Production scheduling and linear MPC: Complete integration via complementarity conditions JM Simkoff, M Baldea Computers & Chemical Engineering 125, 287-305, 2019 | 44 | 2019 |
Stochastic scheduling and control using data-driven nonlinear dynamic models: Application to demand response operation of a chlor-alkali plant JM Simkoff, M Baldea Industrial & Engineering Chemistry Research 59 (21), 10031-10042, 2020 | 36 | 2020 |
Plant–Model Mismatch Estimation from Closed-Loop Data for State-Space Model Predictive Control¶ JM Simkoff, S Wang, M Baldea, LH Chiang, I Castillo, R Bindlish, ... Industrial & Engineering Chemistry Research 57 (10), 3732-3741, 2018 | 23 | 2018 |
Autocovariance-based plant-model mismatch estimation for linear model predictive control S Wang, JM Simkoff, M Baldea, LH Chiang, I Castillo, R Bindlish, ... Systems & Control Letters 104, 5-14, 2017 | 22 | 2017 |
Data‐driven plant‐model mismatch estimation for dynamic matrix control systems X Xu, JM Simkoff, M Baldea, LH Chiang, I Castillo, R Bindlish, B Ashcraft International Journal of Robust and Nonlinear Control 30 (17), 7103-7129, 2020 | 19 | 2020 |
Process control and energy efficiency JM Simkoff, F Lejarza, MT Kelley, C Tsay, M Baldea Annual Review of Chemical and Biomolecular Engineering 11 (1), 423-445, 2020 | 11 | 2020 |
Autocovariance-based MPC model mismatch estimation for systems with measurable disturbances S Wang, JM Simkoff, M Baldea, LH Chiang, I Castillo, R Bindlish, ... Journal of Process Control 55, 42-54, 2017 | 11 | 2017 |
Parameterizations of data-driven nonlinear dynamic process models for fast scheduling calculations JM Simkoff, M Baldea Computers & Chemical Engineering 129, 106498, 2019 | 9 | 2019 |
Plant-model mismatch evaluation for unconstrained MPC with state estimation JM Simkoff, S Wang, M Baldea, LH Chiang, I Castillo, R Bindlish, ... 2017 IEEE 56th Annual Conference on Decision and Control (CDC), 6177-6182, 2017 | 9 | 2017 |
Plant-model mismatch estimation in unconstrained state-space MPC JM Simkoff, S Wang, M Baldea, LH Chiang, I Castillo, R Bindlish, ... 2017 American Control Conference (ACC), 3078-3083, 2017 | 9 | 2017 |
Data-driven plant-model mismatch quantification in input-constrained linear MPC S Wang, JM Simkoff, M Baldea, LH Chiang, I Castillo, R Bindlish, ... IFAC-PapersOnLine 49 (7), 25-30, 2016 | 7 | 2016 |
Data-driven plant-model mismatch quantification for MIMO MPC systems with feedforward control path X Xu, JM Simkoff, M Baldea, LH Chiang, I Castillo, R Bindlish, B Ashcraft 2020 American Control Conference (ACC), 2760-2765, 2020 | 6 | 2020 |
Autocovariance-based MPC model mismatch with measurable disturbances USA estimation for systems SY Wang, JM Simkoff, M Baldea, LH Chiang, I Castillo, R Bindlish, ... Journal of Process Control 55, 42-54, 2017 | 1 | 2017 |
Data-driven methods for improved decision-making in the chemical process industries JM Simkoff The University of Texas at Austin, 2020 | | 2020 |
Parameterizations of Data-Driven Process Models for Integrated Stochastic Scheduling and Process Control J Simkoff, M Baldea 2019 AIChE Annual Meeting, 2019 | | 2019 |
Data Driven Plant Model Mismatch Estimation for Dmc with Unknown Noise Variance X Xu, J Simkoff, M Baldea, L Chiang, R Bindlish, I Castillo 2019 AIChE Annual Meeting, 2019 | | 2019 |
Autocovariance-Based Model Mismatch Diagnosis for MPC with State Estimation J Simkoff, S Wang, M Baldea, L Chiang, I Castillo, R Bindlish, D Stanley 2017 AIChE Annual Meeting, 2017 | | 2017 |