A contribution on the optimization strategies based on moving least squares approximation for sheet metal forming design

被引:6
|
作者
Ingarao, Giuseppe [1 ]
Di Lorenzo, Rosa [1 ]
机构
[1] Univ Palermo, Dipartimento Ingn Chim, I-90128 Palermo, Italy
关键词
Sheet metal forming; Computer aided optimization; Moving least squares methodology; RESPONSE-SURFACE METHODOLOGY; BLANK HOLDER FORCE; THINNING FAILURE; SPRINGBACK; PARAMETERS; COMPENSATION; PREDICTION; STEELS; SHAPE;
D O I
10.1007/s00170-012-4020-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Computer-aided procedures to design and optimize forming processes are, nowadays, crucial research topics since industrial interest in costs and times reduction is always increasing. Many researchers have faced this research challenge with various approaches. Response surface methods (RSM) are probably the most known approaches since they proved their effectiveness in the recent years. With a peculiar attention to sheet metal forming process design, RSM should offer the possibility to reduce the number of numerical simulations which in many cases means to reduce design times and complexity. Actually, the number of direct problems (FEM simulations) to be solved in order to reach good function approximations by RSM is a key aspect of their application in sheet metal forming operations design. In this way, the possibility to build response surfaces basing on moving least squares approximations (MLS) by utilizing a moving and zooming region of interest can be considered a very attractive methodology. In this paper, MLS is utilized to solve two optimization problems for sheet metal forming processes. The influence on the optimization results was analyzed basing on MLS peculiarities. The idea is to utilize these peculiarities and make the MLS approximation as flexible as possible in order to reduce the computational effort of an optimization strategy. An innovative optimization method is proposed and the results show it is possible to strongly reduce the computational effort of sheet metal forming processes optimization. In particular, the advantages, in terms of computational effort reduction, with respect to classical RSM approaches have been demonstrated and quantified.
引用
收藏
页码:411 / 425
页数:15
相关论文
共 50 条
  • [41] Approximation of functions over manifolds: A Moving Least-Squares approach
    Sober, Barak
    Aizenbud, Yariv
    Levin, David
    JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2021, 383 (383)
  • [42] Toward approximate moving least squares approximation with irregularly spaced centers
    Fasshauer, GE
    COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2004, 193 (12-14) : 1231 - 1243
  • [43] PARAMETER OPTIMIZATION OF INCREMENTAL SHEET METAL FORMING BASED ON TAGUCHI DESIGN AND RESPONSE SURFACE METHODOLOGY
    Shrivastava, Parnika
    Roy, J. J.
    Samal, M. K.
    Jain, P. K.
    Tandon, Puneet
    PROCEEDINGS OF THE ASME INTERNATIONAL MECHANICAL ENGINEERING CONGRESS AND EXPOSITION, 2015, VOL 2A, 2016,
  • [44] Local integration of population dynamics via moving least squares approximation
    E. Shivanian
    Engineering with Computers, 2016, 32 : 331 - 342
  • [46] On discrete polynomial least-squares approximation in moving time windows
    Fuchs, E
    APPLICATIONS AND COMPUTATION OF ORTHOGONAL POLYNOMIALS, 1999, 131 : 93 - 107
  • [47] Modified moving least squares with polynomial bases for scattered data approximation
    Joldes, Grand Roman
    Chowdhury, Habibullah Amin
    Wittek, Adam
    Doyle, Barry
    Miller, Karol
    APPLIED MATHEMATICS AND COMPUTATION, 2015, 266 : 893 - 902
  • [48] Fast least-squares polynomial approximation in moving time windows
    Fuchs, E
    Donner, K
    1997 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I - V: VOL I: PLENARY, EXPERT SUMMARIES, SPECIAL, AUDIO, UNDERWATER ACOUSTICS, VLSI; VOL II: SPEECH PROCESSING; VOL III: SPEECH PROCESSING, DIGITAL SIGNAL PROCESSING; VOL IV: MULTIDIMENSIONAL SIGNAL PROCESSING, NEURAL NETWORKS - VOL V: STATISTICAL SIGNAL AND ARRAY PROCESSING, APPLICATIONS, 1997, : 1965 - 1968
  • [49] An optimal ansatz space for moving least squares approximation on spheresAn optimal ansatz space for moving least squares approximation...R. Hielscher and T. Pöschl
    Ralf Hielscher
    Tim Pöschl
    Advances in Computational Mathematics, 2024, 50 (6)
  • [50] Blank shape design for sheet metal forming based on ideal forming theory
    Liu, Laiying
    Ma, Zeen
    Xibei Gongye Daxue Xuebao/Journal of Northwestern Polytechnical University, 2000, 18 (01): : 65 - 68