Nonlinear predictive control for a NNARX hydro plant model

Neural Computing and Applications

Volumn 16, Issue 2, 2007, Pages 101-108

  Kishor, Nand ^a   Singh, S P ^b  

^a INDIAN INSTITUTE OF TECHNOLOGY ROORKEE   (India)

^b INDIAN INSTITUTE OF TECHNOLOGY ROORKEE   (India)

Author keywords

Approximate predictive control; Identification; Neural network; Nonlinear predictive control

Indexed keywords

EID: 33847245911     PISSN: 09410643     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00521-006-0043-0     Document Type: Article

References (16)

1. Cominos P, Munro N (2002) PID controllers: recent tuning methods and design to specification. IEE Proc Control Theory Appl 149:46-53
2. Luqing YE, Shouping WEI, Zhaohui LI, Malik OP, Hope GS, Hancock GC (1990) An intelligent self-improving control strategy and its microprocessor-based implementation to a hydro-turbine governing system. Can J Electr Comput Eng 15:130-138
3. Zhaohui LI, Luqing YE, Shouping WEI, Malik OP, Hope OS, Hancock GC (1991) Field tests with a prototype duplicate microprocessor-based governor for a hydro turbine. IEEE Trans Energy Conversion 6:349-355
4. Zhaohui LI, Luqing YE, Shouping WEI, Malik OP, Hope OS, Hancock GC (1992) Fault tolerance aspects of a highly reliable microprocessor-based water turbine governor. IEEE Trans Energy Conversion 7:1-7
5. Zhaohui LI, Malik OP (1997) An orthogonal test approach based control parameter optimization and its application to a hydro-turbine governor. IEEE Trans Energy Conversion 12:388-393
6. Lansberry JE, Wozniak L (1992) Optimal hydro generator governor tuning with a genetic algorithm. IEEE Trans Energy Conversion 7:623-630
7. Yamamoto T, Kaneda M, Oki T, Watanabe E, Tanaka K (1995) Intelligent tuning of PID controllers. In: IEEE conference on intelligent systems for 21st century. Proceedings of systems, man and cybernetics, 22-25 October 1995, pp 2610-2615
8. Cheng Y-C, Ye L-O, Chuang F, Cai W-Y (2002) Anthropomorphic intelligent PID control and its application in hydro turbine governor. In: Proceedings of the 1st international conference on machine learning and cybernetics, 4-5 November 2002, pp 391-395
9. Kishor N, Saini RP, Singh SP (2005) Small hydro plant identification using NNARX structure. Neural Comput Appl 14:212-222
10. Constantin N (2003) Adaptive neural predictive techniques for nonlinear control. Stud Inform Control 12:285-291
11. Nørgaad M, Sørensen PH, Poulsen NK, Ravn O, Hansen LK (1996) Intelligent predictive control of nonlinear processes using neural networks. In: Proceedings of IEEE international symposium on intelligent control, pp 301-306
12. Quiroga OD (2000) Thesis: modelling and nonlinear control of voltage frequency of hydroelectric power plants. Universidad Politécnica De Cataluña, Spain
13. Cybenko G (1989) Approximations by superpositions of a sigmoidal function. Math Control Signals Syst 2 2:303-314
14. Funahashi K (1989) On the approximate realization of continuous mappings by neural networks. Neural Netw 2:183-192
15. Nørgaard M (2000) Neural network based system identification toolbox, Tech. Report. 00-E-891, Department of Automation, Technical University of Denmark
16. Nørgaard M, Ravn O, Poulsen NK, Hansen LK. (2000) Neural networks for modeling and control of dynamics systems, 1st edn. Springer, London