다중 구속조건에 대한 위상최적화 기법의 성능 비교

Comparative Study of Optimization Algorithms in Optimal Topology Design with a Large Number of Constraints

초록

This paper presents the comparative study about optimization algorithms in optimal topology design with multiple constraints. As the optimization problem has more constraints, it becomes more difficult to find the optimum solution in the feasible region and the value of the objective function tends to converge to the local optimum. This makes the optimization methods show the different performances. To compare the performances of the optimization algorithms for the multiple constraints problems, MMA (Method of Moving Asymptotes), IPOPT (Interior Point OPTimizer), and MATLAB’s fmincon (SQP and interior-point method) were concerned for the structural topology optimization with manufacturing constraints such as symmetry and casting direction. The criteria considered to evaluate the solvers are the number of iteration and the value of objective function. These are presented by using the performance profiles which show the results effectively in a graphical way.

키워드

Topology Optimization (위상 최적화)Multiple Constraints (다중구속조건)Optimization Algorithm (최적화 알고리즘)
제목
다중 구속조건에 대한 위상최적화 기법의 성능 비교
제목 (타언어)
Comparative Study of Optimization Algorithms in Optimal Topology Design with a Large Number of Constraints
저자
유남희민승재
발행일
2014-11
유형
Proceeding
저널명
대한기계학회 2014년도 추계학술대회
페이지
2358 ~ 2360