Nonlinear system identification of large-scale smart pavement systems

Expert Systems with Applications

Volumn 40, Issue 9, 2013, Pages 3551-3560

  Kim, Yeesock ^a   Mallick, Rajib ^a   Bhowmick, Sankha ^b   Chen, Bao Liang ^a  

^a Worcester Polytechnic Institute   (United States)

^b Department of Electrical and Computer Engineering   (United States)

Author keywords

Adaptive neuro fuzzy inference system (ANFIS); Fuzzy logic; Neural network; Pipe network; Smart pavement system; System identification

Indexed keywords

ADAPTIVE NEURO-FUZZY INFERENCE SYSTEM; ANFIS MODEL; COMPLEX BEHAVIOR; ENVIRONMENTAL CONDITIONS; EXPERIMENTAL DATUM; HEALTH MONITORING; IDENTIFICATION APPROACH; INPUT AND OUTPUTS; LARGE-SCALE EXPERIMENTAL TESTS; OUTPUT SIGNAL; PAVEMENT SYSTEMS; PIPE NETWORK SYSTEMS; PIPE NETWORKS; TEMPERATURE FLUCTUATION; TRAINING PROCESS; WATER FLOWS;

EQUIPMENT TESTING; FUZZY LOGIC; IDENTIFICATION (CONTROL SYSTEMS); MATHEMATICAL MODELS; NEURAL NETWORKS; SOLAR RADIATION; SUN; TEMPERATURE DISTRIBUTION;

PAVEMENTS;

EID: 84874658992     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2012.12.062     Document Type: Article

References (28)

1. Alhanafy, T. E. (2007). A systematic algorithm to construct neuro-fuzzy inference system. In 16th international conference on software engineering and data engineering. Las Vegas, Nevada, USA.
2. K. Bani-Hani, J. Ghaboussi, and S.P. Schneider Experimental study of identification and control of structures using neural network Part 1: Identification Earthquake Engineering and Structural Dynamics 28 1999 995 1018
3. W.T.V. Bijsterveld, L.J.M. Houben, A. Scarpas, and A.A.A. Molenaar Using pavement as solar collector-effect on pavement temperature and structural response Transportation Research Board 1778 2001 140148
4. Y. Chen, B. Yang, A. Abraham, and L. Peng Automatic design of hierarchical Takagi-Sugeno type fuzzy systems using evolutionary algorithms IEEE Transactions on Fuzzy Systems 15 2007 385 397
5. A.D. Chiasson, J.D. Spitler, S.J. Rees, and M.D. Smith A model for simulating the performance of a pavement heating system as a supplemental heat rejecter with closed-loop ground-source heat pump systems Journal of Solar Energy Engineering 122 2000 183 191
6. H. Du, and N. Zhang Application of evolving Takagi-Sugeno fuzzy model to nonlinear system identification Applied Soft Computing 8 2008 676 686
7. L. Faravelli, and T. Yao Use of adaptive networks in fuzzy control of civil structures Computer-Aided Civil and Infrastructure Engineering 11 1996 67 76
8. D.P. Filev Fuzzy modeling of complex systems International Journal of Approximate Reasoning 5 1991 281 290
9. K. Gopalakrishnan, and S.K. Khaitan Finite element based adaptive neuro-fuzzy inference technique for parameter identification of multi-layered transportation structures Transport 25 2010 58 65
10. Z. Gu, and S. Oyadiji Application of MR damper in structural control using ANFIS method Computers and Structures 86 2008 427 436
11. M. Hasebe, Y. Kamikawa, and S. Meiarashi Thermoelectric generators using solar thermal energy in heated road pavement International Conference on Thermoelectrics 2006 2006 697 700
12. S.L. Hung, C.S. Huang, C.M. Wen, and Y.C. Hsu Nonparametric identification of a building structure from experimental data using wavelet neural network Computer-Aided Civil and Infrastructure Engineering 18 2003 356 368
13. M. Jalili-Kharaajoo Nonlinear system identification using ANFIS based on emotional learning Lecture Notes in Computer Science 3315 2004 697 707
14. J.S.R. Jang, C.T. Sun, and E. Mizutani Neuro-fuzzy and soft computing 1997 Prentice Hall Upper Saddle River, New Jersey, USA
15. T.A. Johansen, and R. Babuška Multiobjective identification of Takagi-Sugeno fuzzy models IEEE Transactions on Fuzzy Systems 11 2003 847 860
16. A. Kawakami, and K. Kubo Development of a cool pavement for mitigating the urban heat island effect in Japan ISAP 2008 2008 423 434
17. Kim, Y.; Langari, R. (2007). Nonlinear identification and control of a building structure with a magnetorheological damper system. In American control conference, July 11-13. New York.
18. Kim, Y.; Hurlebaus, S.; Sharifi, R.; Langari, R. (2009). Nonlinear identification of MIMO smart structures. In ASME dynamic systems and control conference, October 12-14. Hollywood, California.
19. Y. Kim, S. Hurlebaus, and R. Langari Fuzzy identification of building-MR damper system International Journal of Intelligent and Fuzzy Systems 22 2011 1 21
20. Langari, R. (1999). Past, present and future of fuzzy control: A case for application of fuzzy logic in hierarchical control. In Proceedings of 18th international conference of the North American fuzzy information processing society-NAFIPS (pp. 760-765). New York City, New York, USA.
21. R.B. Mallick, B.L. Chen, and S. Bhowmick Harvesting energy from asphalt pavements and reducing the heat island effect International Journal of Sustainable Engineering 2 2009
22. Mallick, R. B.; Chen, B. L.; Bhowmick, S.; Hulen, M. (2008). Capturing solar energy from asphalt pavements. In International symposium on asphalt pavements and environment, international society for asphalt pavements. Zurich, Switzerland.
23. Mallick, R. B.; Chen, B. L.; Bhowmick, S. (2009b). Reduction of urban heat island effect through harvest of heat energy from asphalt pavements. In The proceedings of the 2nd international conference on countermeasures to urban heat Islands effect, September. Berkeley, CA.
24. Mallick, R. B.; Carelli, J.; Albano, L.; Chen, B.; Bhowmick, S. (2010). A multiphysics approach to optimize systems for harvesting heat energy and reducing the urban heat island effect of asphalt pavements. In 11th international conference on asphalt pavements. international society of asphalt pavements (ISAP). Nagoya, Japan.
25. T. Takagi, and M. Sugeno Fuzzy identification of systems and its applications to modeling and control IEEE Transactions on Systems, Man, and Cybernetics 15 1985 116 132
26. R.R. Yager, and D.P. Filev Unified structure and parameter identification of fuzzy models IEEE Transactions on Systems, Man, and Cybernetics 23 1993 1198 1205
27. J. Yan, and R. Langari Fuzzy logic-intelligence, control, and information 1998 Prentice Hall Upper Saddle River, New Jersey, USA
28. L.A. Zadeh Fuzzy sets Information and Control 8 1965 338 353