Support vector machine based aerodynamic analysis of cable stayed bridges

Advances in Engineering Software

Volumn 40, Issue 9, 2009, Pages 830-835

  Lute, Venkat ^a   Upadhyay, Akhil ^a   Singh, K K ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY ROORKEE   (India)

Author keywords

Aerodynamic; Cable stayed bridge; Flutter derivatives; Flutter velocity; Support vector machine

Indexed keywords

CABLES; DERIVATIVES; FLUTTER (AERODYNAMICS); GAS DYNAMICS; IMAGE RETRIEVAL; STRUCTURAL DESIGN; SUPPORT VECTOR MACHINES; TUNNELS; VECTORS; WIND TUNNELS;

AERODYNAMIC ANALYSIS; AERODYNAMIC DERIVATIVES; AERODYNAMIC FORCES; CRITICAL SPEED; EXPERIMENTAL DATUM; FLUTTER DERIVATIVES; FLUTTER INSTABILITIES; FLUTTER VELOCITY; SECTIONAL MODELS; SELF-EXCITED VIBRATIONS; STRUCTURAL MOTIONS; WIND TUNNEL TESTS; WIND-RESISTANT DESIGNS;

CABLE STAYED BRIDGES;

EID: 67349108621     PISSN: 09659978     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.advengsoft.2009.01.008     Document Type: Article

References (22)

1. Chen C.H. Determination of flutter derivatives via a neural network approach. J Sound Vib 263 (2003) 797-813
2. Ge Y.J., and Tanaka H. Aerodynamic flutter analysis of cable supported bridges by multimode and full mode approaches. J Wind Eng Ind Aerodyn 86 (2000) 123-153
3. Huynh T., and Palle T.C. Suspension bridge flutter for girders with separate control flaps. J Bridge Eng, ASCE 6 3 (2001) 168-175
4. Jain A., Jones N.P., and Scanlan R.H. Coupled flutter and buffeting analysis of long span bridges. J Struct Eng, ASCE 122 7 (1996) 716-725
5. Jung S., Ghaboussi J., and Kwon S.D. Estimation of aeroelastic parameters of bridge decks using neural networks. J Eng Mech, ASCE 130 11 (2002) 1356-1364
6. Kiviluoma R. Frequency-domain approach for calculating wind induced vibration and aeroelastic stability characteristics of long span bridges. PhD thesis, Acta Polytechnica Scandinavica, 2001.
7. Krishna P. Aerodynamic issues in cable bridges. In: Structural engineering world congress, November 2007 Bangalore, India; 2007.
8. Larsen A., and Walther J.H. Aeroelastic analysis of bridge girder sections based on discrete vortex simulation. J Wind Eng Ind Aerodyn 67 68 (1997) 253-265
9. Matsumoto M., Kobayashi Y., and Shirato H. The influence of aerodynamic derivatives on flutter. J Wind Eng Ind Aerodyn 60 (1996) 227-239
10. Mishra S.S., Kumar K., and Krishna P. Aero-elastic analysis of super long-span cable stayed bridge from flutter derivatives. Adv Bridge Eng March (2006) 263-277
11. Mita A., and Hagiwara H. Damage diagnosis of a building structure using support vector machine and modal frequency patterns. In: Liu S.C. (Ed). Smart structures and materials 2003: smart systems and nondestructive evaluation for civil infrastructures (2003), The International Society for Optical Engineering, Bellingham (WA)
12. Mohandes M.A., Halawani T.O., Rehman S., and Hussain A.A. Support vector machine for wind speed prediction. Renew Energy 29 (2004) 939-947
13. Scanlan R.H., and Jones N.P. Aero-elastic analysis of cable stayed bridges. J Struct Eng, ASCE 116 2 (1990) 270-297
14. Scanlan R.H., and Tomko J. Airfoil and bridge deck flutter derivatives. J Eng Mech Div, ASCE 97 6 (1971) 1717-1737
15. Scholkopf B., Mika S., Burges C.J.C., Knirsch P., Muller K.R., Ratsch G., et al. Input space versus feature space in kernel-based methods. IEEE Trans Neural Networks 10 5 (1999)
16. Simiu E., and Scanlan H. Wind effects on structures: fundamental and applications to design. 3rd ed. (1996), A Wiley-International Publications, New York
17. Strommen E., Hansen E.H., Hansen S.O., and Jakobsen J.B. Aerodynamic investigations for the tender design concept of the Oresund cable stayed bridge. J Wind Eng Ind Aerodyn 80 (1999) 351-372
18. Vapnik V.N. An overview of statistical learning theory. IEEE Trans Neural Networks 10 5 (1999) 988-999
19. Vapnik V.N. Statistical learning theory (1998), Wiley, New York
20. Xiang H.F., Chen A.R., and Lin Z.X. An introduction to the Chinese wind resistant design guideline for highway bridges. J Wind Eng Ind Aerodyn 74-76 (1998) 903-911
21. Xiang HF, Zhang R. On mechanism of flutter and unified flutter theory of bridges. In: Wind engineering into the 21st century, Larsen, Rotterdam; 1999. p. 1069-74.
22. Yoshizumi H.I.F. An experimental approach on aerodynamic stability of a cable stayed cantilever bridges. J Wind Eng Ind Aerodyn 90 (2002) 2099-2111