System reliability analysis using dominant failure modes identified by selective searching technique

The failure of a redundant structural system is often described by innumerable system failure modes such as combinations or sequences of local failures. An efficient approach is proposed to identify dominant failure modes in the space of random variables, and then perform system reliability analysis to compute the system failure probability. To identify dominant failure modes in the decreasing order of their contributions to the system failure probability, a new simulation-based selective searching technique is developed using a genetic algorithm. The system failure probability is computed by a multi-scale matrix-based system reliability (MSR) method. Lower-scale MSR analyses evaluate the probabilities of the identified failure modes and their statistical dependence. A higher-scale MSR analysis evaluates the system failure probability based on the results of the lower-scale analyses. Three illustrative examples demonstrate the efficiency and accuracy of the approach through comparison with existing methods and Monte Carlo simulations. The results show that the proposed method skillfully identifies the dominant failure modes, including those neglected by existing approaches. The multi-scale MSR method accurately evaluates the system failure probability with statistical dependence fully considered. The decoupling between the failure mode identification and the system reliability evaluation allows for effective applications to larger structural systems.

[1]  Palle Thoft-Christensen,et al.  Application of Structural Systems Reliability Theory , 1986 .

[2]  Feng Yuan-sheng A method for computing structural system reliability with high accuracy , 1989 .

[3]  M. J. D. Powell,et al.  A method for nonlinear constraints in minimization problems , 1969 .

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

[5]  Yoshisada Murotsu,et al.  Automatic generation of stochastically dominant failure modes of frame structures , 1984 .

[6]  Junho Song,et al.  Risk Analysis of Fatigue-Induced Sequential Failures by Branch-and-Bound Method Employing System Reliability Bounds , 2011 .

[7]  Ove Ditlevsen,et al.  Plastic Reliability Analysis By Directional Simulation , 1989 .

[8]  Sankaran Mahadevan,et al.  Fast failure mode identification for ductile structural system reliability , 1994 .

[9]  Paolo Gardoni,et al.  Post-hazard flow capacity of bridge transportation network considering structural deterioration of bridges , 2011 .

[10]  Theodore V. Galambos Systems reliability and structural design , 1990 .

[11]  Bora Gencturk,et al.  Further development of matrix-based system reliability method and applications to structural systems , 2012 .

[12]  R. K. Livesley,et al.  Matrix Methods of Structural Analysis , 1964 .

[13]  Joo-Sung Lee Basic Study on the Reliability Analysis of Structural Systems , 1989 .

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

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

[16]  Palle Thoft-Christensen,et al.  Structural Reliability Theory and Its Applications , 1982 .

[17]  R. Rackwitz,et al.  First-order concepts in system reliability , 1982 .

[18]  Junho Song,et al.  Finite-element-based system reliability analysis of fatigue-induced sequential failures , 2012, Reliab. Eng. Syst. Saf..

[19]  Yan-Gang Zhao,et al.  System Reliability Evaluation of Ductile Frame Structures , 1998 .

[20]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[21]  Junho Song,et al.  System reliability and sensitivity under statistical dependence by matrix-based system reliability method , 2009 .

[22]  Soo Yong Park A New Methodology for the Rapid Calculation of System Reliability of Complex Structures , 2001 .

[23]  Junho Song,et al.  Bounds on System Reliability by Linear Programming , 2003 .

[24]  Paolo Gardoni,et al.  Matrix-based system reliability method and applications to bridge networks , 2008, Reliab. Eng. Syst. Saf..

[25]  Ning Liu,et al.  System reliability evaluation of nonlinear continuum structures: a probabilistic FEM approach , 2004 .

[26]  Robert E. Melchers,et al.  Structural system reliability assessment using directional simulation , 1994 .

[27]  Masanobu Shinozuka,et al.  The Analysis of Structural Safety , 1964 .

[28]  M. D. McKay,et al.  A comparison of three methods for selecting values of input variables in the analysis of output from a computer code , 2000 .

[29]  Efstratios Nikolaidis,et al.  Engineering Design Reliability Handbook , 2004 .

[30]  G. I. Schuëller,et al.  Benchmark study on methods to determine collapse failure probabilities of redundant structures , 1982 .

[31]  Dan M. Frangopol,et al.  System reliability and redundancy in structural design and evaluation , 1994 .

[32]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

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

[34]  Ross B. Corotis,et al.  STRUCTURAL SYSTEM RELIABILITY USING LINEAR PROGRAMMING AND SIMULATION , 1989 .

[35]  Fred Moses New directions and research needs in system reliability research , 1990 .

[36]  Seung-Yong Ok,et al.  Multi-scale system reliability analysis of lifeline networks under earthquake hazards , 2009 .

[37]  Ajit Srividya,et al.  Automatic generation of stochastically dominant failure modes in frame structures for reliability studies , 1992 .

[38]  R. Ranganathan,et al.  Generation of dominant modes and reliability analysis of frames , 1987 .

[39]  C. Dunnett,et al.  Approximations to the probability integral and certain percentage points of a multivariate analogue of Student's t-distribution* , 1955 .

[40]  Yoshisada Murotsu,et al.  Approach to failure mode analysis of large structures , 1999 .

[41]  Fred Moses,et al.  System reliability developments in structural engineering , 1982 .

[42]  F Moses,et al.  RELIABILITY ANALYSIS FORMAT FOR OFFSHORE STRUCTURES , 1978 .

[43]  Armen Der Kiureghian,et al.  Multi-scale reliability analysis and updating of complex systems by use of linear programming , 2008, Reliab. Eng. Syst. Saf..