A new reliability analysis method based on the conjugate gradient direction

Reliability-based design optimization (RBDO) is an important area in structural optimization. A principal step of the RBDO process is to solve a reliability analysis problem. This problem has been considered in inner loop of double-loop RBDO approaches. Although many algorithms have been developed for solving this problem, there are still some challenges. Existing algorithms do not have good convergence rates and often diverge. There is a need to develop more efficient and stable algorithms that can be used for evaluating all performance functions sufficiently. In this paper, a new method, called “Conjugate Gradient Analysis (CGA) Method”, is proposed to apply in the reliability analysis problems. This method is based on the conjugate gradient method. Some mathematical problems are provided in order to demonstrate the advantages of the proposed method compared with the existing methods.

[1]  P. Wolfe Convergence Conditions for Ascent Methods. II , 1969 .

[2]  P. Wolfe Convergence Conditions for Ascent Methods. II: Some Corrections , 1971 .

[3]  H. Crowder,et al.  Linear convergence of the conjugate gradient method , 1972 .

[4]  A. M. Hasofer,et al.  Exact and Invariant Second-Moment Code Format , 1974 .

[5]  M. J. D. Powell,et al.  Some convergence properties of the conjugate gradient method , 1976, Math. Program..

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

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

[8]  Tae Won Lee,et al.  A Reliability-Based Optimal Design Using Advanced First Order Second Moment Method , 1987 .

[9]  E. Nikolaidis,et al.  Reliability based optimization: A safety index approach , 1988 .

[10]  Jasbir S. Arora,et al.  Introduction to Optimum Design , 1988 .

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

[12]  Mokhtar S. Bazaraa,et al.  Nonlinear Programming: Theory and Algorithms , 1993 .

[13]  John Dalsgaard Sørensen,et al.  Reliability-Based Optimization in Structural Engineering , 1994 .

[14]  O. Axelsson Iterative solution methods , 1995 .

[15]  Timothy K. Hasselman,et al.  Reliability based structural design optimization for practical applications , 1997 .

[16]  Kyung K. Choi,et al.  A NEW STUDY ON RELIABILITY-BASED DESIGN OPTIMIZATION , 1999 .

[17]  Kyung K. Choi,et al.  On Probabilistic Approaches for Reliability-Based Design Optimization (RBDO) , 2002 .

[18]  Xiaoping Du,et al.  Sequential Optimization and Reliability Assessment Method for Efficient Probabilistic Design , 2004, DAC 2002.

[19]  Bilal M. Ayyub,et al.  Probability, Statistics, and Reliability for Engineers and Scientists , 2003 .

[20]  Kyung K. Choi,et al.  Hybrid Analysis Method for Reliability-Based Design Optimization , 2003 .

[21]  B. Youn,et al.  An Investigation of Nonlinearity of Reliability-Based Design Optimization Approaches , 2004 .

[22]  Kyung K. Choi,et al.  Selecting probabilistic approaches for reliability-based design optimization , 2004 .

[23]  G. Cheng,et al.  A sequential approximate programming strategy for reliability-based structural optimization , 2006 .

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

[25]  Dan Frangopol Structural Design Optimization Considering Uncertainties: Structures & Infrastructures Book , Vol. 1, Series, Series Editor: Dan M. Frangopol , 2008 .

[26]  Manolis Papadrakakis,et al.  Structural design optimization considering uncertainties , 2008 .

[27]  Xu Guo,et al.  Confidence extremal structural response analysis of truss structures under static load uncertainty via SDP relaxation , 2009 .

[28]  Xu Guo,et al.  Confidence structural robust design and optimization under stiffness and load uncertainties , 2009 .

[29]  Xiaoping Du,et al.  A Second-Order Reliability Method With First-Order Efficiency , 2010 .

[30]  Alaa Chateauneuf,et al.  Benchmark study of numerical methods for reliability-based design optimization , 2010 .

[31]  Xiaoping Du,et al.  Time-Dependent Reliability Analysis for Function Generator Mechanisms , 2011 .

[32]  Hong-Zhong Huang,et al.  System Reliability Based Design Optimization with Monte Carlo simulation , 2012, 2012 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering.

[33]  Rubens Sampaio,et al.  Reliability-Based Optimization , 2015 .