Reliability analysis of deteriorating structural systems

Abstract Reliability analysis of deteriorating structural systems requires the solution of time-variant reliability problems. In the general case, both the capacity of and the loads on the structure vary with time. This analysis can be approached by approximation through a series of time-invariant reliability problems, which is a potentially effective strategy for cases where direct solutions of the time-variant reliability problem are challenging, e.g. for structural systems with many elements or arbitrary load processes. In this contribution, we thoroughly review the formulation of the equivalent time-invariant reliability problems and extend this approximation to structures for which inspection and monitoring data is available. Thereafter, we present methods for efficiently evaluating the reliability over time. In particular, we propose the combination of sampling-based methods with a FORM (first-order reliability method) approximation of the series system reliability problem that arises in the computation of the lifetime reliability. The framework and algorithms are demonstrated on a set of numerical examples, which include the computation of the reliability conditional on inspection data.

[1]  A. Kiureghian,et al.  STRUCTURAL RELIABILITY UNDER INCOMPLETE PROBABILITY INFORMATION , 1986 .

[2]  Velautham Sarveswaran,et al.  Reliability analysis of deteriorating structures — the experience and needs of practising engineers , 1999 .

[3]  Jörg Schneider,et al.  Introduction to Safety and Reliability of Structures , 2017 .

[4]  C. Guedes Soares,et al.  Uncertainty Analysis of Load Combination Factors for Global Longitudinal Bending Moments of Double-hull Tankers , 2013 .

[5]  Siddhartha Ghosh,et al.  Reliability of a corroded RC beam based on Bayesian updating of the corrosion model , 2016 .

[6]  Iason Papaioannou,et al.  Bayesian Updating with Structural Reliability Methods , 2015 .

[7]  Robert E. Melchers,et al.  Reliability estimation of pressurised pipelines subject to localised corrosion defects , 1996 .

[8]  Henrik O. Madsen,et al.  Load Combinations in Codified Structural Design , 1980 .

[9]  M. Abdel-Hameed A Gamma Wear Process , 1975, IEEE Transactions on Reliability.

[10]  Iason Papaioannou,et al.  MCMC algorithms for Subset Simulation , 2015 .

[11]  J. Hammersley SIMULATION AND THE MONTE CARLO METHOD , 1982 .

[12]  R. Rackwitz,et al.  Time-variant reliability-oriented structural optimization and a renewal model for life-cycle costing , 2004 .

[13]  Mahesh D. Pandey,et al.  Gamma processes and peaks-over-threshold distributions for time-dependent reliability , 2007, Reliab. Eng. Syst. Saf..

[14]  Daniel Straub,et al.  Reliability Analysis and Updating of Inspected Ship Structures subject to Spatially Variable Corrosion , 2017 .

[15]  Junho Song,et al.  Cross-Entropy-Based Adaptive Importance Sampling Using Gaussian Mixture , 2013 .

[16]  A. Kiureghian,et al.  Optimization algorithms for structural reliability , 1991 .

[17]  R. Rackwitz,et al.  Structural reliability under combined random load sequences , 1978 .

[18]  C. Guedes Soares,et al.  Hull girder reliability using a Monte Carlo based simulation method , 2013 .

[19]  G. Bolton Reliability , 2003, Medical Humanities.

[20]  Robert E. Melchers,et al.  A fast approximate method for parameter sensitivity estimation in Monte Carlo structural reliability , 2004 .

[21]  O. Ditlevsen Narrow Reliability Bounds for Structural Systems , 1979 .

[22]  Daniel Straub,et al.  Reliability updating with equality information , 2011, 1203.5405.

[23]  R. Rackwitz,et al.  Non-Normal Dependent Vectors in Structural Safety , 1981 .

[24]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[25]  A. Genz,et al.  Computation of Multivariate Normal and t Probabilities , 2009 .

[26]  Bruce R. Ellingwood,et al.  Reliability-Based Service-Life Assessment of Aging Concrete Structures , 1993 .

[27]  Junho Song,et al.  Generalized Reliability Importance Measure (GRIM) using Gaussian mixture , 2018, Reliab. Eng. Syst. Saf..

[28]  Marvin Rausand,et al.  System Reliability Theory: Models, Statistical Methods, and Applications , 2003 .

[29]  Efstratios Nikolaidis,et al.  First- and Second-Order Reliability Methods , 2004 .

[30]  John Dalsgaard Sørensen,et al.  On the use of NDT Data for Reliability-Based Assessment of Existing Timber Structures , 2013 .

[31]  R. Rackwitz Reliability analysis—a review and some perspectives , 2001 .

[32]  Marios K. Chryssanthopoulos,et al.  Fatigue reliability of welded steel structures , 2006 .

[33]  Robert E. Melchers,et al.  Structural Reliability: Analysis and Prediction , 1987 .

[34]  David J. Sherwin,et al.  System Reliability Theory—Models and Statistical Methods , 1995 .

[35]  Jan M. van Noortwijk,et al.  A survey of the application of gamma processes in maintenance , 2009, Reliab. Eng. Syst. Saf..

[36]  Daniel Straub,et al.  Risk-based optimal inspection strategies for structural systems using dynamic Bayesian networks , 2019, Structural Safety.

[37]  Mahesh D. Pandey,et al.  Stochastic renewal process models for estimation of damage cost over the life-cycle of a structure , 2017 .

[38]  H. Pradlwarter,et al.  Reliability of Structures in High Dimensions , 2003 .

[39]  Rüdiger Rackwitz Optimizing systematically renewed structures , 2001, Reliab. Eng. Syst. Saf..

[40]  Bruno Sudret,et al.  The PHI2 method: a way to compute time-variant reliability , 2004, Reliab. Eng. Syst. Saf..

[41]  Y. K. Wen,et al.  On Fast Integration for Time Variant Structural Reliability , 1987 .

[42]  Daniel Straub,et al.  Reliability analysis and updating of deteriorating systems with subset simulation , 2017 .

[43]  Iason Papaioannou,et al.  Bayesian analysis of rare events , 2016, J. Comput. Phys..

[44]  Bruce R. Ellingwood,et al.  Risk-informed condition assessment of civil infrastructure: state of practice and research issues , 2005 .

[45]  C. Guedes Soares,et al.  Reliability of ship hulls subjected to corrosion and maintenance , 2013 .

[46]  Robert E. Melchers,et al.  Life‐Cycle Performance of RC Bridges: Probabilistic Approach , 2000 .

[47]  Dan M. Frangopol,et al.  Repair Optimization of Highway Bridges Using System Reliability Approach , 1999 .

[48]  J. Beck,et al.  Estimation of Small Failure Probabilities in High Dimensions by Subset Simulation , 2001 .

[49]  Michael Havbro Faber,et al.  The Ergodicity Assumption for Sea States in the Reliability Estimation of Offshore Structures , 1991 .

[50]  Dan M. Frangopol,et al.  Reliability, risk and lifetime distributions as performance indicators for life-cycle maintenance of deteriorating structures , 2014, Reliab. Eng. Syst. Saf..

[51]  S. Geyer,et al.  Cross entropy-based importance sampling using Gaussian densities revisited , 2019, Structural Safety.

[52]  Iason Papaioannou,et al.  Improved cross entropy-based importance sampling with a flexible mixture model , 2019, Reliab. Eng. Syst. Saf..

[53]  J. Ching,et al.  Transitional Markov Chain Monte Carlo Method for Bayesian Model Updating, Model Class Selection, and Model Averaging , 2007 .

[54]  Rüdiger Rackwitz,et al.  Optimization — the basis of code-making and reliability verification , 2000 .

[55]  Daniel Straub,et al.  Stochastic Modeling of Deterioration Processes through Dynamic Bayesian Networks , 2009 .

[56]  R. Rackwitz,et al.  Problems and solution strategies in reliability updating , 1998 .

[57]  M. Hohenbichler,et al.  Improvement Of Second‐Order Reliability Estimates by Importance Sampling , 1988 .

[58]  Henrik O. Madsen,et al.  Structural Reliability Methods , 1996 .

[59]  Costas Papadimitriou,et al.  Sequential importance sampling for structural reliability analysis , 2016 .

[60]  Henrik O. Madsen,et al.  Methods for Time‐Dependent Reliability and Sensitivity Analysis , 1990 .

[61]  Hans-Peter Kriegel,et al.  A Density-Based Algorithm for Discovering Clusters in Large Spatial Databases with Noise , 1996, KDD.

[62]  Niels C. Lind,et al.  Methods of structural safety , 2006 .

[63]  Daniel Straub,et al.  Generic Approaches to Risk Based Inspection Planning for Steel Structures , 2004 .

[64]  Robert E. Melchers,et al.  RELIABILITY OF DETERIORATING RC SLAB BRIDGES , 1997 .

[65]  G Defaux,et al.  PRINCIPLES OF RELIABILITY CALCULATIONS OF DETERIORATING STRUCTURES , 2003 .

[66]  Mark G. Stewart,et al.  Pitting corrosion and structural reliability of corroding RC structures: Experimental data and probabilistic analysis , 2008, Reliab. Eng. Syst. Saf..

[67]  Z. Botev The normal law under linear restrictions: simulation and estimation via minimax tilting , 2016, 1603.04166.