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Integrated Fault Detection and Isolation: Application to a Winery's Wastewater Treatment Plant

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Abstract

In this paper, an integrated object-oriented fuzzy logic fault detection and isolation (FDI) module for a biological wastewater treatment process is presented. The defined FDI strategy and the software implementation are detailed. Using experimental results obtained with a one cubic meter fixed bed reactor for the anaerobic digestion of industrial wine distillery vinasses, examples of material and biological failures are presented together with the corresponding fault signals generated by the FDI module.

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References

  1. M. Switzenbaum, "A comparison of the anaerobic filter and the anaerobic expanded fluidized bed processes," Wat. Sci. Tech., vol. 15, pp. 345-358, 1983.

    Google Scholar 

  2. W. Bolle and J. Van Breugel, "An integral dynamic model for theUASB reactor," Biotechnol. Bioeng., vol. 28, pp. 1621-1636, 1986.

    Google Scholar 

  3. M. Henze and P. Harremoes, "Anaerobic treatment of wastewater in fixed film reactors-a literature review," Wat. Sci. Tech., vol. 15, no. 1, pp. 1-101, 1983.

    Google Scholar 

  4. G. Lettinga and A. Van Nelsen, "Use the upflow sludge blanket (USB) reactor concept for biological wastewater treatment, especially for anaerobic treatment," Biotech. Bioeng., vol. 22, pp. 699-734, 1980.

    Google Scholar 

  5. A. Pauss and S. Guiot, "Hydrogen monitoring in anaerobic sludge bed reactors at various hydraulic regimes and loading rates," Wat. Env. Res., vol. 65, no. 3, pp. 276-280, 1993.

    Google Scholar 

  6. J. Heijnen and A. Mulder, "Review on the application of anaerobic fluidized bed reactors in wastewater treatment," Chem. Eng. Journal, vol. 41, pp. B37-B50, 1989.

    Google Scholar 

  7. W. Shieh and J. Keenan, "Fluidized bed biofilm reactor for wastewater treatment," Adv. Biochem. Eng., vol. 33, pp. 131-168, 1986.

    Google Scholar 

  8. P. Buffière, J.-Ph. Steyer, C. Fonade, and R. Moletta, "Comprehensive modeling of methanogenic biofilms in fluidized bed systems," Biotech. Bioeng., vol. 48/6, pp. 725-736, 1995.

    Google Scholar 

  9. T.C. Holst, A. Truc, and R. Pujol, "Anaerobic Fluidized beds: Ten years of industrial experience," Wat. Sci. Tech., vol. 36, nos. 6-7, pp. 415-422, 1997.

    Google Scholar 

  10. E. Oliva, J.C. Jacquart, and C. Prevot, "Treatment of wastewater at the El Aguila brewery (Madrid, Spain). Methanization in fluidized bed reactors," in Proceedings of the International Conference on Technical Advances in Biofilms Reactors, Nice, France, 1989, pp. 489-498.

  11. F. Ehlinger, "Anaerobic biological fluidized beds: Operating experiences in France," in Proceedings of the Seventh International IAWQ Symposium on Anaerobic Digestion, Cape Town, South Africa, 1994, pp. 315-323.

  12. E. Heinzle, I.J. Dunn, and G.B. Ryhiner, "Modeling and control of anaerobic wastewater treatment," Adv. Biochem. Eng. Biotech., vol. 48, pp. 79-114, 1993.

    Google Scholar 

  13. V. Venkatasubramanian, "Towards integrated process supervision: Current status and future directions," in Proceedings of the IFACInternational Conference on Computer Software Structures, Lund, Sweden, 1994, pp. 1-13.

  14. M. Iri, K. Aoki, E. O'Shima, and H. Matsuyama, "An algorithm for diagnosis of system failures in the chemical process," Comput. & Chem Engng., vol. 3, pp. 489-493, 1979.

    Google Scholar 

  15. S.A. Lapp and G.A. Powers, "Computer-aided synthesis of fault trees," IEEE Trans. Reliability, vol. 37, pp. 2-13, 1997.

    Google Scholar 

  16. P.M. Frank, "Enhancement of robustness in observer-based fault detection," in Proceedings of the IFAC/IMAC International Symposium SAFEPROCESS'91, Baden-Baden, Germany, 1991, pp. 275-285.

  17. R.J. Patton and J. Chen, "A review of parity space approaches to fault diagnosis, fault detection, supervision and safety for technical processes," in Proceedings of the IFAC/IMAC International Symposium SAFEPROCESS'91, Baden-Baden, Germany, 1991, pp. 239-254.

  18. R. Isermann, "Fault diagnosis of machines via parameter estimation and knowledge processing," in Proceedings of the IFAC/IMAC International Symposium SAFEPROCESS'91, Baden-Baden, Germany, 1991, pp. 121-132.

  19. M. Basseville, "On-board component fault detection and isolation using the statistical local approach," in Proceedings of the Eleventh IFAC/IFORS International Symposium on Identification and System Parameter Estimation, SYSID'97, Katakyushu, Japan, 1997.

  20. G. Stephanopoulos and C. Han, "Intelligent systems in process engineering: A review," Comp. Chem. Engng., vol. 20, nos. 6-7, pp. 743-791, 1996.

    Google Scholar 

  21. M. Kishimoto, M. Moo-Young, and P. Allsop, "A fuzzy expert system for the optimization of glutamic acid production," Bioproc. Eng., vol. 6, pp. 163-172, 1991.

    Google Scholar 

  22. P.M. Frank, "Application of fuzzy logic to process supervision and fault diagnosis," in Proceedings of the IFAC/IMAC International Symposium SAFEPROCESS'94, vol. 2, 1994, pp. 531-538.

    Google Scholar 

  23. M. Ulieru and R. Isermann, "Design of a fuzzy-logic based diagnostic model for technical processes," Fuzzy Sets and Systems, vol. 58, pp. 249-271, 1993.

    Google Scholar 

  24. N. Kiupel and P.M. Frank, "Fuzzy supervision for an anaerobic wastewater plant," in Proceedings of the IEEE-IMACS International Conference CESA'96, Lille, France, vol. 1, 1996, pp. 362-367.

    Google Scholar 

  25. J. Montmain and S. Gentil. "Decision-making in fault detection: A fuzzy approach," in Proceedings of the TOOLDIAG'93 International Conference, Toulouse, France, 1993.

  26. D. Giraud and C. Aubrun, "A fuzzy fault diagnosis method applied to a steam circuit," in Proceedings of the IEEE International Conference on Fuzzy Systems, FUZZ-IEEE'96, New Orleans, Louisiana, USA, vol. 3, 1996, pp. 1944-1950.

    Google Scholar 

  27. A.N. Boudaoud and M.H. Masson, "An adaptive fuzzy diagnosis system for on-line sensor data validation," in Proceedings of the Third IFAC International Workshop on On-line Fault Detection and Supervision in the Chemical Process Industries, Lyon, France, 1998.

  28. J.-P. Steyer, D. Rolland, J.-C. Bouvier, and R. Moletta, "Hybrid fuzzy neural network for diagnosis: Application to the anaerobic treatment of wine distillery wastewater in fluidized bed reactor," Wat. Sci. Tech., vol. 36, nos. 6-7, pp. 209-217, 1997.

    Google Scholar 

  29. P.A. Vanrolleghem, "Sensors for anaerobic digestion: An overview," in Proceedings of the International Workshop on Monitoring and Control of Anaerobic Digestion Processes, Narbonne, France, 1995, p. 7.

  30. J.-S. Roger Jang, C.-T Sun, and E. Mizutani, Neuro-Fuzzy and Soft Computing. A Computational Approach to Learning and Machine Intelligence, Prentice Hall, 1997, pp. 333-395.

  31. C.D. Johnson, "Theory of disturbance-accommodating controllers," in Control and Dynamic Systems: Advances in Theory and Applications, vol. 18, C. Leondes Editions: London, 1976.

    Google Scholar 

  32. J. Harmand, R.E. Skelton, and J.-P. Steyer, "Disturbance accommodating control of a nitrification process with structural uncertainty," in Proceedings of the IEEE-IMACS International Conference CESA'96, Lille, France, vol. 1, 1996, pp. 70-75.

    Google Scholar 

  33. D.N. Batanov and Z. Cheng, "An object-oriented expert system for fault diagnosis in the ethylene distillation process," Computers in Industry, vol. 27, pp. 237-249, 1995.

    Google Scholar 

  34. W. Dubitzki, A. Schuster, J. H ugues, and D. Bell, "An advanced case-knowledge architecture based on fuzzy objects," Applied Intelligence, vol. 7, pp. 187-204, 1997.

    Google Scholar 

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Genovesi, A., Harmand, J. & Steyer, JP. Integrated Fault Detection and Isolation: Application to a Winery's Wastewater Treatment Plant. Applied Intelligence 13, 59–76 (2000). https://doi.org/10.1023/A:1008379329794

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