A soft sensor for the Bayer process
Tóm tắt
A soft sensor for measuring product quality in the Bayer process has been developed. The soft sensor uses a combination of historical process data recorded from online sensors and laboratory measurements to predict a key quality indicator, namely particle strength. Stepwise linear regression is used to select the relevant variables from a large dataset composed of monitored properties and laboratory data. The developed sensor is employed successfully by RUSAL Aughinish Alumina Ltd to predict product strength five days into the future with R-squared equal to 0.75 and to capture deviations from standard operating conditions.
Tài liệu tham khảo
citation_journal_title=Comput Chem Eng; citation_title=Data-driven soft sensors in the process industry; citation_author=P Kadlec, B Gabrys, S Strandt; citation_volume=33; citation_publication_date=2009; citation_pages=795-814; citation_doi=10.1016/j.compchemeng.2008.12.012; citation_id=CR1
citation_journal_title=Comput Chem Eng; citation_title=A systematic approach for soft sensor development; citation_author=B Lin, B Reck, JKH Knudsen, SB Jørgensen; citation_volume=31; citation_publication_date=2007; citation_pages=419-425; citation_doi=10.1016/j.compchemeng.2006.05.030; citation_id=CR2
citation_journal_title=Braz J Chem Eng; citation_title=Soft sensors with white- and black-box approaches for a wastewater treatment process; citation_author=D Zyngier, OQF Araújo, EL Lima; citation_volume=17; citation_issue=4-7; citation_publication_date=2000; citation_pages=433-440; citation_doi=10.1590/S0104-66322000000400008; citation_id=CR3
citation_journal_title=J Process Control; citation_title=Recursive exponentially weighted PLS and its applications to adaptive control and prediction; citation_author=BS Dayal, JF MacGregor; citation_volume=7; citation_issue=3; citation_publication_date=1997; citation_pages=169-179; citation_doi=10.1016/S0959-1524(97)80001-7; citation_id=CR4
citation_journal_title=Comput Chem Eng; citation_title=ANN-based soft-sensor for real time process monitoring and control of an industrial polymerization process; citation_author=JCB Gonzaga, LAC Meleiro, C Kiang, RM Filho; citation_volume=33; citation_publication_date=2009; citation_pages=43-49; citation_doi=10.1016/j.compchemeng.2008.05.019; citation_id=CR5
citation_journal_title=Comput Chem Eng; citation_title=Soft sensing modeling based on support vector machine and Bayesian model selection; citation_author=W Yan, H Shao, X Wang; citation_volume=28; citation_publication_date=2003; citation_pages=1489-1498; citation_doi=10.1016/j.compchemeng.2003.11.004; citation_id=CR6
citation_journal_title=J Process Control; citation_title=Optimal selection of soft sensor inputs for batch distillation columns using principal component analysis; citation_author=E Zamprogna, M Barolo, DE Seborg; citation_volume=15; citation_publication_date=2005; citation_pages=39-52; citation_doi=10.1016/j.jprocont.2004.04.006; citation_id=CR7
citation_journal_title=Powder Technol; citation_title=Particle size distribution soft-sensor for a grinding circuit; citation_author=A Casali, G Gonzalez, F Torres, G Vallebuona, L Castelli, P Gimenez; citation_volume=99; citation_issue=1; citation_publication_date=1998; citation_pages=15-21; citation_doi=10.1016/S0032-5910(98)00084-9; citation_id=CR8
citation_journal_title=Ind Eng Chem Res; citation_title=Combined quadrature method of moments and method of characteristics approach for efficient solution of population balance models for dynamic modeling and crystal size distribution control of crystallization processes; citation_author=E Aamir, ZK Nagy, CD Rielly, T Kleinert, B Judat; citation_volume=48; citation_issue=18; citation_publication_date=2009; citation_pages=8575-8584; citation_doi=10.1021/ie900430t; citation_id=CR9
citation_journal_title=Sep Purif Technol; citation_title=Multiscale modeling, simulation and validation of batch cooling crystallization; citation_author=A Abbas, J Romagnoli; citation_volume=53; citation_issue=2; citation_publication_date=2007; citation_pages=153-163; citation_doi=10.1016/j.seppur.2006.06.027; citation_id=CR10
citation_journal_title=Control Eng Pract; citation_title=Soft-sensor for industrial sugar crystallization: on-line mass of crystals, concentration and purity measurement; citation_author=C Damour, M Benne, B Grondin-Perez, JP Chabriat; citation_volume=18; citation_issue=8; citation_publication_date=2010; citation_pages=839-844; citation_doi=10.1016/j.conengprac.2010.03.005; citation_id=CR11
citation_journal_title=J Process Control; citation_title=Online dual updating with recursive PLS model and its application in predicting crystal size of purified terephthalic acid (PTA) process; citation_author=S Mu, Y Zeng, R Liu, P Wu, H Su, J Chu; citation_volume=16; citation_issue=6; citation_publication_date=2006; citation_pages=557-566; citation_doi=10.1016/j.jprocont.2005.11.004; citation_id=CR12
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