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Qi C, Li J, Li H. An attention transfer entropy based causality analysis with applications in rooting short-term disturbances for chemical processes. ISA TRANSACTIONS 2023; 136:284-296. [PMID: 36400575 DOI: 10.1016/j.isatra.2022.10.023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 09/26/2022] [Accepted: 10/22/2022] [Indexed: 05/16/2023]
Abstract
The transfer entropy (TE) based causality analysis is able to provide a typical solution for fault rooting of industrial processes. However, short-term disturbances that occur during nominal operations of chemical processes are usually neglected because of the fixed time window of TE for global data distributions. Inspired by the selective attention idea, we propose attention transfer entropy (ATE) that helps to locate prominent targets. Concerning temporal features of industrial time series, prior knowledge is employed for constructing an interpretable model. We verify the reliability and effectiveness of the method with coal gasification process data. Additionally, the algorithm is compared to conventional causality analysis methods, proving that ATE enjoys excellent performances in rooting short-term disturbances with lower calculation burden.
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Affiliation(s)
- Chu Qi
- College of Information Science and Technology, Beijing University of Chemical Technology, Beijing 100029, China
| | - Jince Li
- College of Information Science and Technology, Beijing University of Chemical Technology, Beijing 100029, China
| | - Hongguang Li
- College of Information Science and Technology, Beijing University of Chemical Technology, Beijing 100029, China.
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2
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Wu X, Hou Y, Zhang K. Optimal control approach for nonlinear chemical processes with uncertainty and application to a continuous stirred-tank reactor problem. ARAB J CHEM 2022. [DOI: 10.1016/j.arabjc.2022.104257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
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3
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Ji N, Gu X. Integration of scheduling and control for the no-wait batch process: A decomposition method. Chem Eng Sci 2022. [DOI: 10.1016/j.ces.2022.117939] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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4
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Two-tier control structure design methodology applied to heat exchanger networks. Chin J Chem Eng 2022. [DOI: 10.1016/j.cjche.2021.08.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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5
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Andrés‐Martínez O, Ricardez‐Sandoval LA. Integration of planning, scheduling, and control: A review and new perspectives. CAN J CHEM ENG 2022. [DOI: 10.1002/cjce.24501] [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]
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6
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Rodríguez Vera HU, Ricardez-Sandoval LA. Integration of Scheduling and Control for Chemical Batch Plants under Stochastic Uncertainty: A Back-Off Approach. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.1c04386] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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7
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de Carvalho RF, Alvarez LA. Simultaneous Process Design and Control of the Williams–Otto Reactor Using Infinite Horizon Model Predictive Control. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.0c01953] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Romero F. de Carvalho
- School of Chemical Engineering, University of Campinas, UNICAMP, 13083-852, Campinas-SP, Brazil
| | - Luz A. Alvarez
- School of Chemical Engineering, University of Campinas, UNICAMP, 13083-852, Campinas-SP, Brazil
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8
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A Lagrangean decomposition optimization approach for long-term planning, scheduling and control. Comput Chem Eng 2020. [DOI: 10.1016/j.compchemeng.2019.106713] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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9
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Rafiei M, Ricardez‐Sandoval LA. A trust‐region framework for integration of design and control. AIChE J 2020. [DOI: 10.1002/aic.16922] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Mina Rafiei
- Department of Chemical EngineeringUniversity of Waterloo Waterloo Canada
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10
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Rafiei M, Ricardez-Sandoval LA. New frontiers, challenges, and opportunities in integration of design and control for enterprise-wide sustainability. Comput Chem Eng 2020. [DOI: 10.1016/j.compchemeng.2019.106610] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
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11
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Valdez-Navarro YI, Ricardez-Sandoval LA. A Novel Back-off Algorithm for Integration of Scheduling and Control of Batch Processes under Uncertainty. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b04963] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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12
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López-Bautista AO, Flores-Tlacuahuac A, Nigam K. Optimal Start-up Policies for a Nanofluid-Based Solar Thermal Power Plant. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b03217] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
| | | | - K.D.P. Nigam
- School of Engineering and Science, Tecnologico de Monterrey, Monterrey, Nuevo Leon 64849, Mexico
- Department of Chemical Engineering, Indian Institute of Technology, Delhi 600036, India
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13
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Towards the Grand Unification of Process Design, Scheduling, and Control—Utopia or Reality? Processes (Basel) 2019. [DOI: 10.3390/pr7070461] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
As a founder of the Process Systems Engineering (PSE) discipline, Professor Roger W.H. Sargent had set ambitious goals for a systematic new generation of a process design paradigm based on optimization techniques with the consideration of future uncertainties and operational decisions. In this paper, we present a historical perspective on the milestones in model-based design optimization techniques and the developed tools to solve the resulting complex problems. We examine the progress spanning more than five decades, from the early flexibility analysis and optimal process design under uncertainty to more recent developments on the simultaneous consideration of process design, scheduling, and control. This formidable target towards the grand unification poses unique challenges due to multiple time scales and conflicting objectives. Here, we review the recent progress and propose future research directions.
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Gu S, Liu L, Zhang L, Bai Y, Du J. Optimization-Based Framework for Designing Dynamic Flexible Heat Exchanger Networks. Ind Eng Chem Res 2018. [DOI: 10.1021/acs.iecr.8b04121] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Siwen Gu
- Institute of Chemical Process Systems Engineering, School of Chemical Engineering, Dalian University of Technology, Dalian, 116024, Liaoning China
| | - Linlin Liu
- Institute of Chemical Process Systems Engineering, School of Chemical Engineering, Dalian University of Technology, Dalian, 116024, Liaoning China
| | - Lei Zhang
- Institute of Chemical Process Systems Engineering, School of Chemical Engineering, Dalian University of Technology, Dalian, 116024, Liaoning China
| | - Yiyuan Bai
- Institute of Chemical Process Systems Engineering, School of Chemical Engineering, Dalian University of Technology, Dalian, 116024, Liaoning China
| | - Jian Du
- Institute of Chemical Process Systems Engineering, School of Chemical Engineering, Dalian University of Technology, Dalian, 116024, Liaoning China
- State Key Laboratory of Fine Chemicals, Dalian University of Technology, Dalian, 116024, Liaoning China
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15
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A multi-objective robust optimization scheme for reducing optimization performance deterioration caused by fluctuation of decision parameters in chemical processes. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2018.08.037] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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16
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Wu X, Lin J, Zhang K, Cheng M. A switched dynamical system approach towards the optimal control of chemical processes based on a gradient-based parallel optimization algorithm. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2018.08.007] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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17
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Beal LD, Petersen D, Grimsman D, Warnick S, Hedengren JD. Integrated scheduling and control in discrete-time with dynamic parameters and constraints. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2018.04.010] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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18
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Flores‐Tlacuahuac A, Gutiérrez‐Limón MA. A multi‐scenario nonlinear model predictive control approach for robust product transitions. CAN J CHEM ENG 2018. [DOI: 10.1002/cjce.23200] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Antonio Flores‐Tlacuahuac
- Escuela de Ingenieria y Ciencias Tecnológico de Monterrey, Campus Monterrey Ave. Eugenio Garza Sada 2501 Monterrey, N. L., 64849, México
| | - Miguel Angel Gutiérrez‐Limón
- Departamento de Energía Universidad Autónoma Metropolitana‐Azcapotzalco Av. San Pablo 180, C.P. 02200 México, DF Mexico
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Rafiei M, Ricardez-Sandoval LA. Stochastic Back-Off Approach for Integration of Design and Control Under Uncertainty. Ind Eng Chem Res 2018. [DOI: 10.1021/acs.iecr.7b03935] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Mina Rafiei
- Department of Chemical Engineering, University of Waterloo, N2L 3G1 Waterloo, Canada
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20
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Burnak B, Katz J, Diangelakis NA, Pistikopoulos EN. Simultaneous Process Scheduling and Control: A Multiparametric Programming-Based Approach. Ind Eng Chem Res 2018. [DOI: 10.1021/acs.iecr.7b04457] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Baris Burnak
- Artie McFerrin Department of Chemical Engineering, Texas A&M University, College Station, Texas 77845, United States
- Texas A&M Energy Institute, Texas A&M University, College Station, Texas 77845, United States
| | - Justin Katz
- Artie McFerrin Department of Chemical Engineering, Texas A&M University, College Station, Texas 77845, United States
- Texas A&M Energy Institute, Texas A&M University, College Station, Texas 77845, United States
| | - Nikolaos A. Diangelakis
- Artie McFerrin Department of Chemical Engineering, Texas A&M University, College Station, Texas 77845, United States
- Texas A&M Energy Institute, Texas A&M University, College Station, Texas 77845, United States
| | - Efstratios N. Pistikopoulos
- Artie McFerrin Department of Chemical Engineering, Texas A&M University, College Station, Texas 77845, United States
- Texas A&M Energy Institute, Texas A&M University, College Station, Texas 77845, United States
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21
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Koller RW, Ricardez‐Sandoval LA, Biegler LT. Stochastic back‐off algorithm for simultaneous design, control, and scheduling of multiproduct systems under uncertainty. AIChE J 2018. [DOI: 10.1002/aic.16092] [Citation(s) in RCA: 52] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Affiliation(s)
- Robert W. Koller
- Dept. of Chemical EngineeringUniversity of WaterlooWaterloo ON N2L 3G1 Canada
| | | | - Lorenz T. Biegler
- Dept. of Chemical EngineeringCarnegie Mellon UniversityPittsburgh PA 15213
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22
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Combined Noncyclic Scheduling and Advanced Control for Continuous Chemical Processes. Processes (Basel) 2017. [DOI: 10.3390/pr5040083] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
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23
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Economic Benefit from Progressive Integration of Scheduling and Control for Continuous Chemical Processes. Processes (Basel) 2017. [DOI: 10.3390/pr5040084] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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