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Reis MS, Strelet E, Sansana J, Quina MJ, Gando-Ferreira LM, Rato TJ. A Federated Classification Approach of Waste Lubricant Oils in Geographically Distributed Laboratories. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c02293] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Affiliation(s)
- Marco S. Reis
- Department of Chemical Engineering, Univ Coimbra, CIEPQPF, Rua Sílvio Lima, Pólo II─Pinhal de Marrocos, 3030-790Coimbra, Portugal
| | - Eugeniu Strelet
- Department of Chemical Engineering, Univ Coimbra, CIEPQPF, Rua Sílvio Lima, Pólo II─Pinhal de Marrocos, 3030-790Coimbra, Portugal
| | - Joel Sansana
- Department of Chemical Engineering, Univ Coimbra, CIEPQPF, Rua Sílvio Lima, Pólo II─Pinhal de Marrocos, 3030-790Coimbra, Portugal
| | - Margarida J. Quina
- Department of Chemical Engineering, Univ Coimbra, CIEPQPF, Rua Sílvio Lima, Pólo II─Pinhal de Marrocos, 3030-790Coimbra, Portugal
| | - Licínio M. Gando-Ferreira
- Department of Chemical Engineering, Univ Coimbra, CIEPQPF, Rua Sílvio Lima, Pólo II─Pinhal de Marrocos, 3030-790Coimbra, Portugal
| | - Tiago J. Rato
- Department of Chemical Engineering, Univ Coimbra, CIEPQPF, Rua Sílvio Lima, Pólo II─Pinhal de Marrocos, 3030-790Coimbra, Portugal
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2
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Using source data to aid and build variational state-space autoencoders with sparse target data for process monitoring. Neural Netw 2022; 154:455-468. [DOI: 10.1016/j.neunet.2022.06.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2021] [Revised: 04/18/2022] [Accepted: 06/09/2022] [Indexed: 11/17/2022]
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3
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Chu F, Wang J, Wang Y, Chai G, Jia R, Wang F. Integrated operation optimization strategy for batch process based on process transfer model under disturbance. CAN J CHEM ENG 2022. [DOI: 10.1002/cjce.24362] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Fei Chu
- School of Information and Control Engineering, Underground Space Intelligent Control Engineering Research Center of the Ministry of Education China University of Mining and Technology Jiangsu China
- China University of Mining and Technology, Artificial Intelligence Research Institute Jiangsu China
| | - Jiachen Wang
- School of Information and Control Engineering, Underground Space Intelligent Control Engineering Research Center of the Ministry of Education China University of Mining and Technology Jiangsu China
| | - Yifeng Wang
- School of Information and Control Engineering, Underground Space Intelligent Control Engineering Research Center of the Ministry of Education China University of Mining and Technology Jiangsu China
| | - Guowei Chai
- School of Information and Control Engineering, Underground Space Intelligent Control Engineering Research Center of the Ministry of Education China University of Mining and Technology Jiangsu China
| | - Runda Jia
- College of Information Science and Engineering Northeastern University Shenyang 110819 China
| | - Fuli Wang
- College of Information Science and Engineering Northeastern University Shenyang 110819 China
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4
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Lee YS, Chen J. Augmenting deviation of faults from the normal using fault assistant Gaussian mixture prior variational autoencoder. J Taiwan Inst Chem Eng 2022. [DOI: 10.1016/j.jtice.2021.06.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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5
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Ruiz S, Sarabia LA, Sánchez MS, Ortiz MC. Handling Variables, via Inversion of Partial Least Squares Models for Class-Modelling, to Bring Defective Items to Non-Defective Ones. Front Chem 2021; 9:681958. [PMID: 34327191 PMCID: PMC8313983 DOI: 10.3389/fchem.2021.681958] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Accepted: 06/14/2021] [Indexed: 11/30/2022] Open
Abstract
In the context of binary class-modelling techniques, the paper presents the computation in the input space of linear boundaries of a class-model constructed with given values of sensitivity and specificity. This is done by inversion of a decision threshold, set with these values of sensitivity and specificity, in the probabilistic class-models computed by means of PLS-CM (Partial Least Squares for Class-Modelling). The characterization of the boundary hyperplanes, in the latent space (space spanned by the selected latent variables of the fitted PLS model) or in the input space, makes it possible to calculate directions that can be followed to move objects toward the class-model of interest. Different points computed along these directions will show how to modify the input variables (provided they can be manipulated) so that, eventually, a computed ‘object’ would be inside the class-model, in terms of the prediction with the PLS model. When the class of interest is that of “adequate” objects, as for example in some process control or product formulation, the proposed procedure helps in answering the question about how to modify the input variables so that a defective object would be inside the class-model of the adequate (non-defective) ones. This is the situation illustrated with some examples, taken from the literature when modelling the class of adequate objects.
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Affiliation(s)
- Santiago Ruiz
- Department Matemáticas y Computación, Facultad de Ciencias, Universidad de Burgos, Burgos, Spain
| | - Luis Antonio Sarabia
- Department Matemáticas y Computación, Facultad de Ciencias, Universidad de Burgos, Burgos, Spain
| | - María Sagrario Sánchez
- Department Matemáticas y Computación, Facultad de Ciencias, Universidad de Burgos, Burgos, Spain
| | - María Cruz Ortiz
- Department Química, Facultad de Ciencias, Universidad de Burgos, Burgos, Spain
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6
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Jia R, Zhang S, You F. Transfer learning for end-product quality prediction of batch processes using domain-adaption joint-Y PLS. Comput Chem Eng 2020. [DOI: 10.1016/j.compchemeng.2020.106943] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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7
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Reis MS, Kenett R. Assessing the value of information of data-centric activities in the chemical processing industry 4.0. AIChE J 2018. [DOI: 10.1002/aic.16203] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Marco S. Reis
- Dept. of Chemical Engineering, CIEPQPF; University of Coimbra, Rua Sílvio Lima; Coimbra 3030-790 Portugal
| | - Ron Kenett
- KPA Ltd. and Samuel Neaman Institute; Technion Israel
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8
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Luo L, Yao Y, Gao F. Bayesian improved model migration methodology for fast process modeling by incorporating prior information. Chem Eng Sci 2015. [DOI: 10.1016/j.ces.2015.04.045] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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9
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Luo L, Yao Y, Gao F. Cost-Effective Process Modeling and Optimization Methodology Assisted by Robust Migration Techniques. Ind Eng Chem Res 2015. [DOI: 10.1021/acs.iecr.5b00411] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Linkai Luo
- Department
of Chemical and Biomolecular Engineering, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong
| | - Yuan Yao
- Department
of Chemical Engineering, National Tsing Hua University, Hsinchu 30013, Taiwan
| | - Furong Gao
- Department
of Chemical and Biomolecular Engineering, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong
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Facco P, Dal Pastro F, Meneghetti N, Bezzo F, Barolo M. Bracketing the Design Space within the Knowledge Space in Pharmaceutical Product Development. Ind Eng Chem Res 2015. [DOI: 10.1021/acs.iecr.5b00863] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Pierantonio Facco
- CAPE-Lab—Computer-Aided
Process Engineering Laboratory, Department of Industrial Engineering, University of Padova, via Marzolo 9, 35131 Padova PD, Italy
| | - Filippo Dal Pastro
- CAPE-Lab—Computer-Aided
Process Engineering Laboratory, Department of Industrial Engineering, University of Padova, via Marzolo 9, 35131 Padova PD, Italy
| | - Natascia Meneghetti
- CAPE-Lab—Computer-Aided
Process Engineering Laboratory, Department of Industrial Engineering, University of Padova, via Marzolo 9, 35131 Padova PD, Italy
| | - Fabrizio Bezzo
- CAPE-Lab—Computer-Aided
Process Engineering Laboratory, Department of Industrial Engineering, University of Padova, via Marzolo 9, 35131 Padova PD, Italy
| | - Massimiliano Barolo
- CAPE-Lab—Computer-Aided
Process Engineering Laboratory, Department of Industrial Engineering, University of Padova, via Marzolo 9, 35131 Padova PD, Italy
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11
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Iterative improvement of parameter estimation for model migration by means of sequential experiments. Comput Chem Eng 2015. [DOI: 10.1016/j.compchemeng.2014.12.001] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
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12
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Alawi A, Zhang J, Morris J. Multiscale Multiblock Batch Monitoring: Sensor and Process Drift and Degradation. Org Process Res Dev 2014. [DOI: 10.1021/op400337x] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Affiliation(s)
- Ahmed Alawi
- School
of Chemical Engineering and Advanced Materials and ‡Centre for Process
Analytics and Control Technology, Newcastle University, Newcastle upon Tyne NE1 7RU, U.K
| | - Jie Zhang
- School
of Chemical Engineering and Advanced Materials and ‡Centre for Process
Analytics and Control Technology, Newcastle University, Newcastle upon Tyne NE1 7RU, U.K
| | - Julian Morris
- School
of Chemical Engineering and Advanced Materials and ‡Centre for Process
Analytics and Control Technology, Newcastle University, Newcastle upon Tyne NE1 7RU, U.K
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13
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Facco P, Largoni M, Tomba E, Bezzo F, Barolo M. Transfer of process monitoring models between plants: Batch systems. Chem Eng Res Des 2014. [DOI: 10.1016/j.cherd.2013.07.010] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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14
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Latent variable modeling to assist the implementation of Quality-by-Design paradigms in pharmaceutical development and manufacturing: A review. Int J Pharm 2013; 457:283-97. [DOI: 10.1016/j.ijpharm.2013.08.074] [Citation(s) in RCA: 70] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2013] [Revised: 08/27/2013] [Accepted: 08/28/2013] [Indexed: 11/19/2022]
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15
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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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16
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Facco P, Tomba E, Bezzo F, García-Muñoz S, Barolo M. Transfer of Process Monitoring Models between Different Plants Using Latent Variable Techniques. Ind Eng Chem Res 2012. [DOI: 10.1021/ie202974u] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Pierantonio Facco
- CAPE-Lab,
Computer-Aided Process
Engineering Laboratory, Dipartimento di Ingegneria Industriale, Università di Padova, via Marzolo 9 − 35131 Padova PD, Italy
| | - Emanuele Tomba
- 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
| | - Massimiliano Barolo
- CAPE-Lab,
Computer-Aided Process
Engineering Laboratory, Dipartimento di Ingegneria Industriale, Università di Padova, via Marzolo 9 − 35131 Padova PD, Italy
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17
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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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18
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Lu J, Yao K, Gao F. Process similarity and developing new process models through migration. AIChE J 2009. [DOI: 10.1002/aic.11822] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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19
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Lu J, Gao F. Model Migration with Inclusive Similarity for Development of a New Process Model. Ind Eng Chem Res 2008. [DOI: 10.1021/ie800595a] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Junde Lu
- Department of Chemical and Biomolecular Engineering, Hong Kong University of Science & Technology, Clear Water Bay, Kowloon, Hong Kong
| | - Furong Gao
- Department of Chemical and Biomolecular Engineering, Hong Kong University of Science & Technology, Clear Water Bay, Kowloon, Hong Kong
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20
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Affiliation(s)
- Junde Lu
- Department of Chemical Engineering, The Hong Kong University of Science & Technology, Clearwater Bay, Kowloon, Hong Kong
| | - Furong Gao
- Department of Chemical Engineering, The Hong Kong University of Science & Technology, Clearwater Bay, Kowloon, Hong Kong
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21
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Lakshminarayanan S, Tun K, Takada H. FROM DATABASE TO OPERATION DESIGN USING A MULTIPLE MODEL APPROACH. CHEM ENG COMMUN 2007. [DOI: 10.1080/00986440701707685] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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22
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Workman J, Creasy KE, Doherty S, Bond L, Koch M, Ullman A, Veltkamp DJ. Process analytical chemistry. Anal Chem 2001; 73:2705-18. [PMID: 11432699 DOI: 10.1021/ac010364p] [Citation(s) in RCA: 55] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- J Workman
- Analytical Science & Technology, Kimberly-Clark Corporation, Neenah, Wisconsin 54956, USA
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