메뉴 건너뛰기




Volumn 61, Issue 19, 2006, Pages 6372-6384

Inferential sensors for estimation of polymer quality parameters: Industrial application of a PLS-based soft sensor for a LDPE plant

Author keywords

Melt index; Multivariate statistical analysis; Polymerization; Soft sensor; Statistical model; Viscosity

Indexed keywords

FREE RADICAL POLYMERIZATION; LOW DENSITY POLYETHYLENES; MATHEMATICAL MODELS; PARAMETER ESTIMATION; SENSORS; VISCOSITY;

EID: 33746991704     PISSN: 00092509     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ces.2006.05.046     Document Type: Article
Times cited : (133)

References (47)
  • 1
    • 0025010309 scopus 로고
    • Use of neural nets for dynamical modeling and control of chemical process systems
    • Bhat N.V., and McAvoy T.J. Use of neural nets for dynamical modeling and control of chemical process systems. Computer and Chemical Engineering 14 (1990) 573-583
    • (1990) Computer and Chemical Engineering , vol.14 , pp. 573-583
    • Bhat, N.V.1    McAvoy, T.J.2
  • 2
    • 0025644985 scopus 로고
    • Melt flow index values and molecular weight distribution of commercial thermoplastics
    • Bremner T., and Rudin A. Melt flow index values and molecular weight distribution of commercial thermoplastics. Journal of Applied Polymer Science 41 (1990) 1617-1627
    • (1990) Journal of Applied Polymer Science , vol.41 , pp. 1617-1627
    • Bremner, T.1    Rudin, A.2
  • 3
    • 0027306884 scopus 로고
    • A kinetic model for olefin polymerization in high pressure autoclave reactors
    • Chan W.M., Gloor P.E., and Hamielec A.E. A kinetic model for olefin polymerization in high pressure autoclave reactors. A.I.Ch.E. Journal 39 1 (1993) 111-126
    • (1993) A.I.Ch.E. Journal , vol.39 , Issue.1 , pp. 111-126
    • Chan, W.M.1    Gloor, P.E.2    Hamielec, A.E.3
  • 4
    • 0028766863 scopus 로고
    • Use of neural network for modeling of olefin polymerization in high pressure tubular reactors
    • Chan W.M., and Nascimento C.A.O. Use of neural network for modeling of olefin polymerization in high pressure tubular reactors. Journal of Applied Polymer Science 53 (1994) 1277-1289
    • (1994) Journal of Applied Polymer Science , vol.53 , pp. 1277-1289
    • Chan, W.M.1    Nascimento, C.A.O.2
  • 6
    • 33747002829 scopus 로고    scopus 로고
    • Dayal, B.S., 1996. Ph.D. Thesis, McMaster University, Hamilton, Ontario.
  • 8
    • 0031168001 scopus 로고    scopus 로고
    • Recursive exponentially weighted PLS and its applications to adaptive control and prediction
    • Dayal B.S., and MacGregor J.F. Recursive exponentially weighted PLS and its applications to adaptive control and prediction. Journal of Process Control 7 3 (1997) 169-179
    • (1997) Journal of Process Control , vol.7 , Issue.3 , pp. 169-179
    • Dayal, B.S.1    MacGregor, J.F.2
  • 9
    • 0033897869 scopus 로고    scopus 로고
    • Di Ruscio, D., 2000. A weighted view on the partial least-squares algorithm. Automatica (36), 831-850.
  • 10
    • 0036981048 scopus 로고    scopus 로고
    • Multivariate SPC for startup and grade transitions
    • Duchesne C., Kourti T., and MacGregor J.F. Multivariate SPC for startup and grade transitions. A.I.Ch.E. Journal 48 11 (2002) 2810-2901
    • (2002) A.I.Ch.E. Journal , vol.48 , Issue.11 , pp. 2810-2901
    • Duchesne, C.1    Kourti, T.2    MacGregor, J.F.3
  • 11
    • 11144325691 scopus 로고
    • Partial least square regression: a tutorial
    • Geladi P., and Kowalski B.R. Partial least square regression: a tutorial. Anlyitica Chimica Acta 185 (1986) 1-17
    • (1986) Anlyitica Chimica Acta , vol.185 , pp. 1-17
    • Geladi, P.1    Kowalski, B.R.2
  • 12
    • 33746943342 scopus 로고    scopus 로고
    • Georgakis, C., Marini, L., 1982. The effect of mixing on steady state and stability characteristics of low density polyethylene vessel reactors. ACS Symposium Series, vol. 196, Chemical Reaction Engineering, Boston, pp. 591-602.
  • 13
    • 33747021577 scopus 로고    scopus 로고
    • Han, Z., 2005. Multivariate process monitoring and modeling. Ph.D. Thesis, University of Alberta.
  • 15
    • 0346280164 scopus 로고    scopus 로고
    • Industrial process monitoring of polymerization and spray drying processes
    • Hergeth W.D., Jaeckle C., and Krell M. Industrial process monitoring of polymerization and spray drying processes. Polymer Reaction Engineering 11 4 (2003) 663-714
    • (2003) Polymer Reaction Engineering , vol.11 , Issue.4 , pp. 663-714
    • Hergeth, W.D.1    Jaeckle, C.2    Krell, M.3
  • 16
    • 33746980362 scopus 로고    scopus 로고
    • Hoskuldson, A., 1988. PLS regression methods. Journal of Chemometrics (2), 211-228.
  • 17
    • 0032069959 scopus 로고    scopus 로고
    • Product design through multivariate statistical analysis of process data
    • Jaeckle C.M., and MacGregor J.F. Product design through multivariate statistical analysis of process data. A.I.Ch.E. Journal 44 5 (1998) 1105-1118
    • (1998) A.I.Ch.E. Journal , vol.44 , Issue.5 , pp. 1105-1118
    • Jaeckle, C.M.1    MacGregor, J.F.2
  • 18
    • 0034642951 scopus 로고    scopus 로고
    • Industrial applications of product design through the inversion of latent variable models
    • Jaeckle C.M., and MacGregor J.F. Industrial applications of product design through the inversion of latent variable models. Chemometrics and Intelligent Laboratory Systems 50 (2000) 199-210
    • (2000) Chemometrics and Intelligent Laboratory Systems , vol.50 , pp. 199-210
    • Jaeckle, C.M.1    MacGregor, J.F.2
  • 19
    • 0030148557 scopus 로고    scopus 로고
    • Polymerization reactor modeling: a review of recent developments and future directions
    • Kiparissides C. Polymerization reactor modeling: a review of recent developments and future directions. Chemical Engineering Science 51 10 (1996) 1637-1659
    • (1996) Chemical Engineering Science , vol.51 , Issue.10 , pp. 1637-1659
    • Kiparissides, C.1
  • 20
    • 33747029523 scopus 로고    scopus 로고
    • Kiparissides, C., 2004. Challenges in polymerization reactor modeling and optimization: a population balance perspective. IFAC: DYCOPS meeting. Cambridge, MA, USA.
  • 21
    • 33747026329 scopus 로고    scopus 로고
    • Kiparissides, C., Chatzi, E.G., Kammona, O., 1998. Recent hardware sensors developments for monitoring polymerization reactions, DYCOPS-5, 72-79.
  • 23
    • 0029703047 scopus 로고    scopus 로고
    • Experiences with industrial applications of projection methods for multivariate statistical process control
    • Kourti T., Lee J., and MacGregor J.F. Experiences with industrial applications of projection methods for multivariate statistical process control. Computers and Chemical Engineering 20 Suppl (1996) s745-s750
    • (1996) Computers and Chemical Engineering , vol.20 , Issue.SUPPL
    • Kourti, T.1    Lee, J.2    MacGregor, J.F.3
  • 24
    • 33746994171 scopus 로고    scopus 로고
    • Krevelen, D.W.V., 1997. Properties of Polymer: Their Correlation with Chemical Structure, Their Numerical Estimation and Prediction From Additive Group Contributions, third ed., Elsevier, Amsterdam, New York, pp. 71-107.
  • 26
    • 33746982648 scopus 로고    scopus 로고
    • Lakshminarayanan, S., Patwardhan, R.S., Shah, S.L., Nandakumar, K., 1997a. A Dynamic PLS Framework for Constrained Model Predictive Control. IFAC, ADCHEM Meeting, Banff, Alberta, Canada.
  • 27
    • 0031234736 scopus 로고    scopus 로고
    • Lakshminarayanan, S., Shah, S.L., Nandakumar, K., 1997b. Modeling and control of multivariable processes: the dynamic projection to latent structures approach. A.I.Ch.E. Journal (43), 2307-2323.
  • 30
    • 0032657437 scopus 로고    scopus 로고
    • Manufacturing performance enhancement through multivariate statistical process control
    • Martin E.B., Morris A.J., and Kiparissides C. Manufacturing performance enhancement through multivariate statistical process control. Annual Reviews in Control 23 (1999) 35-44
    • (1999) Annual Reviews in Control , vol.23 , pp. 35-44
    • Martin, E.B.1    Morris, A.J.2    Kiparissides, C.3
  • 31
    • 0026169941 scopus 로고
    • Online inference of polymer properties in an industrial polyethylene reactor
    • McAuley K.B., and MacGregor J.F. Online inference of polymer properties in an industrial polyethylene reactor. A.I.Ch.E. Journal 37 6 (1991) 825-835
    • (1991) A.I.Ch.E. Journal , vol.37 , Issue.6 , pp. 825-835
    • McAuley, K.B.1    MacGregor, J.F.2
  • 32
    • 0025448958 scopus 로고
    • A kinetic model for industrial gas phase ethylene copolymerization
    • McAuley K.B., Macgregor J.F., and Hamielec A.E. A kinetic model for industrial gas phase ethylene copolymerization. A.I.Ch.E. Journal 36 6 (1990) 837-850
    • (1990) A.I.Ch.E. Journal , vol.36 , Issue.6 , pp. 837-850
    • McAuley, K.B.1    Macgregor, J.F.2    Hamielec, A.E.3
  • 33
    • 3242731248 scopus 로고    scopus 로고
    • An industrial perspective on implementing online applications of multivariate statistics
    • Miletic I., Quinn S., Dudzic M., Vaculic V., and Champagne M. An industrial perspective on implementing online applications of multivariate statistics. Journal of Process Control 14 (2004) 821-836
    • (2004) Journal of Process Control , vol.14 , pp. 821-836
    • Miletic, I.1    Quinn, S.2    Dudzic, M.3    Vaculic, V.4    Champagne, M.5
  • 35
    • 0033079980 scopus 로고    scopus 로고
    • Quality inferential control of an industrial high density polyethylene process
    • Ogawa M., Oshima M., Morinaga K., and Watanabe F. Quality inferential control of an industrial high density polyethylene process. Journal of Process Control 9 1 (1999) 51-59
    • (1999) Journal of Process Control , vol.9 , Issue.1 , pp. 51-59
    • Ogawa, M.1    Oshima, M.2    Morinaga, K.3    Watanabe, F.4
  • 36
    • 0033874542 scopus 로고    scopus 로고
    • Quality control of polymer production processes
    • Ohshima M., and Tanigaki M. Quality control of polymer production processes. Journal of Process Control 10 (2000) 135-148
    • (2000) Journal of Process Control , vol.10 , pp. 135-148
    • Ohshima, M.1    Tanigaki, M.2
  • 37
    • 33746958005 scopus 로고    scopus 로고
    • Ohshima, M., Koulouris, A., Tomita, S., Stephanopolous, G., 1995. Wave-net based online quality inference system for polymerization processes. DYCORD, Copenhagen, Denmark, pp. 275-280.
  • 38
    • 33746957003 scopus 로고    scopus 로고
    • Qin, S.J., 1993. A recursive PLS algorithm for system identification. A.I.Ch.E. Annual Meeting, November 7-12, St. Louis.
  • 39
    • 0032044750 scopus 로고    scopus 로고
    • Recursive PLS algorithm for adaptive data modeling
    • Qin S.J. Recursive PLS algorithm for adaptive data modeling. Computers and Chemical Engineering 20 4/5 (1998) 503-514
    • (1998) Computers and Chemical Engineering , vol.20 , Issue.4-5 , pp. 503-514
    • Qin, S.J.1
  • 41
    • 0037114379 scopus 로고    scopus 로고
    • Neural virtual sensor for the inferential prediction of product quality from process variables
    • Rallo R., Ferre-Gine J., and Arenas A. Neural virtual sensor for the inferential prediction of product quality from process variables. Computer and Chemical Engineering 26 12 (2002) 1735-1754
    • (2002) Computer and Chemical Engineering , vol.26 , Issue.12 , pp. 1735-1754
    • Rallo, R.1    Ferre-Gine, J.2    Arenas, A.3
  • 42
    • 0034661254 scopus 로고    scopus 로고
    • Modeling, simulation and nonlinear control of a gas-phase polymerization process
    • Sato C., Ohtani T., and Nishitani H. Modeling, simulation and nonlinear control of a gas-phase polymerization process. Computers and Chemical Engineering 24 2-7 (2000) 945-951
    • (2000) Computers and Chemical Engineering , vol.24 , Issue.2-7 , pp. 945-951
    • Sato, C.1    Ohtani, T.2    Nishitani, H.3
  • 45
    • 33746972881 scopus 로고    scopus 로고
    • Wise, B.M., Veltkamp, D.J., Ricker, N.L., Kowalski, B.R., Barnes, S.M., Arakali, V., 1991. Application of multivariate statistical process control (MSPC) to the west valley slurry fed ceramic melter process. Waste Management '91 Proceedings, Tuscon, AZ.
  • 46
    • 0000433948 scopus 로고
    • A kinetic model for olefin polymerization in high pressure tubular reactors: a review and update
    • Zabisky R.C.M., Chan W.M., Gloor P.E., and Hamielec A.E. A kinetic model for olefin polymerization in high pressure tubular reactors: a review and update. Polymer 33 (1992) 2243
    • (1992) Polymer , vol.33 , pp. 2243
    • Zabisky, R.C.M.1    Chan, W.M.2    Gloor, P.E.3    Hamielec, A.E.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.