| Big data analytics in chemical engineering L Chiang, B Lu, I Castillo Annual review of chemical and biomolecular engineering 8 (1), 63-85, 2017 | 192 | 2017 |
| Recent trends on hybrid modeling for Industry 4.0 J Sansana, MN Joswiak, I Castillo, Z Wang, R Rendall, LH Chiang, ... Computers & Chemical Engineering 151, 107365, 2021 | 187 | 2021 |
| Industrial PLS model variable selection using moving window variable importance in projection B Lu, I Castillo, L Chiang, TF Edgar Chemometrics and Intelligent Laboratory Systems 135, 90-109, 2014 | 72 | 2014 |
| Dimensionality reduction for visualizing industrial chemical process data M Joswiak, Y Peng, I Castillo, LH Chiang Control Engineering Practice 93, 104189, 2019 | 51 | 2019 |
| Soft sensor model maintenance: A case study in industrial processes K Chen, I Castillo, LH Chiang, J Yu IFAC-PapersOnLine 48 (8), 427-432, 2015 | 37 | 2015 |
| Towards artificial intelligence at scale in the chemical industry LH Chiang, B Braun, Z Wang, I Castillo AIChE Journal 68 (6), e17644, 2022 | 28 | 2022 |
| Image-based manufacturing analytics: Improving the accuracy of an industrial pellet classification system using deep neural networks R Rendall, I Castillo, B Lu, B Colegrove, M Broadway, LH Chiang, ... Chemometrics and Intelligent Laboratory Systems 180, 26-35, 2018 | 28 | 2018 |
| A unifying and integrated framework for feature oriented analysis of batch processes R Rendall, B Lu, I Castillo, ST Chin, LH Chiang, MS Reis Industrial & Engineering Chemistry Research 56 (30), 8590-8605, 2017 | 28 | 2017 |
| Robust model‐based fault detection and isolation for nonlinear processes using sliding modes I Castillo, TF Edgar, BR Fernández International Journal of Robust and Nonlinear Control 22 (1), 89-104, 2012 | 26 | 2012 |
| 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 |
| Integration of process knowledge and statistical learning for the Dow data challenge problem SJ Qin, S Guo, Z Li, LH Chiang, I Castillo, B Braun, Z Wang Computers & Chemical Engineering 153, 107451, 2021 | 21 | 2021 |
| 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 |
| Data science challenges in chemical manufacturing B Braun, I Castillo, M Joswiak, Y Peng, R Rendall, A Schmidt, Z Wang, ... IFAC preprints, 2020 | 19 | 2020 |
| Wide spectrum feature selection (WiSe) for regression model building R Rendall, I Castillo, A Schmidt, ST Chin, LH Chiang, M Reis Computers & Chemical Engineering 121, 99-110, 2019 | 18 | 2019 |
| Using a distributed control system (DCS) for distillation column control in an undergraduate unit operations laboratory I Castillo, TF Edgar 2009 American Control Conference, 2744-2748, 2009 | 18 | 2009 |
| A hybrid modeling approach for catalyst monitoring and lifetime prediction L Bui, M Joswiak, I Castillo, A Phillips, J Yang, D Hickman ACS Engineering Au 2 (1), 17-26, 2021 | 15 | 2021 |
| Physics-Enhanced neural ordinary differential equations: Application to industrial chemical reaction systems F Sorourifar, Y Peng, I Castillo, L Bui, J Venegas, JA Paulson Industrial & Engineering Chemistry Research 62 (38), 15563-15577, 2023 | 14 | 2023 |
| Data-driven optimization of an industrial batch polymerization process using the design of dynamic experiments methodology C Georgakis, ST Chin, Z Wang, P Hayot, L Chiang, J Wassick, I Castillo Industrial & Engineering Chemistry Research 59 (33), 14868-14880, 2020 | 12 | 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 |
