An Efficient Reliability-based Optimization Method for Uncertain Structures Based on Non-probability Interval Model

In this paper, an efficient interval optimization method based on a reliability-based possibility degree of interval (RPDI) is suggested for the design of uncertain structures. A general nonlinear interval optimization problem is studied in which the objective function and constraints are both nonlinear and uncertain. Through an interval order relation and a reliability-based possibility degree of interval, the uncertain optimization problem is transformed into a deterministic one. A sequence of approximate optimization problems are constructed based on the linear approximation technique. Each approximate optimization problem can be changed to a traditional linear programming problem, which can be easily solved by the simplex method. An iterative framework is also created, in which the design space is updated adaptively and a fine optimum can be well reached. Two numerical examples are investigated to demonstrate the effectiveness of the present method. Finally, it is employed to perform the optimization design of a practical automobile frame.

[1]  H. Ishibuchi,et al.  Multiobjective programming in optimization of the interval objective function , 1990 .

[2]  Zhang Quan,et al.  A Ranking Approach for Interval Numbers in Uncertain Multiple Attribute Decision Making Problems , 1999 .

[3]  Hans-Jürgen Zimmermann,et al.  Fuzzy mathematical programming , 1983, Comput. Oper. Res..

[4]  Ramon E. Moore Methods and applications of interval analysis , 1979, SIAM studies in applied mathematics.

[5]  R. Haftka,et al.  Structural design under bounded uncertainty-optimization with anti-optimization , 1994 .

[6]  Xu Han,et al.  A New Interval Comparison Relation and Application in Interval Number Programming for Uncertain Problems , 2011 .

[7]  I. Elishakoff,et al.  Probabilistic Methods in the Theory of Structures , 1984 .

[8]  I. Doltsinis,et al.  ROBUST DESIGN OF STRUCTURES USING OPTIMIZATION METHODS , 2004 .

[9]  G. P. Liu,et al.  A nonlinear interval number programming method for uncertain optimization problems , 2008, Eur. J. Oper. Res..

[10]  C. Jiang,et al.  A sequential nonlinear interval number programming method for uncertain structures , 2008 .

[11]  G. Cheng,et al.  Robust design of non-linear structures using optimization methods , 2005 .

[12]  R. Wets,et al.  Stochastic programming , 1989 .

[13]  V. I. Levin Nonlinear optimization under interval uncertainty , 1999 .

[14]  S. P. Gurav,et al.  Bounded-But-Unknown uncertainty optimization using design sensitivities and parallel computing: Application to MEMS , 2005 .