Create dataset card for LoGIC-Dataset
Browse filesAdd metadata, dataset description, citation information, license, and associated code DOI for the LoGIC-Dataset release.
README.md
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---
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license: cc-by-4.0
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language:
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- en
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pretty_name: LoGIC-Dataset
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tags:
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- tpms
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- metamaterials
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- porous-structures
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- mechanical-metamaterials
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- finite-element-analysis
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- computational-fluid-dynamics
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- permeability
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- stress-strain
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- surrogate-modeling
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- logic-design
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size_categories:
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- 100<n<1K
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---
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# LoGIC-Dataset
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LoGIC-Dataset is a research dataset associated with the LoGIC-Design framework for heterogeneous triply periodic minimal surface (TPMS) architectures.
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The dataset supports data-driven performance prediction of heterogeneous TPMS porous architectures generated using low-dimensional control grids. It includes geometry-related data and simulation-derived labels for mechanical and transport property prediction.
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## Associated code
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The source code of the LoGIC-Design framework is publicly available at:
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https://github.com/pxy1118/LoGIC
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The archived software release is available on Zenodo:
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https://doi.org/10.5281/zenodo.20411608
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## Dataset description
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The dataset contains heterogeneous TPMS architectures generated using the LoGIC-Design framework. The framework encodes topology distribution, lattice orientation, and local density using compact 3 × 3 × 3 control grids.
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The dataset includes two main groups of simulation-derived labels:
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- Mechanical response data obtained from finite element analysis, including stress–strain response labels.
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- Transport property data obtained from computational fluid dynamics simulations, including permeability and pressure-drop-related labels.
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In the associated manuscript, the mechanical response dataset contains 200 heterogeneous TPMS structures, and the permeability dataset contains 600 heterogeneous TPMS structures.
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## Intended use
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This dataset is intended for:
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- Data-driven prediction of mechanical response in heterogeneous TPMS architectures.
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- Permeability and pressure-drop prediction for porous structures.
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- Benchmarking surrogate models for structure–property prediction.
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- Reproducible research on heterogeneous porous metamaterials.
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- Future inverse design and human–AI collaborative design of TPMS-based architectures.
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## Citation
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If you use this dataset, please cite the associated manuscript and the dataset DOI.
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Associated software DOI:
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https://doi.org/10.5281/zenodo.20411608
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Dataset DOI:
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[Insert the Hugging Face dataset DOI here after generation]
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## License
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This dataset is released under the Creative Commons Attribution 4.0 International License (CC BY 4.0).
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## Contact
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Xiaoyue Pan
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College of Information Engineering, Zhejiang University of Technology
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ORCID: 0009-0005-6098-5571
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