng. 35(8): 1614-1630 (2011) - 2009
- [j2]Fengqi You, Pedro M. Castro, Ignacio E. Grossmann:
Dinkelbach's algorithm as an efficient method to solve a class of MINLP models for large-scale cyclic scheduling problems. Comput. Chem. Eng. 33(11): 1879-1889 (2009) - 2008
- [j1]Fengqi You, Ignacio E. Grossmann:
Design of responsive supply chains under demand uncertainty. Comput. Chem. Eng. 32(12): 3090-3111 (2008)
Conference and Workshop Papers
- 2024
- [c56]Benjamin Decardi-Nelson, Akshay Ajagekar, Fengqi You:
Multi-agent Deep Reinforcement Learning for Energy Management in Grid-Responsive Networked Greenhouses. ACC 2024: 129-134 - [c55]Tianqi Xiao, Fengqi You:
Energy Scheduling and Control of Grid-Interactive Communities with Physically Consistent Deep Learning. ACC 2024: 3013-3018 - 2023
- [c54]Wei-Han Chen, Shiyu Yang, Fengqi You:
Thermal Comfort Control on Sustainable Building via Data-Driven Robust Model Predictive Control. ACC 2023: 591-596 - [c53]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: 3797-3802 - [c52]Jiahan Xie, Akshay Ajagekar, Fengqi You:
Attention Based Multi-Agent Reinforcement Learning for Demand Response in Grid-Responsive Buildings. CCTA 2023: 118-123 - 2022
- [c51]Akshay Ajagekar, Fengqi You:
Deep Reinforcement Learning Based Automatic Control in Semi-Closed Greenhouse Systems. ACC 2022: 3291-3296 - [c50]Ning Zhao, Fengqi You:
Robust Unit Commitment Optimization under Volatile Wind Power Outputs Assisted by Clustering-based Data-Driven Techniques. ACC 2022: 3722-3727 - [c49]Akshay Ajagekar, Fengqi You:
Deep Reinforcement Learning based Solution Approach for Unit Commitment under Demand and Wind Power Uncertainty. ACC 2022: 4520-4525 - [c48]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: 4676-4681 - [c47]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: 539-544 - 2021
- [c46]Chao Ning, Fengqi You:
Data-Driven Ambiguous Joint Chance Constrained Economic Dispatch with Correlated Wind Power Uncertainty. ACC 2021: 1811-1816 - 2020
- [c45]Shuwen Lu, Fengqi You:
Multistage Model Predictive Control based on Data-Driven Distributionally Robust Optimization. ACC 2020: 1907-1912 - [c44]Wei-Han Chen, Fengqi You:
Efficient Greenhouse Temperature Control with Data-Driven Robust Model Predictive. ACC 2020: 1986-1991 - [c43]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: 1992-1997 - [c42]Jiwei Yao, Fengqi You:
Economically-Optimal Control of Electric Taxicab for Urban Driving Cycle. ACC 2020: 3261-3266 - [c41]Akshay Ajagekar, Fengqi You:
A Deep Learning Approach for Fault Detection and Diagnosis of Industrial Processes using Quantum Computing. SMC 2020: 2345-2350 - 2019
- [c40]Chao Shang, Wei-Han Chen, Fengqi You:
Robust Constrained Model Predictive Control of Irrigation Systems Based on Data-Driven Uncertainty Set Constructions. ACC 2019: 1-6 - [c39]Liang Zhao, Chao Ning, Fengqi You:
Industrial Steam Systems Optimization under Uncertainty Using Data-Driven Adaptive Robust Optimization. ACC 2019: 2127-2132 - [c38]Jiyao Gao, Fengqi You:
Distributionally Robust Optimization of Shale Gas Supply Chains under Uncertainty. ACC 2019: 2133-2138 - [c37]Chao Ning, Fengqi You:
Chemical Process Scheduling under Disjunctive Uncertainty Using Data-Driven Multistage Adaptive Robust Optimization. ACC 2019: 2145-2150 - [c36]Chao Ning, Fengqi You:
Data-Driven Adaptive Robust Optimization Framework for Unit Commitment under Renewable Energy Generation Uncertainty. ACC 2019: 4734-4739 - 2018
- [c35]Chao Shang, Fengqi You:
Distributionally Robust Process Scheduling under Ambiguous Uncertainty. ACC 2018: 180-187 - [c34]Chao Ning, Fengqi You:
Data-Driven Adaptive Robust Optimization Framework Based on Principal Component Analysis. ACC 2018: 3020-3025 - [c33]Na Luo, Fengqi You:
Operational Optimization of Shale Gas Processing under Feedstock Uncertainties with Updated Back-off Strategy. ACC 2018: 4837-4842 - [c32]Jian Gong, Fengqi You:
Nonlinear Adaptive Robust Optimization Model and Algorithm for Resilience Analysis and Enhancement. ACC 2018: 4869-4874 - [c31]Chao Ning, Fengqi You:
A Transformation-Proximal Bundle Algorithm for Solving Multistage Adaptive Robust Optimization Problems. CDC 2018: 2439-2444 - [c30]Cen Guo, Fengqi You:
A Data-Driven Real-Time Irrigation Control Method Based on Model Predictive Control. CDC 2018: 2599-2604 - [c29]Chao Shang, Fengqi You:
Chance Constrained Model Predictive Control via Active Uncertainty Set Learning and Calibration. CDC 2018: 2605-2610 - 2017
- [c28]Chao Ning, Fengqi You:
Leveraging big data for adaptive robust optimization of scheduling under uncertainty. ACC 2017: 3783-3788 - 2016
- [c27]Chao Ning, Fengqi You:
Data-driven robust MILP model for scheduling of multipurpose batch processes under uncertainty. CDC 2016: 6180-6185 - 2015
- [c26]Jian Gong, Fengqi You:
An efficient global optimization algorithm for mixed-integer nonlinear fractional programs with separable concave terms. ACC 2015: 547-552 - [c25]Wenhe Ye, Fengqi You:
A fast simulation-based optimization method for inventory control of general supply chain networks under uncertainty. ACC 2015: 2001-2006 - [c24]Dajun Yue, Fengqi You:
Bilevel programming approach for manufacturing facility investment optimization with non-cooperative suppliers and customers. ACC 2015: 3925-3930 - [c23]Hanyu Shi, Fengqi You:
Robust optimization for integrated scheduling of sequential batch processes with dynamics. ACC 2015: 4947-4952 - [c22]Yunfei Chu, Fengqi You:
Integrated planning, scheduling, and dynamic optimization for sequential batch processes. ACC 2015: 5635-5640 - [c21]Jiyao Gao, Fengqi You:
Fast optimization algorithms for large-scale mixed-integer linear fractional programming problems. ACC 2015: 5901-5906 - [c20]Jiyao Gao, Fengqi You:
Stochastic programming approach to optimal design and operations of shale gas supply chain under uncertainty. CDC 2015: 6656-6661 - [c19]Hanyu Shi, Fengqi You:
Adaptive surrogate-based algorithm for integrated scheduling and dynamic optimization of sequential batch processes. CDC 2015: 7304-7309 - 2014
- [c18]Yunfei Chu, Fengqi You, John M. Wassick:
Hybrid agent-based method for scheduling of complex batch processes. ACC 2014: 940-945 - [c17]Yunfei Chu, Fengqi You:
Moving-horizon method for integrating scheduling and control. ACC 2014: 2948-2953 - [c16]Zhixia Zhong, Fengqi You:
Parametric algorithms for global optimization of mixed-integer fractional programming problems in process engineering. ACC 2014: 3609-3614 - [c15]Yunfei Chu, Fengqi You:
Integration of scheduling and dynamic optimization of batch processes under uncertainty. ACC 2014: 4997-5002 - [c14]Yunfei Chu, Fengqi You:
Integrated scheduling and dynamic optimization of network batch processes. ACC 2014: 5024-5029 - [c13]Hanyu Shi, Yunfei Chu, Fengqi You:
Integrated planning, scheduling, and dynamic optimization for continuous processes. CDC 2014: 388-393 - [c12]Yunfei Chu, Fengqi You:
Simulation-based method for optimizing multi-echelon inventory systems. CDC 2014: 1899-1904 - [c11]Jiyao Gao, Fengqi You:
Optimization of water management in shale gas production process. CDC 2014: 6807-6812 - [c10]Yunfei Chu, Fengqi You:
Integrated planning and scheduling by hybrid solution method. CDC 2014: 6818-6823 - [c9]Akansha Singh, Yunfei Chu, Fengqi You:
Agent-based method for solving competitive biorefinery network design problem. WSC 2014: 376-384 - [c8]Yunfei Chu, Fengqi You:
Simulation-based optimization for multi-echelon inventory systems under uncertainty. WSC 2014: 385-394 - 2013
- [c7]Yunfei Chu, Fengqi You:
Decomposition method for solving integrated problem of cyclic scheduling and PI controller design. ACC 2013: 334-339 - [c6]Dajun Yue, Fengqi You:
Integration of planning, scheduling and stochastic inventory under uncertainty for flexible process networks. ACC 2013: 3505-3510 - [c5]Yunfei Chu, Fengqi You:
Integration of scheduling and dynamic optimization for sequential batch processes. ACC 2013: 3511-3516 - [c4]Dajun Yue, Fengqi You:
A reformulation-linearization method for the global optimization of large-scale mixed-integer linear fractional programming problems and cyclic scheduling application. ACC 2013: 3985-3990 - 2012
- [c3]Berhane H. Gebreslassie, Yuan Yao, Fengqi You:
Multiobjective optimization of hydrocarbon biorefinery supply chain designs under uncertainty. CDC 2012: 5560-5565 - [c2]Yunfei Chu, John M. Wassick, Fengqi You:
Real-time scheduling of batch processes via agent-based modeling. CDC 2012: 6370-6375 - [c1]Yunfei Chu, Fengqi You:
Online integration of scheduling and control for cyclic production in CSTR. CDC 2012: 7007-7012
Informal and Other Publications
- 2024
- [i13]Benjamin Decardi-Nelson, Abdulelah S. Alshehri, Akshay Ajagekar, Fengqi You:
Generative AI and Process Systems Engineering: The Next Frontier. CoRR abs/2402.10977 (2024) - 2020
- [i12]Shipu Zhao, Fengqi You:
Distributionally Robust Chance Constrained Programming with Generative Adversarial Networks (GANs). CoRR abs/2002.12486 (2020) - [i11]Akshay Ajagekar, Fengqi You:
Quantum Computing Assisted Deep Learning for Fault Detection and Diagnosis in Industrial Process Systems. CoRR abs/2003.00264 (2020) - [i10]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 abs/2005.08968 (2020) - [i9]Chao Ning, Fengqi You:
Online Learning Based Risk-Averse Stochastic MPC of Constrained Linear Uncertain Systems. CoRR abs/2011.11441 (2020) - 2019
- [i8]Chao Shang, Fengqi You:
Posteriori Probabilistic Bounds of Convex Scenario Programs with Validation Tests. CoRR abs/1903.11734 (2019) - [i7]Chao Ning, Fengqi You:
Optimization under Uncertainty in the Era of Big Data and Deep Learning: When Machine Learning Meets Mathematical Programming. CoRR abs/1904.01934 (2019) - [i6]Akshay Ajagekar, Travis S. Humble, Fengqi You:
Quantum Computing based Hybrid Solution Strategies for Large-scale Discrete-Continuous Optimization Problems. CoRR abs/1910.13045 (2019) - [i5]Wei-Han Chen, Fengqi You:
Efficient Greenhouse Temperature Control with Data-Driven Robust Model Predictive. CoRR abs/1912.12666 (2019) - 2018
- [i4]Chao Shang, Fengqi You:
A data-driven robust optimization approach to scenario-based stochastic model predictive control. CoRR abs/1807.05146 (2018) - [i3]Chao Ning, Fengqi You:
A Transformation-Proximal Bundle Algorithm for Solving Large-Scale Multistage Adaptive Robust Optimization Problems. CoRR abs/1810.05931 (2018) - [i2]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 abs/1810.05947 (2018) - 2017
- [i1]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 abs/1707.09198 (2017)
Coauthor Index
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