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Thebelt A, Wiebe J, Kronqvist J, Tsay C, Misener R. Maximizing information from chemical engineering data sets: Applications to machine learning. Chem Eng Sci 2022. [DOI: 10.1016/j.ces.2022.117469] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
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Zhu Q, Zhao Z, Liu F. Developing new products with kernel partial least squares model inversion. Comput Chem Eng 2021. [DOI: 10.1016/j.compchemeng.2021.107537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Jia R, Mao Z, Wang F. Self-correcting modifier-adaptation strategy for batch-to-batch optimization based on batch-wise unfolded PLS model. CAN J CHEM ENG 2016. [DOI: 10.1002/cjce.22565] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Runda Jia
- School of Information Science & Engineering; Northeastern University; Shenyang 110004 China
- State Key Laboratory of Synthetical Automation for Process Industries; Northeastern University; Shenyang 110004 China
| | - Zhizhong Mao
- School of Information Science & Engineering; Northeastern University; Shenyang 110004 China
- State Key Laboratory of Synthetical Automation for Process Industries; Northeastern University; Shenyang 110004 China
| | - Fuli Wang
- School of Information Science & Engineering; Northeastern University; Shenyang 110004 China
- State Key Laboratory of Synthetical Automation for Process Industries; Northeastern University; Shenyang 110004 China
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4
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An efficient latent variable optimization approach with stochastic constraints for complex industrial process. Chin J Chem Eng 2015. [DOI: 10.1016/j.cjche.2015.05.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Transfer of a nanoparticle product between different mixers using latent variable model inversion. AIChE J 2013. [DOI: 10.1002/aic.14244] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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Tomba E, Facco P, Bezzo F, García-Muñoz S. Exploiting Historical Databases to Design the Target Quality Profile for a New Product. Ind Eng Chem Res 2013. [DOI: 10.1021/ie3032839] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Emanuele Tomba
- CAPE-Lab—Computer-Aided
Process Engineering Laboratory, Dipartimento di Ingegneria Industriale, Università di Padova, via Marzolo 9, 35131 Padova
PD, Italy
| | - Pierantonio Facco
- CAPE-Lab—Computer-Aided
Process Engineering Laboratory, Dipartimento di Ingegneria Industriale, Università di Padova, via Marzolo 9, 35131 Padova
PD, Italy
| | - Fabrizio Bezzo
- CAPE-Lab—Computer-Aided
Process Engineering Laboratory, Dipartimento di Ingegneria Industriale, Università di Padova, via Marzolo 9, 35131 Padova
PD, Italy
| | - Salvador García-Muñoz
- Pfizer Worldwide R&D, 445 Eastern Point Road, Groton, Connecticut 06340, United States
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Garcı́a-Muñoz S, Mercado J. Optimal Selection of Raw Materials for Pharmaceutical Drug Product Design and Manufacture using Mixed Integer Nonlinear Programming and Multivariate Latent Variable Regression Models. Ind Eng Chem Res 2013. [DOI: 10.1021/ie3031828] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
| | - Jose Mercado
- Pfizer Global Manufacturing,Vega Baja, 00693, Puerto
Rico
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9
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MacGregor J, Cinar A. Monitoring, fault diagnosis, fault-tolerant control and optimization: Data driven methods. Comput Chem Eng 2012. [DOI: 10.1016/j.compchemeng.2012.06.017] [Citation(s) in RCA: 205] [Impact Index Per Article: 17.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Tomba E, Barolo M, García-Muñoz S. General Framework for Latent Variable Model Inversion for the Design and Manufacturing of New Products. Ind Eng Chem Res 2012. [DOI: 10.1021/ie301214c] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Emanuele Tomba
- Computer-Aided Process Engineering
Laboratory (CAPE-Lab), Dipartimento di Ingegneria Industriale, Università di Padova, via Marzolo 9, 35131 Padova
PD, Italy
| | - Massimiliano Barolo
- Computer-Aided Process Engineering
Laboratory (CAPE-Lab), Dipartimento di Ingegneria Industriale, Università di Padova, via Marzolo 9, 35131 Padova
PD, Italy
| | - Salvador García-Muñoz
- Pfizer Worldwide R&D, 445 Eastern Point Road, Groton, Connecticut 06340, United States
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Liu Z, Bruwer MJ, MacGregor JF, Rathore SSS, Reed DE, Champagne MJ. Scale-up of a Pharmaceutical Roller Compaction Process Using a Joint-Y Partial Least Squares Model. Ind Eng Chem Res 2011. [DOI: 10.1021/ie102316b] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Zheng Liu
- ProSensus Inc., Ancaster, Ontario, Canada L9G 4V5
| | | | | | | | - David E. Reed
- Eli Lilly and Corporation, Indianapolis, Indiana 46285, USA
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12
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García-Muñoz S, Dolph S, Ward HW. Handling uncertainty in the establishment of a design space for the manufacture of a pharmaceutical product. Comput Chem Eng 2010. [DOI: 10.1016/j.compchemeng.2010.02.027] [Citation(s) in RCA: 63] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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