DMREF/GOALI: Novel 3D Experiments, Simulations, and Optimization for Accelerated Design of Metallic Foams
DMREF/GOALI: Novel 3D Experiments, Simulations, and Optimization for Accelerated Design of Metallic Foams
批准号:
1629660
负责人:
Ashley Spear
金额:
$95.19万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2016
资助国家:
美国
项目状态:
已结题
起止时间:
2016-09-01 至 2021-08-31
中文摘要
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英文摘要
Open-cell metallic foams are an exciting class of structural materials that comprise a network of interconnected metallic ligaments, resulting in an interesting foam architecture. These low-density materials have garnered much attention over the past two decades based on their recognized potential for use in multi-functional applications. For example, in addition to serving as light-weight, load-bearing structures, open-cell metallic foams have the potential to serve concurrently as electrodes for energy-storage devices, as hosts for newly generated bone and blood vessels in biomedical implants, or as impact absorbers and noise insulators for advanced high-speed ground transportation. Despite their potential, the widespread deployment of open-cell metallic foams for a broader range of multi-functional applications remains hampered by inefficient, trial-and-error manufacturing approaches. This Designing Materials to Revolutionize and Engineer our Future (DMREF) Grant Opportunities for Academic Liaison with Industry (GOALI) award supports a joint academic-industry research effort to enable more efficient and intelligent design of open-cell metallic foams, and to achieve precise control over their performance for targeted applications. The results will provide dramatic improvements for the industry by increasing both the manufacturing efficiency and the tailorability of the foams, which will help to expand deployment of the foams throughout the energy, defense, biomedical, aerospace, and automotive industries. The research team will host outreach activities to expose students in K-12, undergraduate, and graduate school to this multi-disciplinary STEM research.This DMREF GOALI award supports research to enable an accelerated and performance-based design paradigm for open-cell metallic foams through the integration of emergent methods in 3D materials characterization with multi-scale modeling and Bayesian optimization. The new design paradigm will be made possible through the discovery of process-structure-property relationships in the foams. The specific objectives include: experimentally modifying manufacturing parameters to produce variants of open-cell metallic foams; performing 3D synchrotron-based crystal-orientation measurements and in-situ X-ray computed tomography experiments to gain unprecedented insight into the hierarchical structure and multi-scale deformation mechanisms of the foam; using high-fidelity, multi-scale (grain-to-continuum) finite-element modeling to investigate micromechanical behavior and predict performance of the as-manufactured foams; conducting virtual tests on synthetic-foam variants to further populate a metallic-foam design space; and using Bayesian optimization on the simulation-based results to enable selection of optimal hierarchical structures (i.e. topology and crystallography) for targeted performance metrics. The research will be a first to decouple the effects of ligament topology and underlying crystal structure on micromechanical behavior of open-cell metallic foams (including microbuckling, local accumulation of slip, and distribution of crack-nucleation sites), which is postulated to influence its performance.
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DOI:
10.1109/tvcg.2020.2994954
发表时间:
2020-05
期刊:
IEEE Transactions on Visualization and Computer Graphics
影响因子:
5.2
作者:
[Zhimin Li;Harshitha Menon;D. Maljovec;Y. Livnat;Shusen Liu;K. Mohror;P. Bremer;Valerio Pascucci]
通讯作者:
Zhimin Li;Harshitha Menon;D. Maljovec;Y. Livnat;Shusen Liu;K. Mohror;P. Bremer;Valerio Pascucci
A Tool to Generate Grain-Resolved Open-Cell Metal Foam Models
生成晶粒解析开孔金属泡沫模型的工具
DOI:
10.1007/s40192-019-00136-5
发表时间:
2019
期刊:
Integrating Materials and Manufacturing Innovation
影响因子:
3.3
作者:
[Tucker, Joseph C., Spear, Ashley D.]
通讯作者:
Spear, Ashley D.
Three-dimensional grain mapping of open-cell metallic foam by integrating synthetic data with experimental data from high-energy X-ray diffraction microscopy
通过将合成数据与高能 X 射线衍射显微镜的实验数据相结合,绘制开孔金属泡沫的三维晶粒图
DOI:
10.1016/j.matchar.2018.07.031
发表时间:
2018
期刊:
Materials Characterization
影响因子:
4.7
作者:
[Plumb, Jayden C., Lind, Jonathan F., Tucker, Joseph C., Kelley, Ron, Spear, Ashley D.]
通讯作者:
Spear, Ashley D.
Application of a Convolutional Neural Network to Distinguish Burkitt Lymphoma From Diffuse Large B-Cell Lymphoma
应用卷积神经网络区分伯基特淋巴瘤和弥漫性大 B 细胞淋巴瘤
DOI:
10.1093/ajcp/aqy099.286
发表时间:
2018
期刊:
American Journal of Clinical Pathology
影响因子:
3.5
作者:
[Mohlman, Jeffrey, Leventhal, Samuel, Venkat, Aniketh, Gyulassy, Attila, Pascucci, Valerio, Salama, Mohamed]
通讯作者:
Salama, Mohamed
DOI:
10.1177/1094342020935991
发表时间:
2020
期刊:
The International Journal of High Performance Computing Applications
影响因子:
--
作者:
[Childs, Hank, Ahern, Sean D., Ahrens, James, Bauer, Andrew C., Bennett, Janine, Bethel, E. Wes, Bremer, Peer-Timo, Brugger, Eric, Cottam, Joseph, Dorier, Matthieu]
通讯作者:
Dorier, Matthieu
共 16 条
DMREF/GOALI/Collaborative Research: Physics-Informed Artificial Intelligence for Parallel Design of Metal Matrix Composites and their Additive Manufacturing
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批准号:2119671
-
项目类别:Standard Grant
-
资助金额:$62.22万
-
财政年份:2021
-
负责人:Ashley Spear
-
依托单位:
CAREER: Unveiling the Governing Mechanisms of Fatigue Failure in Additively Manufactured Aluminum
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批准号:1752400
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项目类别:Standard Grant
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资助金额:$50.0万
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财政年份:2018
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负责人:Ashley Spear
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依托单位:
海外基金