Improving knowledge of structural system behavior through multiple models

Journal of Structural Engineering

Volumn 134, Issue 4, 2008, Pages 553-561

  Smith, Ian F C ^a   Saitta, Sandro ^a  

^a EPFL   (Switzerland)

Author keywords

Data analysis; Measurement; Structural behavior

Indexed keywords

DATA MINING; ERROR ANALYSIS; IDENTIFICATION (CONTROL SYSTEMS); MATHEMATICAL MODELS; PRINCIPAL COMPONENT ANALYSIS;

ERROR SOURCES; STRUCTURAL SYSTEM BEHAVIOR;

STRUCTURAL DESIGN;

EID: 40849142361     PISSN: 07339445     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)0733-9445(2008)134:4(553)     Document Type: Article

References (41)

1. Alonso, C., Rodriguez, J., and Pulido, B. (2004). " Enhancing consistency based diagnosis with machine learning techniques.." Lect. Notes Comput. Sci. LNCSD9 0302-9743, 3040, 312-321.
2. Billington, D. (1979). Robert Maillart's bridges: The art of engineering, Princeton University Press, Princeton, N.J.
3. Chan, Z., Collins, L., and Kasabov, N. (2006). " An efficient greedy k -means algorithm for global gene trajectory clustering.." Expert Sys. Applic. ESAPEH 0957-4174, 30 (1), 137-141.
4. Chaudhary, M., Abe, M., Fujino, Y., and Yoshida, J. (2000). " Performance evaluation of two base-isolated bridges using seismic data.." J. Struct. Eng. JSENDH 0733-9445, 116 (10), 1187-1195.
5. Ding, C., and He, X. (2004). " K -means clustering via principal component analysis.." Proc., 21st Int. Conf. on Machine Learning, ACM Int. Conf. Proc. Series 29, Association for Computing Machinery, New York.
6. Falkenhainer, B., and Forbus, K. (1991). " Compositional modeling: Finding the right model for the job.." Artif. Intell. AINTBB 0004-3702 10.1016/0004-3702(91)90109-W, 51, 95-143.
7. Friswell, M., and Mottershead, J. (1995). Finite-element model updating in structural dynamics, Kluwer Academic, Dordrecht, The Netherlands.
8. Grossman, R., Kamath, C., Kegelmeyer, P., Kumar, V., and, Namburu, R., eds. (2001). Data mining for scientific and engineering applications, Kluwer Academic, Dordrecht, The Netherlands.
9. Hand, D., Mannila, H., and Smyth, P. (2001). Principles of data mining, MIT, Cambridge, Mass.
10. Jolliffe, I. (2002). Principal component analysis, Springer, New York.
11. Lendasse, A., Lee, J., De Bodt, E., Wertz, V., and Verleysen, M. (2001). " Dimension reduction of technical indicators for the prediction of financial time series-Application to the bel20 market index.." Eur. J. Econ. Soc. Syst., 15 (2), 31-48.
12. Lexin, L., and Hongzhe, L. (2004). " Dimension reduction methods for microarrays with application to censored survival data.." Technical Rep., Center for Bioinformatics and Molecular Biostatistics, 〈 http://repositories.cdlib.org/cbmb/surv2 〉.
13. Liu, P., and Chian, C. (1997). " Parametric identification of truss structures using static strains.." J. Struct. Eng. JSENDH 0733-9445 10.1061/(ASCE)0733-9445(1997)123:7(927), 123 (7), 927-933.
14. Ljung, L. (1999). System identification-Theory for the user, Prentice-Hall, Englewood Cliffs, N.J.
15. Nguyen, H., and Chan, C. (1999). " Applications of data analysis techniques for oil production prediction.." Artif. Intell. Eng. AIENEJ 0954-1810 10.1016/S0954-1810(98)00021-1, 13, 257-272.
16. Packhama, I., Rafiqb, M., Borthwickb, M., and Denham, S. (2005). " Interactive visualization for decision support and evaluation of robustness in theory and in practice.." Adv. Eng. Inf. ZZZZZZ 1474-0346, 19, 263-280.
17. Pan, X., Ye, X., and Zhang, S. (2005). " A hybrid method for robust car plate character recognition.." Eng. Applic. Artif. Intell. EAAIE6 0952-1976, 18 (8), 963-972.
18. Picone, J. (1990). " Duration in context clustering for speech recognition.." Speech Commun. SCOMDH 0167-6393, 9 (2), 119-128.
19. Raphael, B., and Smith, I. F. C. (1998). " Finding the right model for bridge diagnosis.." Lect. Notes Artif. Intell., 1454, 308-319.
20. Raphael, B., and Smith, I. F. C. (2003a). " A direct stochastic algorithm for global search.." J. Appl. Math. Comput., 146 (2-3), 729-758.
21. Raphael, B., and Smith, I. F. C. (2003b). Fundamentals of computer-aided engineering, Wiley, New York.
22. Reich, G. W., and Park, K. C. (2001). " A theory for strain-based structural system identification.." J. Appl. Mech. JAMCAV 0021-8936 10.1115/1.1379954, 68 (4), 521-527.
23. Robert-Nicoud, Y. (2003). " Une methodologie mesures-Modeles pour l'identification de systemes de genie civil.." Ph.D. thesis, Ecole Polytechnique Federale de Lausanne, Lausanne, Switzerland.
24. Robert-Nicoud, Y., Raphael, B., and Smith, I. (2000). " Decision support through multiple models and probabilistic search.." Proc., Construction Information Technology, 765-779.
25. Robert-Nicoud, Y., Raphael, B., and Smith, I. F. C. (2004). " Improving the reliability of system identification.." Next Gener. Intell. Syst. Eng., Fortschr.-Ber. VDI, 4 (199), 100-109.
26. Robert-Nicoud, Y., Raphael, B., Burdet, O., and Smith, I. F. C. (2005a). " Model identification of bridges using measurement data.." Comput. Aided Civ. Infrastruct. Eng. CCIEFR 1093-9687 10.1111/j.1467-8667.2005.00381.x, 20 (2), 118-131.
27. Robert-Nicoud, Y., Raphael, B., and Smith, I. F. C. (2005b). " Configuration of measurement systems using Shannon's entropy function.." Comput. Struct. CMSTCJ 0045-7949 10.1016/j.compstruc.2004.11.007, 83 (8-9), 599-612.
28. Robert-Nicoud, Y., Raphael, B., and Smith, I. F. C. (2005c). " System identification through model composition and stochastic search.." J. Comput. Civ. Eng. JCCEE5 0887-3801 10.1061/(ASCE)0887-3801(2005)19:3(239), 19 (3), 239-247.
29. Saitta, S., Raphael, B., and Smith, I. F. C. (2005). " Data mining techniques for improving the reliability of system identification.." Adv. Eng. Inf. ZZZZZZ 1474-0346, 19 (4), 289-298.
30. Salvo, A. (2006). " Ponts de Robert Maillart.." Technical Rep., EPFL-MCS, Lausanne, Switzerland.
31. Sempere, J., and Lopez, D. (2003). " Learning decision trees and tree automata for a syntactic pattern recognition task.." Pattern Recogn. Image Anal., 943-950.
32. Shirazi Kia, S., Noroozi, S., Carse, B., and Vinney, J. (2005). " Application of data mining techniques in predicting the behaviour of composite joints.." Proc., 8th Int. Conf. on the Application of Artificial Intelligence to Civil, Structural, and Environmental Engineering (CD-ROM), Civil-Comp, Stirling, U.K.
33. Smith, I. F. C. (2005). " Sensors, models, and videotape.." Proc., Int. Conf. on Computing in Civil Engineering, ASCE, Reston Va.
34. Tan, P.-N., Steinbach, M., and Kumar, V. (2006). Introduction to data mining, Addison-Wesley, Boston.
35. Washio, T. (2007). " Applications eligible for data mining.." Adv. Eng. Inf. ZZZZZZ 1474-0346, 21, 241-242.
36. Webb, A. (2002). Statistical pattern recognition, Wiley, New York.
37. Wilking, D., and Roefer, T. (2004). " Realtime object recognition using decision tree learning.." RoboCup, lecture notes in artificial intelligence, Vol. 3276, Springer, New York, 556-563.
38. Xu, L., Yan, Y., Cornwell, S., and Riley, G. (2005). " Online fuel tracking by combining principal component analysis and neural network techniques.." IEEE Trans. Instrum. Meas. IEIMAO 0018-9456, 54 (4), 1640-1645.
39. Yan, L., Fraser, M., Oliver, K., Elgamal, A., Conte, J., and Fountain, T. (2005). " Traffic pattern recognition using an active learning neural network and principal components analysis.." Proc., 8th Int. Conf. on the Application of Artificial Intelligence to Civil, Structural, and Environmental Engineering, Civil-Comp, Stirling, U.K.
40. Yun, C.-B., Yi, J.-H., and Bahng, E. (2001). " Joint damage assessment of framed structures using a neural networks technique.." Eng. Struct. ENSTDF 0141-0296 10.1016/S0141-0296(00)00067-5, 23, 425-435.
41. Zhou, L., Shi, Y., Feng, J., and Sears, A. (2005). " Data mining for detecting errors in dictation speech recognition.." IEEE Trans. Speech Audio Process. IESPEJ 1063-6676, 13 (5), 681-688.