A Heuristic Method Using Hessian Matrix for Fast Flow Topology Optimization

被引:4
作者
Yonekura, Kazuo [1 ]
Kanno, Yoshihiro [2 ]
机构
[1] IHI Corp, Yokohama, Kanagawa, Japan
[2] Univ Tokyo, Bunkyo Ku, Tokyo, Japan
关键词
Topology optimization; Lattice Boltzmann method; Hessian; Sensitivity analysis; LATTICE BOLTZMANN METHOD; FLUIDS;
D O I
10.1007/s10957-018-1404-4
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
We propose a heuristic optimization method for a density-based fluid topology optimization using a Hessian matrix. In flow topology optimization, many researches use a gradient-based method. Convergence rate of a gradient method is linear, which means slow convergence near the optimal solution. For faster convergence, we utilize a Hessian matrix toward the end of the optimization procedure. In the present paper, we formulate a fluid optimization problem using the lattice Boltzmann method and heuristically solve the optimization problem with using an approximated sensitivity. In the formulation of a Hessian matrix, we use a heuristic trick in order to formulate it as a diagonal matrix. By the heuristics, the computation cost is decreased drastically. The validity of the method is studied via numerical examples.
引用
收藏
页码:671 / 681
页数:11
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