Sensitivity analysis and lattice density optimization for sequential inherent strain method used in additive manufacturing process

被引:39
作者
Takezawa, Akihiro [1 ]
To, Albert C. [2 ]
Chen, Qian [2 ]
Liang, Xuan [2 ]
Dugast, Florian [2 ]
Zhang, Xiaopeng [3 ]
Kitamura, Mitsuru [4 ]
机构
[1] Waseda Univ, Sch Fundamental Sci & Engn, Dept Appl Mech & Aerosp Engn, Shinjuku Ku, 59-311 3-4-1 Okubo, Tokyo 1698555, Japan
[2] Univ Pittsburgh, Dept Mech Engn & Mat Sci, Pittsburgh, PA 15261 USA
[3] Dalian Univ Technol, State Key Lab Struct Anal Ind Equipment, Dalian 116024, Peoples R China
[4] Hiroshima Univ, Grad Sch Adv Sci & Engn, Dept Transportat & Environm Syst, 1-4-1 Kagamiyama, Hiroshima 7398527, Japan
基金
美国国家科学基金会;
关键词
Additive manufacturing; Thermal distortion; Inherent strain method; Recurrence relation; Sensitivity analysis; Lattice density optimization; STRUCTURE TOPOLOGY OPTIMIZATION; RESIDUAL-STRESSES; EXPERIMENTAL VALIDATION; DISTORTION PREDICTION; PROCESS SIMULATION; DESIGN; ELEMENT; MODEL; DEFORMATION;
D O I
10.1016/j.cma.2020.113231
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Compensation of the thermal distortion that occurs during the fabrication process is an important issue in the field of metal additive manufacturing. Considering the problem in forming a lattice structure inside an object to reduce the thermal distortion, we developed a lattice volume fraction distribution optimization method. Assuming that the linear elastic problem is solved using the finite element method (FEM), an inherent strain method applying a layer-by-layer process utilizing the element activation during the FEM is formed as a recurrence relation, and the sensitivity of an objective function is derived based on the adjoint method. The unit lattice shape is a simple cube with a cube or a sphere-shaped air hole, and its distribution is optimized by considering the minimum thickness of the wall surrounding it as a design variable. The effective stiffness tensor of the lattice is derived using a homogenization method. The functions of the effective properties with respect to the design variables are approximated through polynomial functions. The optimization problem is formulated as an unconstrained minimization problem. The design variables are optimized using the method of moving asymptotes. Herein, the validity of the proposed method is discussed based on quasi two-dimensional and three-dimensional numerical studies including a re-analysis through full-scale thermo-mechanical analysis. (C) 2020 Elsevier B.V. All rights reserved.
引用
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页数:22
相关论文
共 59 条
[1]   Distortion prediction and compensation in selective laser melting [J].
Afazov, Shukri ;
Denmark, Willem A. D. ;
Toralles, Borja Lazaro ;
Holloway, Adam ;
Yaghi, Anas .
ADDITIVE MANUFACTURING, 2017, 17 :15-22
[2]   Design of manufacturable 3D extremal elastic microstructure [J].
Andreassen, Erik ;
Lazarov, Boyan S. ;
Sigmund, Ole .
MECHANICS OF MATERIALS, 2014, 69 (01) :1-10
[3]   How to determine composite material properties using numerical homogenization [J].
Andreassen, Erik ;
Andreasen, Casper Schousboe .
COMPUTATIONAL MATERIALS SCIENCE, 2014, 83 :488-495
[4]  
Bendsoe M. P., 2004, Topology optimization: theory, methods, and applications
[5]   GENERATING OPTIMAL TOPOLOGIES IN STRUCTURAL DESIGN USING A HOMOGENIZATION METHOD [J].
BENDSOE, MP ;
KIKUCHI, N .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 1988, 71 (02) :197-224
[6]   Limitations of the inherent strain method in simulating powder bed fusion processes [J].
Bugatti, Matteo ;
Semeraro, Quirico .
ADDITIVE MANUFACTURING, 2018, 23 :329-346
[7]   An inherent strain based multiscale modeling framework for simulating part-scale residual deformation for direct metal laser sintering [J].
Chen, Qian ;
Liang, Xuan ;
Hayduke, Devlin ;
Liu, Jikai ;
Cheng, Lin ;
Oskin, Jason ;
Whitmore, Ryan ;
To, Albert C. .
ADDITIVE MANUFACTURING, 2019, 28 :406-418
[8]   Concurrent lattice infill with feature evolution optimization for additive manufactured heat conduction design [J].
Cheng, Lin ;
Liu, Jikai ;
To, Albert C. .
STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2018, 58 (02) :511-535
[9]   On utilizing topology optimization to design support structure to prevent residual stress induced build failure in laser powder bed metal additive manufacturing [J].
Cheng, Lin ;
Liang, Xuan ;
Bai, Jiaxi ;
Chen, Qian ;
Lemon, John ;
To, Albert .
ADDITIVE MANUFACTURING, 2019, 27 :290-304
[10]   Functionally graded lattice structure topology optimization for the design of additive manufactured components with stress constraints [J].
Cheng, Lin ;
Bai, Jiaxi ;
To, Albert C. .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2019, 344 :334-359