A Bayesian framework is used for updating the probability distributions of the parameters of a fracture mechanics model and of crack size in tubular joints using information from inspection reports of fixed offshore structures. An error model, defined as the logarithmic difference between measured crack size during inspection and crack size predicted by the fracture mechanics model, is assumed to have a normal distribution with known mean and uncertain variance. The distribution of the error variance is modeled by a conjugate distribution for samples of normal variables with known mean and uncertain variance. Based on these assumptions, an analytical model is obtained using a Bayesian approach for the updated distributions of the parameters of the fracture mechanics model and of crack size based. The capabilities of the model are illustrated by means of examples using the Paris-Erdogan formulation for crack growth. The examples illustrate the effects of inspection times, measured crack size, and the distribution of stress ranges on the updated density functions of crack size, time varying reliability and expected cost of failure.
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August 2004
Technical Papers
A Bayesian Model for the Probability Distribution of Fatigue Damage in Tubular Joints
Ernesto Heredia-Zavoni,
e-mail: eheredia@imp.mx
Ernesto Heredia-Zavoni
Instituto Mexicano del Petro´leo, Eje Central La´zaro Ca´rdenas 152, San Bartolo Atepehuacan, Me´xico DF 07730
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Roberto Montes-Iturrizaga
Roberto Montes-Iturrizaga
Instituto Mexicano del Petro´leo, Eje Central La´zaro Ca´rdenas 152, San Bartolo Atepehuacan, Me´xico DF 07730
Search for other works by this author on:
Ernesto Heredia-Zavoni
Instituto Mexicano del Petro´leo, Eje Central La´zaro Ca´rdenas 152, San Bartolo Atepehuacan, Me´xico DF 07730
e-mail: eheredia@imp.mx
Roberto Montes-Iturrizaga
Instituto Mexicano del Petro´leo, Eje Central La´zaro Ca´rdenas 152, San Bartolo Atepehuacan, Me´xico DF 07730
Contributed by the OOAE Division for publication in the JOURNAL OF OFFSHORE MECHANICS AND ARCTIC ENGINEERING. Manuscript received December 2, 2002; final revision, September 15, 2003. Associate Editor: B. Leira.
J. Offshore Mech. Arct. Eng. Aug 2004, 126(3): 243-249 (7 pages)
Published Online: September 20, 2004
Article history
Received:
December 2, 2002
Revised:
September 15, 2003
Online:
September 20, 2004
Citation
Heredia-Zavoni, E., and Montes-Iturrizaga, R. (September 20, 2004). "A Bayesian Model for the Probability Distribution of Fatigue Damage in Tubular Joints ." ASME. J. Offshore Mech. Arct. Eng. August 2004; 126(3): 243–249. https://doi.org/10.1115/1.1782645
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