A linear approximation for redundant reliability problems with multiple component choices

This paper investigates the series-parallel redundant reliability problems subject to multiple separable linear constraints, where each subsystem has multiple component choices. The problems generalize the typical series-parallel reliability problems when the number of component choices for each subsystem is set to one. Instead of conventional approaches, e.g. dynamic programming, geometric programming and piecewise linear approximation, a simple linear programming approach is proposed to approximate the integer nonlinear programming problem. Numerical results for test problems with single (multiple) component choice(s) are reported and compared. Limited numerical results demonstrate the efficiency and the effectiveness of the proposed approach. Additionally, results obtained from the approach proposed herein might provide an effective lower bound for branch-and-bound methods to obtain the global optimum for the problem.

[1]  M. F. Cardoso,et al.  Nonequilibrium simulated annealing : a faster approach to combinatorial minimization , 1994 .

[2]  J. Sharma,et al.  A new geometric programming formulation for a reliability problem , 1973 .

[3]  Way Kuo,et al.  An annotated overview of system-reliability optimization , 2000, IEEE Trans. Reliab..

[4]  Dorit S. Hochbaum,et al.  A nonlinear Knapsack problem , 1995, Oper. Res. Lett..

[5]  David W. Coit,et al.  Reliability optimization of series-parallel systems using a genetic algorithm , 1996, IEEE Trans. Reliab..

[6]  Charles R. Johnson,et al.  Matrix analysis , 1985, Statistical Inference for Engineers and Data Scientists.

[7]  Mitsuo Gen,et al.  Genetic algorithm for non-linear mixed integer programming problems and its applications , 1996 .

[8]  M. Mazumdar,et al.  Use of Geometric Programming to Maximize Reliability Achieved by Redundancy , 1968, Oper. Res..

[9]  V. Ravi,et al.  Nonequilibrium simulated-annealing algorithm applied to reliability optimization of complex systems , 1997 .

[10]  Laura Painton,et al.  Genetic algorithms in optimization of system reliability. , 1995 .

[11]  Hiroshi Kamada,et al.  Surrogate Constraints Algorithm for Reliability Optimization Problems with Multiple Constraints , 1981, IEEE Transactions on Reliability.

[12]  Y. Hsieh,et al.  Genetic algorithms for reliability design problems , 1998 .

[13]  Nam Kee Lee,et al.  System Reliability Allocation and a Computational Algorithm , 1968 .

[14]  Alice E. Smith,et al.  Penalty guided genetic search for reliability design optimization , 1996 .

[15]  Manuel Laguna,et al.  Tabu Search , 1997 .