메뉴 건너뛰기




Volumn 44, Issue 8, 2009, Pages 799-811

Real time phase detection based online monitoring of batch fermentation processes

Author keywords

Covariance; Mean; Moving window; Principal component analysis; Singular point

Indexed keywords

AUTOMATED TECHNIQUES; BATCH FERMENTATION; BATCH PROCESS; BATCH PROCESS MONITORING; COMPLEX MEDIUM; COVARIANCE; FERMENTORS; HIGH FREQUENCY; INDUSTRIAL FERMENTATION; LOW FREQUENCY; MEAN; MODEL ORGANISMS; MOVING WINDOW; OFFLINE; ON-LINE MEASUREMENT; ONLINE DATA; ONLINE MONITORING; PHASE CHANGE; PHASE DETECTION; PRIOR KNOWLEDGE; REAL TIME; REAL TIME MONITORING; SEMI-BATCH MODES; SEVERAL VARIABLES; SINGULAR POINT; SINGULAR POINTS; STATISTICAL PROPERTIES;

EID: 67349251537     PISSN: 13595113     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.procbio.2009.03.008     Document Type: Article
Times cited : (31)

References (33)
  • 1
    • 0025911488 scopus 로고
    • Automatic bioprocess control 1. A general concept
    • Sonnleitner B., Locher G., and Fiechter A. Automatic bioprocess control 1. A general concept. J Biotechnol 19 (1991) 1-17
    • (1991) J Biotechnol , vol.19 , pp. 1-17
    • Sonnleitner, B.1    Locher, G.2    Fiechter, A.3
  • 2
    • 33749024418 scopus 로고    scopus 로고
    • Process monitoring on-line & in real-time
    • DePalma A. Process monitoring on-line & in real-time. Genet Eng News 26 (2006) 50-51
    • (2006) Genet Eng News , vol.26 , pp. 50-51
    • DePalma, A.1
  • 3
    • 8444230152 scopus 로고    scopus 로고
    • Chemometrics in bioprocess engineering: process analytical technology (PAT) applications
    • Lopes J.A., Costa P.F., Alves T.P., and Menezes J.C. Chemometrics in bioprocess engineering: process analytical technology (PAT) applications. Chemometr Intell Lab 74 (2004) 269-275
    • (2004) Chemometr Intell Lab , vol.74 , pp. 269-275
    • Lopes, J.A.1    Costa, P.F.2    Alves, T.P.3    Menezes, J.C.4
  • 4
    • 0037443803 scopus 로고    scopus 로고
    • A review of process fault detection and diagnosis Part III: Process history based methods
    • Venkatasubramanian V., Rengaswamy R., Kavuri S.N., and Yin K. A review of process fault detection and diagnosis Part III: Process history based methods. Comput Chem Eng 27 (2003) 327-346
    • (2003) Comput Chem Eng , vol.27 , pp. 327-346
    • Venkatasubramanian, V.1    Rengaswamy, R.2    Kavuri, S.N.3    Yin, K.4
  • 5
    • 0029863483 scopus 로고    scopus 로고
    • Knowledge-based systems, artificial neural networks and pattern recognition: applications to biotechnological processes
    • Kamimura R., Konstantinov K., and Stephanopoulos G. Knowledge-based systems, artificial neural networks and pattern recognition: applications to biotechnological processes. Curr Opin Biotechnol 7 (1996) 231-234
    • (1996) Curr Opin Biotechnol , vol.7 , pp. 231-234
    • Kamimura, R.1    Konstantinov, K.2    Stephanopoulos, G.3
  • 6
    • 0242390969 scopus 로고    scopus 로고
    • On-line batch process monitoring using a consecutively updated multiway principal component analysis model
    • Lee J.M., Yoo C.K., and Lee I.B. On-line batch process monitoring using a consecutively updated multiway principal component analysis model. Comput Chem Eng 27 (2003) 1903-1912
    • (2003) Comput Chem Eng , vol.27 , pp. 1903-1912
    • Lee, J.M.1    Yoo, C.K.2    Lee, I.B.3
  • 7
    • 2342642072 scopus 로고    scopus 로고
    • Enhanced process monitoring of fed-batch penicillin cultivation using time-varying and multivariate statistical analysis
    • Lee J.M., Yoo C.K., and Lee I.B. Enhanced process monitoring of fed-batch penicillin cultivation using time-varying and multivariate statistical analysis. J Biotechnol 110 (2004) 119-136
    • (2004) J Biotechnol , vol.110 , pp. 119-136
    • Lee, J.M.1    Yoo, C.K.2    Lee, I.B.3
  • 8
    • 3242715934 scopus 로고    scopus 로고
    • Comparative study of the performance of the CuSum and EWMA control charts
    • de Vargas V.D.C.C., Lopes L.F.D., and Souza A.M. Comparative study of the performance of the CuSum and EWMA control charts. Comput Ind Eng 46 (2004) 707-724
    • (2004) Comput Ind Eng , vol.46 , pp. 707-724
    • de Vargas, V.D.C.C.1    Lopes, L.F.D.2    Souza, A.M.3
  • 9
    • 35348990398 scopus 로고    scopus 로고
    • Detection of phase shifts in batch fermentation via statistical analysis of the online measurements: a case study with rifamycin B fermentation
    • Doan X.T., Srinivasan R., Bapat P.M., and Wangikar P.P. Detection of phase shifts in batch fermentation via statistical analysis of the online measurements: a case study with rifamycin B fermentation. J Biotechnol 132 (2007) 156-166
    • (2007) J Biotechnol , vol.132 , pp. 156-166
    • Doan, X.T.1    Srinivasan, R.2    Bapat, P.M.3    Wangikar, P.P.4
  • 10
    • 0030911895 scopus 로고    scopus 로고
    • The EWMA control chart: properties and comparison with other quality-control procedures by computer simulation
    • Neubauer A.S. The EWMA control chart: properties and comparison with other quality-control procedures by computer simulation. Clin Chem 43 (1997) 594-601
    • (1997) Clin Chem , vol.43 , pp. 594-601
    • Neubauer, A.S.1
  • 11
    • 33845324613 scopus 로고    scopus 로고
    • Phase shifts in the stoichiometry of rifamycin B fermentation and correlation with the trends in the parameters measured online
    • Bapat P.M., Das D., Dave N.N., and Wangikar P.P. Phase shifts in the stoichiometry of rifamycin B fermentation and correlation with the trends in the parameters measured online. J Biotechnol 127 (2006) 115-128
    • (2006) J Biotechnol , vol.127 , pp. 115-128
    • Bapat, P.M.1    Das, D.2    Dave, N.N.3    Wangikar, P.P.4
  • 12
    • 35648993555 scopus 로고    scopus 로고
    • Online monitoring of multi-phase batch processes using phase-based multivariate statistical process control
    • Doan X.T., and Srinivasan R. Online monitoring of multi-phase batch processes using phase-based multivariate statistical process control. Comput Chem Eng 32 (2008) 230-243
    • (2008) Comput Chem Eng , vol.32 , pp. 230-243
    • Doan, X.T.1    Srinivasan, R.2
  • 14
    • 48449104754 scopus 로고    scopus 로고
    • Combined effects of carbon, nitrogen and phosphorus substrates on D-ribose production via transketolase deficient strain of Bacillus pumilus
    • Srivastava R.K., and Wangikar P.P. Combined effects of carbon, nitrogen and phosphorus substrates on D-ribose production via transketolase deficient strain of Bacillus pumilus. J Chem Technol Biotechnol 83 (2008) 1110-1119
    • (2008) J Chem Technol Biotechnol , vol.83 , pp. 1110-1119
    • Srivastava, R.K.1    Wangikar, P.P.2
  • 15
    • 33644913139 scopus 로고    scopus 로고
    • Structured kinetic model to represent the utilization of multiple substrates in complex media during rifamycin B fermentation
    • Bapat P.M., Bhartiya S., Venkatesh K.V., and Wangikar P.P. Structured kinetic model to represent the utilization of multiple substrates in complex media during rifamycin B fermentation. Biotechnol Bioeng 93 (2006) 779-790
    • (2006) Biotechnol Bioeng , vol.93 , pp. 779-790
    • Bapat, P.M.1    Bhartiya, S.2    Venkatesh, K.V.3    Wangikar, P.P.4
  • 16
    • 0015136268 scopus 로고
    • Microchemical determination of organic nitrogen with nessler reagent
    • Morrison G.R. Microchemical determination of organic nitrogen with nessler reagent. Anal Biochem 43 (1971) 527-532
    • (1971) Anal Biochem , vol.43 , pp. 527-532
    • Morrison, G.R.1
  • 17
    • 0030866228 scopus 로고    scopus 로고
    • The role of hydrophobic side chains as determinants of antibacterial activity of semisynthetic glycopeptide antibiotics
    • Allen N.E., LeTourneau D.L., and Hobbs Jr. J.N. The role of hydrophobic side chains as determinants of antibacterial activity of semisynthetic glycopeptide antibiotics. J Antibiot (Tokyo) 50 (1997) 677-684
    • (1997) J Antibiot (Tokyo) , vol.50 , pp. 677-684
    • Allen, N.E.1    LeTourneau, D.L.2    Hobbs Jr., J.N.3
  • 19
    • 0001925804 scopus 로고
    • Multivariate control charts for individual observations
    • Tracy N.D., Young J.C., and Mason R.L. Multivariate control charts for individual observations. J Qual Technol 24 (1992) 88-95
    • (1992) J Qual Technol , vol.24 , pp. 88-95
    • Tracy, N.D.1    Young, J.C.2    Mason, R.L.3
  • 20
    • 0141518516 scopus 로고    scopus 로고
    • Receiver operating characteristic curves and their use in radiology
    • Obuchowski N.A. Receiver operating characteristic curves and their use in radiology. Radiology 229 (2003) 3-8
    • (2003) Radiology , vol.229 , pp. 3-8
    • Obuchowski, N.A.1
  • 21
    • 0027457620 scopus 로고
    • Receiver operating characteristic (ROC) Plots-a fundamental evaluation tool in clinical medicine
    • Zweig M.H., and Campbell G. Receiver operating characteristic (ROC) Plots-a fundamental evaluation tool in clinical medicine. Clin Chem 39 (1993) 561-577
    • (1993) Clin Chem , vol.39 , pp. 561-577
    • Zweig, M.H.1    Campbell, G.2
  • 22
    • 0033931867 scopus 로고    scopus 로고
    • Assessing the accuracy of prediction algorithms for classification: an overview
    • Baldi P., Brunak S., Chauvin Y., Andersen C.A.F., and Nielsen H. Assessing the accuracy of prediction algorithms for classification: an overview. Bioinformatics 16 (2000) 412-424
    • (2000) Bioinformatics , vol.16 , pp. 412-424
    • Baldi, P.1    Brunak, S.2    Chauvin, Y.3    Andersen, C.A.F.4    Nielsen, H.5
  • 23
    • 0016772212 scopus 로고
    • Comparison of the predicted and observed secondary structure of T4 phage lysozyme
    • Matthews B.W. Comparison of the predicted and observed secondary structure of T4 phage lysozyme. Biochim Biophys Acta 405 (1975) 442-451
    • (1975) Biochim Biophys Acta , vol.405 , pp. 442-451
    • Matthews, B.W.1
  • 24
    • 0037039540 scopus 로고    scopus 로고
    • On-line batch process monitoring using dynamic PCA and dynamic PLS models
    • Chen J.H., and Liu K.C. On-line batch process monitoring using dynamic PCA and dynamic PLS models. Chem Eng Sci 57 (2002) 63-75
    • (2002) Chem Eng Sci , vol.57 , pp. 63-75
    • Chen, J.H.1    Liu, K.C.2
  • 27
    • 0037164186 scopus 로고    scopus 로고
    • Application of quantitative IR spectral analysis of bacterial cells to acetone-butanol-ethanol fermentation monitoring
    • Grube M., Gapes J.R., and Schuster K.C. Application of quantitative IR spectral analysis of bacterial cells to acetone-butanol-ethanol fermentation monitoring. Anal Chim Acta 471 (2002) 127-133
    • (2002) Anal Chim Acta , vol.471 , pp. 127-133
    • Grube, M.1    Gapes, J.R.2    Schuster, K.C.3
  • 28
    • 0031554631 scopus 로고    scopus 로고
    • Simultaneous measurement of glucose and glutamine in insect cell culture media by near infrared spectroscopy
    • Riley M.R., Rhiel M., Zhou X.J., Arnold M.A., and Murhammer D.W. Simultaneous measurement of glucose and glutamine in insect cell culture media by near infrared spectroscopy. Biotechnol Bioeng 55 (1997) 11-15
    • (1997) Biotechnol Bioeng , vol.55 , pp. 11-15
    • Riley, M.R.1    Rhiel, M.2    Zhou, X.J.3    Arnold, M.A.4    Murhammer, D.W.5
  • 29
    • 0038737170 scopus 로고    scopus 로고
    • Monitoring batch fermentations with an electronic tongue
    • Turner C., Rudnitskaya A., and Legin A. Monitoring batch fermentations with an electronic tongue. J Biotechnol 103 (2003) 87-91
    • (2003) J Biotechnol , vol.103 , pp. 87-91
    • Turner, C.1    Rudnitskaya, A.2    Legin, A.3
  • 30
    • 0043195339 scopus 로고    scopus 로고
    • In-situ near infrared spectroscopy to monitor key analytes in mammalian cell cultivation
    • Arnold S.A., Crowley J., Woods N., Harvey L.M., and McNeill B. In-situ near infrared spectroscopy to monitor key analytes in mammalian cell cultivation. Biotechnol Bioeng 84 (2003) 13-19
    • (2003) Biotechnol Bioeng , vol.84 , pp. 13-19
    • Arnold, S.A.1    Crowley, J.2    Woods, N.3    Harvey, L.M.4    McNeill, B.5
  • 31
    • 34347363115 scopus 로고    scopus 로고
    • On-line process monitoring and chemometric modeling with 2D fluorescence spectra obtained in recombinant E. coli fermentations
    • Rhee J.I., and Kang T.H. On-line process monitoring and chemometric modeling with 2D fluorescence spectra obtained in recombinant E. coli fermentations. Process Biochem 42 (2007) 1124-1134
    • (2007) Process Biochem , vol.42 , pp. 1124-1134
    • Rhee, J.I.1    Kang, T.H.2
  • 33
    • 0039408331 scopus 로고
    • On the effect of heteroscedasticity and nonnormality upon some multivariate test procedure
    • Krishnaiah P.R. (Ed), Academic Press
    • Ito K. On the effect of heteroscedasticity and nonnormality upon some multivariate test procedure. In: Krishnaiah P.R. (Ed). Multivariate Analysis II (1969), Academic Press 87-119
    • (1969) Multivariate Analysis II , pp. 87-119
    • Ito, K.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.