A fast matrix-free elasto-plastic solver for predicting residual stresses in additive manufacturing. (June 2020)
- Record Type:
- Journal Article
- Title:
- A fast matrix-free elasto-plastic solver for predicting residual stresses in additive manufacturing. (June 2020)
- Main Title:
- A fast matrix-free elasto-plastic solver for predicting residual stresses in additive manufacturing
- Authors:
- Prabhune, Bhagyashree C.
Suresh, Krishnan - Abstract:
- Abstract: Process planning for additive manufacturing (AM) today relies heavily on multi-physics, multi-scale simulation. The focus of this paper is on one aspect of AM simulation, namely, part-level elasto-plastic simulation for residual stress and distortion predictions. This is one of the crucial steps in AM process optimization, but is computationally expensive, often requiring the use of large computer clusters. The primary bottleneck in elasto-plastic simulation is the repeated solution of large linear systems of equations. While there is a wide range of linear solvers, most cannot exploit the unique structured nature of the mesh underlying AM simulation. Here, we revisit a specific matrix-free solver, namely rigid-body deflated solver that has been successfully deployed for solving large linear elastic problems in such scenarios. The salient feature of this solver is that the stiffness matrix is never assembled, thereby reducing the memory requirements significantly, leading to large computational gains. The objective of this paper is to extend the above solver to elasto-plasticity by efficiently updating the element tangent stiffness matrices, and the corresponding deflation matrix. The performance of the proposed method is evaluated on a benchmark problem using multi-core CPU and GPU architectures, and compared against ANSYS. Then, part-level residual stresses and distortion are predicted using the proposed solver. The present work is restricted to associativeAbstract: Process planning for additive manufacturing (AM) today relies heavily on multi-physics, multi-scale simulation. The focus of this paper is on one aspect of AM simulation, namely, part-level elasto-plastic simulation for residual stress and distortion predictions. This is one of the crucial steps in AM process optimization, but is computationally expensive, often requiring the use of large computer clusters. The primary bottleneck in elasto-plastic simulation is the repeated solution of large linear systems of equations. While there is a wide range of linear solvers, most cannot exploit the unique structured nature of the mesh underlying AM simulation. Here, we revisit a specific matrix-free solver, namely rigid-body deflated solver that has been successfully deployed for solving large linear elastic problems in such scenarios. The salient feature of this solver is that the stiffness matrix is never assembled, thereby reducing the memory requirements significantly, leading to large computational gains. The objective of this paper is to extend the above solver to elasto-plasticity by efficiently updating the element tangent stiffness matrices, and the corresponding deflation matrix. The performance of the proposed method is evaluated on a benchmark problem using multi-core CPU and GPU architectures, and compared against ANSYS. Then, part-level residual stresses and distortion are predicted using the proposed solver. The present work is restricted to associative plasticity with von-Mises yield criteria, but can be extended to other plasticity models. Graphical abstract: Highlights: Part-level elasto-plastic simulation is critical for AM process planning. Popular methods today cannot solve such problems efficiently. Here, a matrix-free deflated iterative solver is proposed for solving large-scale elasto-plastic problems. A 10X improvement is easily achieved via the proposed solver, when compared to ANSYS. An additional 3X improvement is achieved via a GPU implementation. … (more)
- Is Part Of:
- Computer aided design. Volume 123(2020)
- Journal:
- Computer aided design
- Issue:
- Volume 123(2020)
- Issue Display:
- Volume 123, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 123
- Issue:
- 2020
- Issue Sort Value:
- 2020-0123-2020-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-06
- Subjects:
- Elasto-plasticity -- Matrix-free deflation -- Selective laser melting -- Residual stresses
Computer-aided design -- Periodicals
Engineering design -- Data processing -- Periodicals
Computer graphics -- Periodicals
Conception technique -- Informatique -- Périodiques
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Computer graphics
Engineering design -- Data processing
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620.00420285 - Journal URLs:
- http://www.journals.elsevier.com/computer-aided-design/ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.cad.2020.102829 ↗
- Languages:
- English
- ISSNs:
- 0010-4485
- Deposit Type:
- Legaldeposit
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- British Library DSC - 3393.520000
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