In the News
Research Keywords
These keywords and phrases come from the publications and other research output of this person. See other researchers related to these topics by clicking on any keyword.
Recent Publications
Efficient material model parameter optimization in finite element analysis with differentiable physics
Al Hassanieh, S., Reinhart, W. F. & Beese, A. M., May 2025, In: Computational Materials Science. 253, 113828.Research output: Contribution to journal › Article › peer-review
Database of Nonaqueous Proton-Conducting Materials
Cassady, H. J., Martin, E., Liu, Y., Bhattacharya, D., Rochow, M. F., Dyer, B. A., Reinhart, W. F., Cooper, V. R. & Hickner, M. A., Mar 19 2025, In: ACS Applied Materials and Interfaces. 17, 11, p. 16901-16908 8 p.Research output: Contribution to journal › Article › peer-review
Analyzing the impact of Se concentration during the molecular beam epitaxy deposition of 2D SnSe with atomistic-scale simulations and explainable machine learning
Chin, J. R., Moses, I. A., Wang, M., Frye, M. B., Yu, M., Nayir, N., Hilse, M., van Duin, A. C. T., Law, S., Reinhart, W. & Garten, L. M., Dec 2025, In: Materials Today Advances. 28, 100640.Research output: Contribution to journal › Article › peer-review
Predicting self-assembly of sequence-controlled copolymers with stochastic sequence variation
Curtis, K. A., Statt, A. & Reinhart, W. F., Feb 17 2025, In: Soft matter. 21, 11, p. 2143-2151 9 p.Research output: Contribution to journal › Article › peer-review
Overcoming sparse datasets with multi-task learning as applied to high entropy alloys
Debnath, A. & Reinhart, W. F., Mar 31 2025, In: Machine Learning: Science and Technology. 6, 1, 015046.Research output: Contribution to journal › Article › peer-review
Damage localization using differentiable physics and displacement-based structural identification
Farnod, B. R., Reinhart, W. F. & Napolitano, R. K., Jan 2025, In: Structures. 71, 108142.Research output: Contribution to journal › Article › peer-review
A bio-lattice deep learning framework for modeling discrete biological materials
Kumar, M., Upadhyay, N., Barai, S., Reinhart, W. F. & Peco, C., Apr 2025, In: Journal of the Mechanical Behavior of Biomedical Materials. 164, 106900.Research output: Contribution to journal › Article › peer-review
Predicting the Strength of Composites with Computer Vision Using Small Experimental Datasets
Lai, P. H., Gomez, E. D., Vogt, B. D. & Reinhart, W. F., Apr 7 2025, In: ACS Materials Letters. 7, 4, p. 1503-1511 9 p.Research output: Contribution to journal › Article › peer-review
Cross-Modal Characterization of Thin-Film MoS2 Using Generative Models
Moses, I. A., Chen, C., Redwing, J. M. & Reinhart, W. F., 2025, (Accepted/In press) In: Advanced Intelligent Systems.Research output: Contribution to journal › Article › peer-review
Analyzing the Impact of Formal Assessment Modalities: Comparative Study in Data Science for Engineering Education
Napolitano, R., Solnosky, R. & Reinhart, W., Jul 1 2025, In: Journal of Civil Engineering Education. 151, 3, 05025001.Research output: Contribution to journal › Article › peer-review
Moving in the right direction: Emerging ideas in fitting accurate potentials
Reinhart, W. F. & Sinnott, S. B., Oct 2025, In: MRS Bulletin. 50, 10, p. 1188-1199 12 p.Research output: Contribution to journal › Article › peer-review
Opinion: Preparing Engineers for the Data-Driven World: The Case for Contextualized Data Science Engineering Education
Reinhart, W. F., Williams, R., Solnosky, R., Kimel, R. A. & Napolitano, R., 2025, In: Advances in Engineering Education. 13, 2, p. 2-15 14 p.Research output: Contribution to journal › Article › peer-review
Data-Driven Design of Thermoplastic Composites with Tailored Compliance
Upadhyay, N., Zawaski, C., Peco, C. & Reinhart, W. F., Jul 1 2025, In: Journal of Engineering Mechanics. 151, 7, 04025023.Research output: Contribution to journal › Article › peer-review
Multimodal Machine Learning Analysis of GaSe Molecular Beam Epitaxy Growth Conditions
Yu, M., Moses, I. A., Reinhart, W. F. & Law, S., Jun 11 2025, In: ACS Applied Materials and Interfaces. 17, 23, p. 34707-34716 10 p.Research output: Contribution to journal › Article › peer-review
Data-driven evaluation of building materials using Ground Penetrating Radar
Alam, A. N., Reinhart, W. F. & Napolitano, R. K., Oct 15 2024, In: Journal of Building Engineering. 95, 110188.Research output: Contribution to journal › Article › peer-review
