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Volumn 7, Issue 2, 2011, Pages 371-377

Robust data-driven modeling approach for real-time final product quality prediction in batch process operation

Author keywords

Batch process; inferential model; outliers; partial least squares (PLS); product quality prediction

Indexed keywords

BATCH PROCESS; INFERENTIAL MODEL; OUTLIERS; PARTIAL LEAST SQUARES (PLS); PRODUCT QUALITY PREDICTION;

EID: 79955839741     PISSN: 15513203     EISSN: None     Source Type: Journal    
DOI: 10.1109/TII.2010.2103401     Document Type: Article
Times cited : (103)

References (13)
  • 1
    • 0031117784 scopus 로고    scopus 로고
    • Product quality control in semibatch reactors using midcourse correction policies
    • Y. Yabuki and J. F. MacGrego, "Product quality control in semibatch reactors using midcourse correction policies," Ind. Eng. Chem. Res., vol. 36, no. 4, pp. 1268-1275, 1997. (Pubitemid 127493651)
    • (1997) Industrial and Engineering Chemistry Research , vol.36 , Issue.4 , pp. 1268-1275
    • Yabuki, Y.1    MacGregor, J.F.2
  • 2
    • 0032215869 scopus 로고    scopus 로고
    • Control of product quality for batch nylon 6,6 autoclaves
    • PII S0009250998001481
    • S. A. Russell, D. G. Robertson, J. H. Lee, and B. A. Ogunnaike, "Control of product quality for batch nylon 6, 6 autoclaves," Chem. Eng. Sci., vol. 53, no. 21, pp. 3685-3702, 1998. (Pubitemid 29118411)
    • (1998) Chemical Engineering Science , vol.53 , Issue.21 , pp. 3685-3702
    • Russell, S.A.1    Robertson, D.G.2    Lee, J.H.3    Ogunnaike, B.A.4
  • 3
    • 0033882106 scopus 로고    scopus 로고
    • Partial least squares (PLS) based monitoring and control of batch digesters
    • DOI 10.1016/S0959-1524(99)00028-1
    • P. Kesavan, J. H. Lee, V. Saucedo, and G. A. Kishnagopalan, "PLS based monitoring and control of batch digesters," J. Process Control, vol. 10, no. 2-3, pp. 229-236, 2000. (Pubitemid 30556721)
    • (2000) Journal of Process Control , vol.10 , Issue.2 , pp. 229-236
    • Kesavan, P.1    Lee, J.H.2    Saucedo, V.3    Krishnagopalan, G.A.4
  • 4
    • 0037999896 scopus 로고    scopus 로고
    • Within-batch and batch-to-batch inferential-adaptive control of semibatch reactors: A partial least squares approach
    • J. Flores-Cerrillo and J. F. MacGregor, "Within-batch and batch-to-batch inferential-adaptive control of semibatch reactors: A partial least squares approach," Ind. Eng. Chem. Res., vol. 42, no. 14, pp. 3334-3345, 2003. (Pubitemid 36830480)
    • (2003) Industrial and Engineering Chemistry Research , vol.42 , Issue.14 , pp. 3334-3345
    • Flores-Cerrillo, J.1    MacGregor, J.F.2
  • 5
    • 64149095591 scopus 로고    scopus 로고
    • Multi-model based real-time final product quality control strategy for batch processes
    • D.Wang and R. Srinivasan, "Multi-model based real-time final product quality control strategy for batch processes," Comp. Chem. Eng., vol. 33, pp. 992-1003, 2009.
    • (2009) Comp. Chem. Eng. , vol.33 , pp. 992-1003
    • Wang, D.1    Srinivasan, R.2
  • 6
    • 30144433168 scopus 로고    scopus 로고
    • The impact of missing measurements on PCA and PLS prediction and monitoring applications
    • DOI 10.1016/j.chemolab.2005.04.006, PII S0169743905000675
    • P. R. C. Nelson, J. F. MacGregor, and P. A. Taylor, "The impact of missing measurements on PCA and PLS prediction and monitoring applications," Chemom. Intell. Lab. Syst., vol. 80, no. 1, pp. 1-12, 2006. (Pubitemid 43052335)
    • (2006) Chemometrics and Intelligent Laboratory Systems , vol.80 , Issue.1 , pp. 1-12
    • Nelson, P.R.C.1    MacGregor, J.F.2    Taylor, P.A.3
  • 8
    • 0029357005 scopus 로고
    • Analysis, monitoring and fault diagnosis of batch processes using multiblock and multiway PLS
    • Aug.
    • T. Kourti, P. Nomikos, and J. F. MacGregor, "Analysis, monitoring and fault diagnosis of batch processes using multiblock and multiway PLS," J. Process Control, vol. 5, no. 4, pp. 277-284, Aug. 1995.
    • (1995) J. Process Control , vol.5 , Issue.4 , pp. 277-284
    • Kourti, T.1    Nomikos, P.2    MacGregor, J.F.3
  • 9
    • 71849097402 scopus 로고    scopus 로고
    • Chemometrics in process analytical chemistry
    • K. A. Bakeev, Ed. Oxford, U.K.: Blackwell, ch. 8
    • C. E. Miller, "Chemometrics in Process Analytical Chemistry," in Process Analytical Technology, K. A. Bakeev, Ed. Oxford, U.K.: Blackwell, 2005, ch. 8.
    • (2005) Process Analytical Technology
    • Miller, C.E.1
  • 11
    • 79955794454 scopus 로고    scopus 로고
    • [Online]. Available: http://www.psenterprise.com/
  • 12
    • 0028282294 scopus 로고
    • Deterministic and stochastic simulation of batch/semicontinuous processes
    • R. VonWatzdorf, U. G. Naef, P. I. Barton, and C. C. Pantelides, "Deterministic and stochastic simulation of batch/semicontinuous processes," Comp. Chem. Eng., vol. 18 (supplement), pp. 343-347, 1994.
    • (1994) Comp. Chem. Eng. , vol.18 , Issue.SUPPL. , pp. 343-347
    • Vonwatzdorf, R.1    Naef, U.G.2    Barton, P.I.3    Pantelides, C.C.4
  • 13
    • 76849100172 scopus 로고    scopus 로고
    • Decentralized fault diagnosis of large-scale processes using multiblock kernel partial least squares
    • Feb.
    • Y. Zhang, H. Zhou, S. J. Qin, and T. Chai, "Decentralized fault diagnosis of large-scale processes using multiblock kernel partial least squares," IEEE Trans Ind. Informat., vol. 6, no. 1, pp. 3-10, Feb. 2010.
    • (2010) IEEE Trans Ind. Informat. , vol.6 , Issue.1 , pp. 3-10
    • Zhang, Y.1    Zhou, H.2    Qin, S.J.3    Chai, T.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.