메뉴 건너뛰기




Volumn 18, Issue 2, 2010, Pages 258-264

On-line estimation in fed-batch fermentation process using state space model and unscented kalman filter

Author keywords

on line estimation; particle swarm optimization; simplified mechanistic model; support vector machine; unscented Kalman filter

Indexed keywords

BIOLOGICAL VARIABLES; FED-BATCH FERMENTATION; FERMENTATION PROCESS; FERMENTATION SYSTEMS; IMPROVED ALGORITHM; MEASUREMENT MODEL; MECHANISTIC MODELS; NONLINEAR MEASUREMENT; NOVEL STRATEGIES; ON-LINE ESTIMATION; OPTIMAL CONTROLS; PARAMETER IDENTIFICATION; SIMPLIFIED MECHANISTIC MODEL; SIMULATION EXPERIMENTS; STATE SPACE MODEL; UNSCENTED KALMAN FILTER;

EID: 77955193344     PISSN: 10049541     EISSN: None     Source Type: Journal    
DOI: 10.1016/S1004-9541(08)60351-1     Document Type: Article
Times cited : (40)

References (19)
  • 1
    • 2542508565 scopus 로고    scopus 로고
    • Software sensors in bioprocess engineering
    • A. Cheruy "Software sensors in bioprocess engineering" J. Biotechnol. 52 3 1997 193 199
    • (1997) J. Biotechnol. , vol.52 , Issue.3 , pp. 193-199
    • Cheruy, A.1
  • 2
    • 0142059017 scopus 로고    scopus 로고
    • Bioreactor state estimation and control
    • C. Komives, R.S. Parker "Bioreactor state estimation and control" Curr. Opin. Biotech. 14 5 2003 468 474
    • (2003) Curr. Opin. Biotech. , vol.14 , Issue.5 , pp. 468-474
    • Komives, C.1    Parker, R.S.2
  • 3
    • 0022736565 scopus 로고
    • Growth of Saccharomyces cerevisiae is controlled by its limited respiratory capacity: Formulation and verification of a hypothesis
    • B. Sonnleitnert, O. Kappeli "Growth of Saccharomyces cerevisiae is controlled by its limited respiratory capacity: Formulation and verification of a hypothesis" Biotechnol. Bioeng. 28 6 1986 927 937
    • (1986) Biotechnol. Bioeng. , vol.28 , Issue.6 , pp. 927-937
    • Sonnleitnert, B.1    Kappeli, O.2
  • 4
    • 0037022983 scopus 로고    scopus 로고
    • A morphologically structured model for penicillin production
    • G. Birol, C. Undey, S.J. Parulekar, A. Cinar "A morphologically structured model for penicillin production" Biotechnol. Bioeng. 77 5 2002 538 552
    • (2002) Biotechnol. Bioeng. , vol.77 , Issue.5 , pp. 538-552
    • Birol, G.1    Undey, C.2    Parulekar, S.J.3    Cinar, A.4
  • 5
    • 0141830951 scopus 로고    scopus 로고
    • State and parameter estimation in chemical and biochemical processes: A tutorial
    • D. Dochain "State and parameter estimation in chemical and biochemical processes: A tutorial" J. Process Contr. 13 8 2003 801 818
    • (2003) J. Process Contr. , vol.13 , Issue.8 , pp. 801-818
    • Dochain, D.1
  • 7
    • 27444433806 scopus 로고    scopus 로고
    • Soft-sensor development for fed-batch bioreactors using support vector regression
    • K. Desai, Y. Badhe, S.S. Tambe, B.D. Kulkarni "Soft-sensor development for fed-batch bioreactors using support vector regression" Biochem. Eng. J. 27 3 2006 225 239
    • (2006) Biochem. Eng. J. , vol.27 , Issue.3 , pp. 225-239
    • Desai, K.1    Badhe, Y.2    Tambe, S.S.3    Kulkarni, B.D.4
  • 8
    • 33748469376 scopus 로고    scopus 로고
    • On-line estimation of biomass in fermentation process using support vector machine
    • J.L. Wang, T. Yu, C.Y. Jin "On-line estimation of biomass in fermentation process using support vector machine" Chin. J. Chem. Eng. 14 3 2006 383 388
    • (2006) Chin. J. Chem. Eng. , vol.14 , Issue.3 , pp. 383-388
    • Wang, J.L.1    Yu, T.2    Jin, C.Y.3
  • 9
    • 0033231085 scopus 로고    scopus 로고
    • Improvement of the microbial production of streptokinase by controlled filtering of process noise
    • P.R. Patnaik "Improvement of the microbial production of streptokinase by controlled filtering of process noise" Process Biochem. 35 1999 309 315
    • (1999) Process Biochem. , vol.35 , pp. 309-315
    • Patnaik, P.R.1
  • 10
    • 0742304282 scopus 로고    scopus 로고
    • The unscented filter as an alternative to the EKF for nonlinear state estimation: A simulation case study
    • A. Romanenko, J.A. Castro "The unscented filter as an alternative to the EKF for nonlinear state estimation: A simulation case study" Comput. Chem. Eng. 28 3 2004 347 355
    • (2004) Comput. Chem. Eng. , vol.28 , Issue.3 , pp. 347-355
    • Romanenko, A.1    Castro, J.A.2
  • 12
    • 44649122952 scopus 로고    scopus 로고
    • Applying the unscented Kalman filter for nonlinear state estimation
    • R. Kandepu, B. Foss, L. Imsland "Applying the unscented Kalman filter for nonlinear state estimation" J. Process Contr. 18 2008 753 768
    • (2008) J. Process Contr. , vol.18 , pp. 753-768
    • Kandepu, R.1    Foss, B.2    Imsland, L.3
  • 13
    • 0026207265 scopus 로고
    • Application of an extended Luenberger observer to the control of multicomponent batch distillation
    • E.M. Marmol, W.L. Luyben, C. Georgakis "Application of an extended Luenberger observer to the control of multicomponent batch distillation" Ind. Eng. Chem. Res 30 8 1991 1870 1880
    • (1991) Ind. Eng. Chem. Res , vol.30 , Issue.8 , pp. 1870-1880
    • Marmol, E.M.1    Luyben, W.L.2    Georgakis, C.3
  • 15
    • 67349245537 scopus 로고    scopus 로고
    • Constrained nonlinear state estimation based on the UKF approach
    • S. Kolas, B.A. Foss, T.S. Schei "Constrained nonlinear state estimation based on the UKF approach" Comput. Chem. Eng. 33 8 2009 1386 1401
    • (2009) Comput. Chem. Eng. , vol.33 , Issue.8 , pp. 1386-1401
    • Kolas, S.1    Foss, B.A.2    Schei, T.S.3
  • 16
    • 0037110983 scopus 로고    scopus 로고
    • A modular simulation package for fed-batch fermentation: Penicillin production
    • G. Birol, C. Undey, A. Cinar "A modular simulation package for fed-batch fermentation: Penicillin production" Comput. Chem. Eng. 26 11 2002 1553 1565
    • (2002) Comput. Chem. Eng. , vol.26 , Issue.11 , pp. 1553-1565
    • Birol, G.1    Undey, C.2    Cinar, A.3
  • 17
    • 0033666935 scopus 로고    scopus 로고
    • Comparing inertia weights and constriction factors in particle swarm optimization
    • IEEE, San Diego, USA
    • Eberhart, R.C, Shi, Y., "Comparing inertia weights and constriction factors in particle swarm optimization", In: Proceedings of the IEEE Congress on Evolutionary Computation, IEEE, San Diego, USA, 84-88 (2000).
    • (2000) Proceedings of the IEEE Congress on Evolutionary Computation , pp. 84-88
    • Eberhart, R.C.1    Shi, Y.2
  • 18
    • 29144499905 scopus 로고    scopus 로고
    • Working set selection using second order information for training support vector machines
    • R.E. Fan, P.H. Chen, C.J. Lin "Working set selection using second order information for training support vector machines" J. Mach. Learn. Res. 6 2005 1889 1918
    • (2005) J. Mach. Learn. Res. , vol.6 , pp. 1889-1918
    • Fan, R.E.1    Chen, P.H.2    Lin, C.J.3
  • 19
    • 84969695941 scopus 로고    scopus 로고
    • Support vector machine based intelligent watermark decoding for anticipated attack
    • S.F. Tahir, A. Khan, A. Majid, A.M. Mirza "Support vector machine based intelligent watermark decoding for anticipated attack" Int. J. Appl. Math. Comput. Sci. 1 1 2005 7 12
    • (2005) Int. J. Appl. Math. Comput. Sci. , vol.1 , Issue.1 , pp. 7-12
    • Tahir, S.F.1    Khan, A.2    Majid, A.3    Mirza, A.M.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.