Tuning PID controllers for processes with inverse response using artificial neural networks

Journal of the Chinese Institute of Chemical Engineers

Volumn 30, Issue 3, 1999, Pages 223-232

  Huang, Chi Tsung ^a   Lin, Mong Yean ^a   Huang, Ming Chieh ^a  

^a TUNGHAI UNIVERSITY   (Taiwan)

Author keywords

Artificial neural networks; Nonminimum phase model; PID controller tuning; Processes with inverse response

Indexed keywords

ALGORITHMS; COMPUTER SIMULATION; CONTROL SYSTEM ANALYSIS; MATHEMATICAL MODELS; NEURAL NETWORKS; OPTIMAL CONTROL SYSTEMS; PROCESS CONTROL; THREE TERM CONTROL SYSTEMS;

INVERSE RESPONSE; NONMINIMUM PHASE MODEL;

CHEMICAL OPERATIONS;

CONTROL SYSTEM; NEURAL NETWORK;

EID: 0033150840     PISSN: 03681653     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (28)

1. Åström, K. J. and B. Wittenmark, Computer-Controller System: Theory and Design, 3nd ed., Prentice-Hall, Inc. (1997).
2. Baughman, R. and Y. A. Liu, Neural Networks in Bioprocessing and Chemical Engineering, Academic Press (1995).
3. Chien, I. L. and P. S. Fruehauf, "Consider IMC Tuning to Improve Controller Performance," Chem. Eng. Prog., 33 (Oct., 1990).
4. Clarke, D. W., "PID Algorithms and Their Computer Implementation," Trans. Inst. MC, 6 (6), 305 (1984).
5. Foxboro, "PID Algorithm with Self-Tuning," Technical Information, TI-200-222, The Foxboro Company (1984).
6. Huang, C. -T., C. -J. Chou and J. -L. Wang, "Tuning of PID Controllers Based on the Second-Order Model by Calculation," J. Chin. Jnst. Chem. Engrs., 27 (2), 107 (1996).
7. Huang, C. -T. and Y. -S. Lin, "Tuning PID Controllers for Open-Loop Unstable Processes with Time Delay," Chem. Eng. Comm., 133, 11 (1995).
8. Huang, C. -T., T. -C. Ou, and C. -Y. Chen, "Closed-Loop Identification for Parametric Models Using Frequency Response Techniques," Chem. Eng. Comm., 161, 125 (1997).
9. Iinoya, K. and R. J. Altpeter, "Inverse Response in Process Control," Ind. Eng. Chem., 54 (7), 39 (1962).
10. Kwak, H. J., S. W. Sung and I. B. Lee, "On-Line Process Identification and Autotuning for Integral Processes," Ind. Eng. Chem. Res., 36, 5329 (1997).
11. Lin, M. -Y., "Tuning of PID Controllers for Processes with Inverse Response," M. S. Thesis (in Chinese), Tunghai University, Taichung, Taiwan (1996).
12. Luyben, W. L., "Feedback and Feedforward Control of Distillation Column with Inverse Response," I. Chem. E. Symposium Series, No. 32, 6: 39 (1969).
13. Marlin, T. E., Process Control: Designing Processes and Control Systems for Dynamic Performance, p. 472 & 627, McGraw-Hill, Inc. (1995).
14. McMillan, G. K., Tuning and Control Loop Performance, Instrument Society of America (1983).
15. Morari, M. and E. Zafiriou, Robust Process Control, Prentice-Hall, Inc. (1989).
16. Park, H. I., S. W. Sung, I. -B. Lee and J. Lee, "On-Line Process Identification Using the Laguerre Series for Automatic Tuning of the Proportional-Integral-Derivative Controller," Ind. Eng. Chem. Res., 36, 101 (1997).
17. Peebles, S. M., S. R. Hunterand A. B. Corripio, "Implementation of a Dynamically-Compensated PID Control Algorithm," Computer Chem. Engng., 18 (10), 995 (1994).
18. Powell, M. J. D., "An Efficient Method for Finding the Minimum of a Function of Several Variables without Calculating Derivatives," Computer J., 7, 155 (1964).
19. Rijnsdorp, J. E., "Computers in Distillation Dynamics Research," Birmingham Univ. Chem. Engr., 12, s-14 (1961).
20. Scali, C. and A. Rachid, "Analytical Design of ProportionalIntegral-Derivative Controllers for Inverse Response Processes," Ind. Eng. Chem. Res., 37, 1372 (1998).
21. Shinskey, F. G., Feedback Controllers for the Process Industries, McGraw-Hill, Inc. (1994).
22. Shunta, J. P. and W. L. Luyben, "Studies of Sampled-Data Control of Distillation Columns. Feedback Control of Bottoms Composition with Inverse Response Behavior," Ind. Eng. Chem. Fundam., 10, 486 (1971).
23. nd ed., John Wiley & Sons, Inc. (1997).
24. Smith, O. J. M., "Closer Control of Loops with Dead Time," Chem. Engr. Prog., 53 (5), 217 (1957).
25. Sung, S. W., J. O, I. B. Lee, J. Lee and S. -H. Yi, "Automatic Tuning of PID Controller Using Second-Order Plus Time Delay Model," J. Chem. Eng. Japan, 29 (6), 990 (1996).
26. Waller, K. V. T. and C. G. Nygardas, "On Inverse Response in Process Control," Ind. Eng. Chem. Fundam., 14 (3), 221 (1975).
27. Zhuang, M. and D. P. Atherton, "Automatic Tuning of Optimum PID Controllers," IEE Proc.-D, 140 (3), 216 (1993).
28. Ziegler, J. G. and N. B. Nichols, "Optimum Settings for Automatic Controllers," Trans. ASME, 64, 759 (1942).