| About this Abstract |
| Meeting |
2022 TMS Annual Meeting & Exhibition
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| Symposium
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ICME Case Studies: Successes and Challenges for Generation, Distribution, and Use of Public/Pre-Existing Materials Datasets
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| Presentation Title |
Challenges in Producing, Curating, and Sharing Large Multimodal, Multi-institutional Data Sets for Additive Manufacturing |
| Author(s) |
Lyle E. Levine, Brandon Lane, Carelyn E. Campbell, Gerard Lemson , Edwin J. Schwalbach, Megna Shah |
| On-Site Speaker (Planned) |
Lyle E. Levine |
| Abstract Scope |
The additive manufacturing benchmark series (AM Bench) provides the AM community with rigorous measurement datasets for model validation that are permanently archived and freely available. In addition, challenge problems are posed to the modeling community to evaluate the state-of-the-art for AM simulation. Planning and executing these measurements pose numerous challenges but developing the necessary data management and data sharing systems are equally important. Questions to be addressed include: How do data collection and sharing challenges impact the benchmark choices? How do we track samples using persistent identifiers? How can we curate the data and metadata and enable users to explore terabyte-sized, multimodal data sets? How do data choices affect communication with challenge problem participants and evaluation of their simulation results? Although workable solutions to these and other questions and challenges have been developed, work continues on improved solutions that are easy to use and maintain. |
| Proceedings Inclusion? |
Planned: |