Model uncertainty and Bayesian updating in reliability-based inspection

In this paper, a Bayesian procedure is proposed to quantify the modeling uncertainty, including the uncertainty in mechanical and statistical model selection and the uncertainty in distribution parameters. The procedure is developed first using a simple example and then is applied to a fatigue reliability problem, with the combination of two competing crack growth models and considering the uncertainty in the statistical distribution parameters for each model. This Bayesian failure probability analysis can be incorporated with information from nondestructive inspections performed on the structure to derive more realistic reliability estimates. The procedure for updating the mechanical model, probabilistic model, distribution parameter statistics and reliability is illustrated for the fatigue reliability problem.

[1]  F. A. Simonen Nondestructive Examination Reliability , 1995 .

[2]  J. E. Harding,et al.  Steel in marine structures: Edited by C. Noordhoek and J. de Back. 1987. Elsevier Science Publishers. 953 pp. Price: Dfl 510·00 hardback. (ISBN 0444428054) , 1988 .

[3]  C. Guedes Soares Bayesian Prediction of Design Wave Heights , 1989 .

[4]  Bruce R. Ellingwood,et al.  Role of non-destructive evaluation in time-dependent reliability analysis , 1998 .

[5]  Achintya Haldar,et al.  RELIABILITY-BASED STRUCTURAL FATIGUE DAMAGE EVALUATION AND MAINTENANCE USING NON-DESTRUCTIVE INSPECTIONS , 1997 .

[6]  Achintya Haldar,et al.  Fatigue‐Reliability Updating through Inspections of Steel Bridges , 1994 .

[7]  Pedro Albrecht,et al.  Risk analysis of extending the service life of steel bridges , 1986 .

[8]  C. Guedes Soares Probabilistic methods for structural design , 1997 .

[9]  William G. Byers,et al.  FATIGUE RELIABILITY REASSESSMENT PROCEDURES: STATE-OF-THE-ART PAPER , 1997 .

[10]  H. Madsen Stochastic Modeling of Fatigue Crack Growth and Inspection , 1997 .

[11]  G. Edwards,et al.  A Bayesian procedure for drawing inferences from random data , 1984 .

[12]  C. Guedes Soares Quantification of Model Uncertainty in Structural Reliability , 1997 .

[13]  C. Sundararajan,et al.  Probabilistic Structural Mechanics Handbook , 1995 .

[14]  A. J. Mcevily,et al.  Crack opening displacement and the rate of fatigue crack growth , 1972 .

[15]  Johannes Weertman,et al.  Rate of growth of fatigue cracks calculated from the theory of infinitesimal dislocations distributed on a plane , 1966 .

[16]  Bruce R. Ellingwood,et al.  Stochastic fatigue crack growth in steel structures subjected to random loading , 1998 .

[17]  Henning Agerskov,et al.  Fatigue in Steel Highway Bridges under Random Loading , 2000 .

[18]  C. Guedes Soares,et al.  Reliability of maintained ship hull girders subjected to corrosion and fatigue , 1998 .

[19]  Achintya Haldar,et al.  FATIGUE-RELIABILITY EVALUATION OF STEEL BRIDGES , 1994 .

[20]  Petr Lukáš,et al.  Influence of strength and stress history on growth and stabilisation of fatigue cracks , 1972 .

[21]  Palle Thoft-Christensen,et al.  Reliability and Optimization of Structural Systems , 2019 .

[22]  P. C. Paris,et al.  A Critical Analysis of Crack Propagation Laws , 1963 .