Soft sensor systems - Mathematics as link to process occurrence;Softsensorsysteme - Mathematik als bindeglied zum prozessgeschehen

Chemie-Ingenieur-Technik

Volumn 82, Issue 4, 2010, Pages 429-440

  Becker, Thomas ^a   Krause, Daniel ^a  

^a TECHNICAL UNIVERSITY OF MUNICH   (Germany)

Author keywords

Bioverfahren; Prozesskontrolle; Prozesssteuerung; Sensoren

Indexed keywords

EID: 77950810277     PISSN: 0009286X     EISSN: 15222640     Source Type: Journal    
DOI: 10.1002/cite.201000015     Document Type: Article

References (96)

1. M. Aynsley et al., in Bioprocess Design and Control (Eds: A. Fiechter), Springer, Berlin, Heidelberg 1993.
2. S. James et al., J. Process Control 2002, 12 (1), 113.
3. A. P. Ferreira et al., J. Biotechnol. 2005, 116 (4), 403.
4. P. Ries, Dissertation, ETH Zuerich, 1983.
5. H. Zhang, in Computational Intelligence Techniques for Bioprocess Modelling, Supervision and Control (Eds: M. d. C. Nicolletti, L. C. Jain), Springer- Verlag, Berlin Heidelberg 2009.
6. C. Haake et al., Chem. Ing. Tech. 2009, 81 (9), 1385.
7. R. Ulber et al., Anal. Bioanal.Chem. 2003, 376 (3), 342.
8. P. Resa et al., Proc. IEEE Ultrasonics Sympos. 2004, 3, 2322.
9. P. Resa et al., Bioprocess and Biosystems Engineering 2008.
10. K. Schuegerl, J. Biotechnol. 2001, 85 (2), 149.
11. B. H. Junker, H. Y. Wang, Biotechnol. Bioeng. 2006, 95 (2), 226.
12. T. Becker et al., Ullmann's Encyclopedia of Industrial Chemistry, Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim 2009.
13. M. C. Nicoletti et al., in Computational Intelligence Techniques for Bioprocess Modelling, Supervision and Control (Eds: M. d. C. Nicolletti, L. C. Jain), Springer- Verlag, Berlin Heidelberg 2009.
14. E. Valente et al., in Computational Intelligence Techniques for Bioprocess Modelling, Supervision and Control (Eds: M. d. C. Nicolletti, L. C. Jain), Springer- Verlag, Berlin Heidelberg 2009.
15. L. Chena et al., Biochemical Engineering Journal 2004, 22 (1), 51.
16. T. Becker et al., in Advances in Biochemical Engineering/Biotechnology (Eds: R. Ulber et al.), 2006.
17. R. Simutis et al., J. Biotechnol. 1997, 59 (1-2), 73.
18. J. R. Banga et al., Proc. Ind. Natl. Sci. Acad. 2003, 69A, 257.
19. C. Rehbock et al., Chem. Ing. Tech. 2008, 80 (3), 267.
20. B. Sonnleitner, Adv. Biochem. Eng. Biotechnol. 2000, 66, 1.
21. G. D. Gonzales, in Intelligent Processing and Manufacturing of Materials, IPMM. Proceedings of the Second International Conference, Honolulu, HI, USA 1999.
22. nd Mercosur Congress on Chemical Engineering, Village Rio das Pedras, Club Med, Rio de Janeiro 2005.
23. O. A. Z. Sotomayor et al., ISATrans. 2002, 41 (2), 127.
24. B. L. M. Happel, J. M. J. Murre, Neural Networks 1994, 7, 985.
25. S. H. Zak, Systems and Control, Oxford University Press, New York, Oxford, 2003.
26. O. Omidvar, D. L. Elliot, Neural Systems for Control, Academic Press, San Diego, 1997.
27. W.-M. Lippe, Soft Computing, Springer-Verlag Berlin Heidelberg, 2006.
28. M. T. Hagan et al., Neural Network Design, PWS Publishing Co., Boston. 1996.
29. L. A. Zadeh, Information and Control 1965, 8 (3), 338.
30. G. Chen, T. T. Pham, Introduction to Fuzzy Sets, Fuzzy Logic, and Fuzzy Control Systems, CRC Press LLC, Boca Raton, Florida, 2001,
31. C. C. Lee, IEEE Trans. Syst. Man Cybern. 1990, 20 (2), 404.
32. E. Murnleitner et al., Water Res. 2002, 36 (1), 201.
33. M. Sugeno, Industrial Applications of Fuzzy Control, Elsevier Science Inc., 1985.
34. C. Leondes, Fuzzy Logic and Expert Systems Applications, Academic Press, USA, 1998.
35. K. Weicker, Evolutionäre Algorithmen, Teubner, Stuttgart, 2002.
36. N. M. A. AL-Salami, Am. J. Eng. Appl. Sci. 2009, 2 (4), 789.
37. D. B. Fogel, in Bio-Computingand Emergent Computation. (Eds: D. Lundh, B. Olsson, A. Narayanan), World Scientific Press, Singapore, Sköve, Sweden 1997.
38. G. J. B. Probst, Selbst-Organisation. Ordnungsprozesse in sozialen Systemen aus ganzheitlicher Sicht, Paul Parey, Hamburg, Berlin, 1987.
39. S. Camazine et al., Self-organization in biological systems, Princeton University Press, Princeton, New Jersey, 2003.
40. st ed., Oxford University Press, USA, 1999.
41. R. C. Eberhart, Y. Shi, Proc. Congr. Evolut. Comput., 2001.
42. R. Poli, Journal of Artificial Evolution and Applications 2008, (Article ID 685175, 10 pages).
43. K. Krishnaiyer, S. H. Cheraghi, in IERC Conference, 2002.
44. R. J. Mullen et al., Expert Syst. Appl. 2009, 36, 9608.
45. F. T. S. Chan, M. K. Tiwari, Swarm Intelligence: Focus on Ant and Particle Swarm Optimization, I-Tech Education and Publishing, Vienna, Austria, 2007,
46. A. Kroll, R. Mikut, Automat. 2008, 56 (7), 335.
47. P. Kadlec, B. Gabrys, in Knowledge Processing and Reasoning for Information Society (Eds: N. Nguyen, G. Kolaczek, B. Gabrys), EXIT War- saw, Wroclaw 2008.
48. W. Kessler, Multivariate Datenanalyse, Wiley-VCH Verlag, Weinheim, 2007.
49. B. G. M. Vandeginste, et al., Handbook of Chemometrics and Qualimetrics Part B, Elsevier Science Inc., 1998.
50. D. L. Massart et al., Handbook of Chemometrics and Qualimetrics Part A, Elsevier Science Inc., 1997.
51. R. Henrion, G. Henrion, Multivariate Datenanalyse, Springer Verlag, Berlin, 1995.
52. C. Campbell, Neurocomputing2000, 48 (63).
53. B. Schölkopf, Support Vector Learning, Dissertation, TU Berlin, 1997.
54. D. Dochain, J. Process Control 2003, 13 (8), 801.
55. G. Welch, G. Bishop, An introduction to the Kalman filter, Dept. Comp. Sci., Univ. North Carolina, Chapel Hill, TR95-041.
56. M. Hart, Dissertation, Universität-Gesamthochschule Siegen, 1999.
57. P. S. Maybeck, Stochastic models, estimation and control, Vol. 1, Academic Press, Inc., New York, 1979.
58. E. L. Haseltine, J. B. Rawlings, TWMCC, Technial report number 2002-03. 2005.
59. H. W. Sorenson, IEEE Spectr. 1970, 7, 63.
60. A. Drews, H. Arellano-Garcia, Chem. Eng. Sci. 2008, 63 (19), 4789.
61. C. V. Rao, Dissertation, University of Wisconsin-Madison, 2000.
62. V.M. Zavala et al. A Fast Moving Horizon Estimation Algorithm Based on Nonlinear Programming Sensitivity. Optimization Online 2009.
63. L. Chen et al., Bioprocess. Biosyst. Eng. 2004, 26 (3), 191.
64. F. S. Mjalli et al., J. Environ. Manage. 2007, 83 (3), 329.
65. T. Becker et al., Bioprocess. Biosyst. Eng. 2002, 24, 347.
66. M. Fellner et al., Bioprocess. Biosyst. Eng. 2003, 25 (5), 263.
67. M. Jenzsch et al., Bioprocess. Biosyst. Eng. 2006, 29 (1), 19.
68. P. R. Patnaik, Biotechnol. Lett 2005, 27 (6), 409.
69. J. C. B. Gonzaga et al., Comput. Chem. Eng. 2009, 33 (1), 43.
70. G. A. Husseini et al., Technology in Cancer Research & Treatment 2007, 6 (1), 49.
71. Y. Z. Feng et al., 2007 IEEE International Conference on Control and Automation, ICCA 2008, 1408.
72. F. S. Mjalli, Chem. Eng. Sci. 2005, 60 (1), 239.
73. L. Fortuna et al., IEEE Trans. Instrum. Meas. 2009, 58 (5), 2444.
74. K. P. Singh et al., Chemom. Intell. Lab. Syst. 2009, 99 (2), 150.
75. S. Arnold, et al., J. Biotechnol. 2002, 97 (2), 133.
76. E. F. Carrasco et al., Control Eng. Pract. 2004, 12 (1), 59.
77. J. Luo, H. Shao, Proc. Am. Control Conf. 2002, 1, 543.
78. P. Scherer et al., Biotechnol. Bioeng. 2009, 102 (3), 736.
79. K. Tanaka, M. Sugeno, Fuzzy Sets Syst. 1992, 45 (2), 135.
80. E. H. Mamdani, S. Assilian, Int. J. Man Mach. Stud. 1975, 7 (1), 1.
81. M. Navratil et al., J. Biotechnol. 2005, 115 (1), 67.
82. K. Desai et al., Biochem. Eng. J. 2006, 27 (3), 225.
83. H. W. Lee et al., Chemom. Intell. Lab. Syst. 2009, 98 (2), 201.
84. H. Zhang, B. Lennox, J. Process Control 2004, 14 (1), 41.
85. Y. Zhang, Y. Zhang, Chemom. Intell. Lab. Syst. 2009, 98 (2), 143.
86. F. Clementschitsch, K. Bayer, Microb. Cell Fact. 2006, 5 (1), 19.
87. B. Hitzmann et al., Bioprocess. Biosyst. Eng. 2000, 23 (4), 337.
88. A. Drews et al., Chem. Ing. Tech. 2008, 80 (9), 1342.
89. I. Golobiè et al., Instrum Sci. Technol. 2000, 28 (4), 323.
90. X. Zhu, S. Wang, in Industrial Electronics Society. IECON. 30th Annual Conference of IEEE, 2004.
91. A. Conradie et al., Proc. Gen. Evolut. Comput. Conf. 2002.
92. C. Karakuzua, et al., Control Eng. Pract. 2006, 14 (8), 959.
93. S.-K. S. Fan et al., Chemom. Intell. Lab. Syst. 2009, 99 (1), 19.
94. P. Patnaik, Bioprocess. Biosyst. Eng. 2007, 30 (3), 181.
95. G. Liu et al., Expert Syst. Appl. 2009, DOI: 10.1016/j.eswa.2009.08.008.
96. S. Charaniya et al., 2008, 26 (12), 690.