On-line learning failure-tolerant neural-aided controller for earthquake excited structures

Journal of Engineering Mechanics

Volumn 134, Issue 3, 2008, Pages 258-268

  Narasimhan, Sriram ^a   Suresh, Sundaram ^b   Nagarajaiah, Satish ^c   Sundararajan, Narasimhan ^b  

^a UNIVERSITY OF WATERLOO   (Canada)

^b NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

^c Rice University   (United States)

Author keywords

Active control; Earthquake resistant structures; Failures; Neutral networks

Indexed keywords

DEGREES OF FREEDOM (MECHANICS); DISTANCE EDUCATION; NEURAL NETWORKS; ONLINE SYSTEMS; OPTIMAL CONTROL SYSTEMS; RADIAL BASIS FUNCTION NETWORKS; SEISMIC RESPONSE;

ACTIVE CONTROL; EXTENDED MINIMAL RESOURCE ALLOCATING NETWORK; SEQUENTIAL LEARNING RADIAL BASIS FUNCTION NEURAL NETWORK;

EARTHQUAKE RESISTANCE;

DEGREES OF FREEDOM (MECHANICS); DISTANCE EDUCATION; EARTHQUAKE RESISTANCE; NEURAL NETWORKS; ONLINE SYSTEMS; OPTIMAL CONTROL SYSTEMS; RADIAL BASIS FUNCTION NETWORKS; SEISMIC RESPONSE;

ACTIVE CONTROL; CONTROL SYSTEM; EARTHQUAKE ENGINEERING; FAILURE ANALYSIS; LEARNING; RESPONSE ANALYSIS; STRUCTURAL RESPONSE;

EID: 39549086108     PISSN: 07339399     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)0733-9399(2008)134:3(258)     Document Type: Article

References (32)

1. Ankireddi, S., and Yang, H. (1999). "Neural networks for sensor fault correction in structural control." J. Struct. Eng. JSENDH0733-944510.1061/(ASCE)0733-9445(1999)125:9(1056), 125(9), 1056-1064.
2. Bani-Hani, J., and Ghaboussi, J. (1998). "Nonlinear structural control using neural networks." J. Eng. Mech. JENMDT0733-939910.1061/(ASCE)0733-9399(1998)124:3(319), 124(3), 319-327.
3. Broomhead, D., and Lowe, D. (1988). "Multivariable functional interpolation and adaptive networks." Complex Syst. CPSYEN0891-2513, 2(3), 321-355.
4. Chen, H., Tsai, G., Qi, J., Yang, F., and Amini, F. (1995). "Neural network for structure control." J. Comput. Civ. Eng. JCCEE50887-380110.1061/(ASCE)0887-3801(1995)9:2(168), 9(2), 168-176.
5. x control problems." IEEE Trans. Autom. Control IETAA90018-928610.1109/9.29425, 34(8), 831-847.
6. Ghaboussi, J., and Joghataie, A. (1995). "Active control of structures using neural networks." J. Eng. Mech. JENMDT0733-939910.1061/(ASCE)0733-9399(1995)121:4(555), 121(4), 555-567.
7. Goldberg, D. (1989). Genetic algorithms in search, optimization and machine learning, Addison-Wesley, New York.
8. Gomi, H., and Kawato, M. (1990). "Learning control for a closed loop system using feedback-error-learning." Proc., 29th Conf. on Decision and Control, Vol. 6, Honolulu, IEEE, 3289-3294.
9. Green, M., and Limebeer, D. (1995). Linear robust control, Prentice-Hall, Englewood Cliffs, N.J.
10. Hecht-Nielsen, R. (1987). "Counterpropagation networks." Appl. Opt. APOPAI0003-6935, 26(23), 4979-4984.
11. Holland, H. (1975). Adaptation in natural and artificial systems, University of Michigan Press, Ann Arbor, Mich.
12. Houck, C., Jones, J., and Kay, M. (1995). "A genetic algorithm for function optimization: A matlab implementation." Rep. No. NCSU-IE TR 95-09, North Carolina State Univ., Raleigh, N.C.
13. Koh, B., Li, Z., Dharap, P., Nagarajaiah, S., and Phan, M. (2005). "Actuator failure detection through interaction matrix formulation." J. Guid. Control Dyn. JGCDDT0731-5090, 28(5), 895-901.
14. Li, Y., Sundararajan, N., and Saratchandran, P. (2000). "Analysis of minimal radial basis function network algorithm for real-time identification of nonlinear dynamic systems." Proc. IEEE IEEPAD0018-9219, 147(4), 476-484.
15. x controller design for aircraft auto-landing." IEEE Trans. Aerosp. Electron. Syst. IEARAX0018-925110.1109/TAES.2004.1292150, 40(1), 158-167.
16. Liut, D. A., Matheu, E., Singh, M., and Mook, D. (1999). "Neural-network of building structures by a force-matching training scheme." Earthquake Eng. Struct. Dyn. IJEEBG0098-884710.1002/ (SICI)1096-9845(199912)28:12<1601::AID-EQE884>3.0.CO;2-G, 28(12), 1601-1620.
17. Lu, Y., Sundararajan, N., and Saratchandran, P. (1998). "Performance evaluation of a sequential minimal radial basis function (RBF) neural network learning algorithm." IEEE Trans. Neural Netw. ITNNEP1045-922710.1109/72.661125, 9(2), 308-318.
18. Lu, Y. W., Sundararajan, N., and Saratchandran, P. (1997). "A sequential learning scheme for function approximation using minimal radial basis neural networks." Neural Comput. NEUCEB0899-766710.1162/neco.1997.9.1.1, 9(2), 1-18.
19. Madan, A. (2005). "Vibration control of building structures using self-organizing and self-learning neural networks." J. Sound Vib. JSVIAG0022-460X10.1016/j.jsv.2004.11.031, 287(4-5), 759-784.
20. Masri, S., Smyth, A., Chassiakos, A., Caughey, T., and Hunter, N. (2000). "Application of neural networks for detection of changes in nonlinear systems." J. Eng. Mech. JENMDT0733-939910.1061/ (ASCE)0733-9399(2000)126:7(666), 126(7), 666-676.
21. MATLAB. (2000). MATLAB software, The Math Works, Inc., Natick, Mass.
22. Michalewicz, Z. (1994). Genetic algorithms+data structures=evolution programs, AI Series, Springer, New York.
23. Moody, J., and Darken, C. J. (1989). "Fast learning in network of locally-tuned processing units." Neural Comput. NEUCEB0899-7667, 1(1), 281-294.
24. Nagarajaiah, S., and Narasimhan, S. (2006). "Smart base isolated benchmark building. Part II: Phase I sample controllers for linear isolation system." Struct. Health Monit. ZZZZZZ1475-9217, 13(3), 589-604.
25. x controller and novel SAIVF device." Earthquake Eng. Struct. Dyn. IJEEBG0098-884710.1002/eqe.559, 35(8), 920-942.
26. Narasimhan, S., Nagarajaiah, S., Gavin, H., and Johnson, E. A. (2006). "Base isolated benchmark building. Part I: Problem definition." Struct. Health Monit. ZZZZZZ1475-9217, 13(2), 573-588.
27. Narendra, K. S., and Parthasarathy, K. (1990). "Identification and control of dynamical systems using neural networks." IEEE Trans. Neural Netw. ITNNEP1045-922710.1109/72.80202, 1(1), 4-27.
28. Pashlikar, A., Sundararajan, N., and Saratchandran, P. (2005). "A fault-tolerant neural aided controller for aircraft auto-landing." Aerosp. Sci. Technol. ARSTFZ1270-963810.1016/j.ast.2005.05.002, 10(1), 49-61.
29. Sirca, J., and Adeli, H. (2004). "Counterpropagation neural network model for steel girder bridge structures." J. Bridge Eng. JBENF21084-070210.1061/(ASCE)1084-0702(2004)9:1(55), 9(1), 55-65.
30. Spencer, B. F., and Nagarajaiah, S. (2003). "State of the art of structural control." J. Struct. Eng. JSENDH0733-944510.1061/ (ASCE)0733-9445(2003)129:7(845), 129(7), 845-856.
31. Stengel, B. J. (1991). "Intelligent failure-tolerant control." IEEE Control Syst. Mag. ISMAD70272-170810.1109/37.88586, 11(4), 14-23.
32. Yang, J. N., Lin, S., and Jabbari, F. (2004). "H2-based control strategies for civil engineering structures." J. Struct. Control, 10(3-4), 205-230.