Publications

2024

Slates, Angela M., Shana L McAlexander, Jennifer Nolan, Juan de Pablo, Junhong Chen, Harley T. Johnson, and L Catherine Brinson. “Partnerships and collaboration drive innovative graduate training in materials informatics.” Science Advances 10, no. 18 (May 2024): eadp7446. https://doi.org/10.1126/sciadv.adp7446.

Brinson, L Catherine, Laura M. Bartolo, Ben Blaiszik, David Elbert, Ian Foster, Alejandro Strachan, and Peter W. Voorhees. “Community action on FAIR data will fuel a revolution in materials research.” MRS Bulletin 49, no. 1 (January 2024): 12–16. https://doi.org/10.1557/s43577-023-00498-4.

Hu, B., A. Lin, and L. C. Brinson. “Tackling Structured Knowledge Extraction from Polymer Nanocomposite Literature as an NER/RE Task with seq2seq.” Integrating Materials and Manufacturing Innovation, January 1, 2024. https://doi.org/10.1007/s40192-024-00363-5.

2023

Jablonka, Kevin Maik, Qianxiang Ai, Alexander Al-Feghali, Shruti Badhwar, Joshua D. Bocarsly, Andres M. Bran, Stefan Bringuier, et al. “14 examples of how LLMs can transform materials science and chemistry: a reflection on a large language model hackathon.” Digital Discovery 2, no. 5 (October 2023): 1233–50. https://doi.org/10.1039/d3dd00113j.

Prabhune, Prajakta, Yigitcan Comlek, Abhishek Shandilya, Ravishankar Sundararaman, Linda S. Schadler, Lynda Catherine Brinson, and Wei Chen. “Design of Polymer Nanodielectrics for Capacitive Energy Storage.” Nanomaterials (Basel, Switzerland) 13, no. 17 (August 2023): 2394. https://doi.org/10.3390/nano13172394.

Peloquin, Jacob, Alina Kirillova, Elizabeth Mathey, Cynthia Rudin, L Catherine Brinson, and Ken Gall. “Tensile performance data of 3D printed photopolymer gyroid lattices.” Data in Brief 49 (August 2023): 109396. https://doi.org/10.1016/j.dib.2023.109396.

Peloquin, J., A. Kirillova, C. Rudin, L. C. Brinson, and K. Gall. “Prediction of tensile performance for 3D printed photopolymer gyroid lattices using structural porosity, base material properties, and machine learning.” Materials and Design 232 (August 1, 2023). https://doi.org/10.1016/j.matdes.2023.112126.

McDonald, Samantha M., Emily K. Augustine, Quinn Lanners, Cynthia Rudin, L. Catherine Brinson, and Matthew L. Becker. “Applied machine learning as a driver for polymeric biomaterials design.” Nature Communications 14, no. 1 (August 2023): 4838. https://doi.org/10.1038/s41467-023-40459-8.

Huerta, E. A., Ben Blaiszik, L Catherine Brinson, Kristofer E. Bouchard, Daniel Diaz, Caterina Doglioni, Javier M. Duarte, et al. “FAIR for AI: An interdisciplinary and international community building perspective.” Scientific Data 10, no. 1 (July 2023): 487. https://doi.org/10.1038/s41597-023-02298-6.

Ma, Boran, Nicholas J. Finan, David Jany, Michael E. Deagen, Linda S. Schadler, and L Catherine Brinson. “Machine-Learning-Assisted Understanding of Polymer Nanocomposites Composition-Property Relationship: A Case Study of NanoMine Database.” Macromolecules 56, no. 11 (June 2023): 3945–53. https://doi.org/10.1021/acs.macromol.2c02249.

Burkhart, Craig, Bing Jiang, George Papakonstantopoulos, Patrycja Polinska, Hongyi Xu, Richard J. Sheridan, L Catherine Brinson, and Wei Chen. “Data-Driven Multiscale Science for Tread Compounding.” Tire Science And Technology 51, no. 2 (April 1, 2023): 114–31. https://doi.org/10.2346/tire.22.21003.

Nepal, Dhriti, Saewon Kang, Katarina M. Adstedt, Krishan Kanhaiya, Michael R. Bockstaller, L Catherine Brinson, Markus J. Buehler, et al. “Hierarchically structured bioinspired nanocomposites.” Nature Materials 22, no. 1 (January 2023): 18–35. https://doi.org/10.1038/s41563-022-01384-1.

2022

Chen, Z., A. Ogren, C. Daraio, L. C. Brinson, and C. Rudin. “How to see hidden patterns in metamaterials with interpretable machine learning.” Extreme Mechanics Letters 57 (November 1, 2022). https://doi.org/10.1016/j.eml.2022.101895.

Deagen, Michael E., Jamie P. McCusker, Tolulomo Fateye, Samuel Stouffer, L Cate Brinson, Deborah L. McGuinness, and Linda S. Schadler. “FAIR and Interactive Data Graphics from a Scientific Knowledge Graph.” Scientific Data 9, no. 1 (May 2022): 239. https://doi.org/10.1038/s41597-022-01352-z.

Collinson, D. W., N. von Windheim, K. Gall, and L. C. Brinson. “Direct evidence of interfacial crystallization preventing weld formation during fused filament fabrication of poly(ether ether ketone).” Additive Manufacturing 51 (March 1, 2022). https://doi.org/10.1016/j.addma.2022.102604.

Schadler, L. S., W. Chen, L. C. Brinson, R. Sundararaman, P. Prabhune, and A. Iyer. “Combining Machine Learning, DFT, EFM, and Modeling to Design Nanodielectric Behavior.” In ECS Transactions, 108:51–60, 2022. https://doi.org/10.1149/10802.0051ecst.

Deagen, Michael E., L Catherine Brinson, Richard A. Vaia, and Linda S. Schadler. “The materials tetrahedron has a "digital twin".” MRS Bulletin 47, no. 4 (January 2022): 379–88. https://doi.org/10.1557/s43577-021-00214-0.

2021

Li, Xiuqiang, Boran Ma, Jingyuan Dai, Chenxi Sui, Divya Pande, David R. Smith, L Catherine Brinson, and Po-Chun Hsu. “Metalized polyamide heterostructure as a moisture-responsive actuator for multimodal adaptive personal heat management.” Science Advances 7, no. 51 (December 2021): eabj7906. https://doi.org/10.1126/sciadv.abj7906.

Collinson, D. W., R. J. Sheridan, M. J. Palmeri, and L. C. Brinson. “Best practices and recommendations for accurate nanomechanical characterization of heterogeneous polymer systems with atomic force microscopy.” Progress in Polymer Science 119 (August 1, 2021). https://doi.org/10.1016/j.progpolymsci.2021.101420.

Collinson, D. W., P. V. Kolluru, N. Von Windheim, and L. C. Brinson. “Distribution of rubber particles in the weld zone of fused filament fabricated acrylonitrile butadiene styrene and the impact on weld strength.” Additive Manufacturing 41 (May 1, 2021). https://doi.org/10.1016/j.addma.2021.101964.

Eaton, M. D., L. C. Brinson, and K. R. Shull. “Temperature dependent fracture behavior in model epoxy networks with nanoscale heterogeneity.” Polymer 221 (April 14, 2021). https://doi.org/10.1016/j.polymer.2021.123560.

Hu, Bingyin, Anqi Lin, and L Catherine Brinson. “ChemProps: A RESTful API enabled database for composite polymer name standardization.” Journal of Cheminformatics 13, no. 1 (March 2021): 22. https://doi.org/10.1186/s13321-021-00502-6.

Collinson, David W., Hannah M. Emnett, Jinqiang Ning, Mitra J. Z. Hartmann, and Lynda Catherine Brinson. “Tapered Polymer Whiskers to Enable Three-Dimensional Tactile Feature Extraction.” Soft Robotics 8, no. 1 (February 2021): 44–58. https://doi.org/10.1089/soro.2019.0055.

Xu, H., R. J. Sheridan, L. Catherine Brinson, W. Chen, B. Jiang, G. Papakonstantopoulos, P. Polinska, and C. Burkhart. “Data-Driven Multiscale Science for Tire Compounding: Methods and Future Directions.” In Springer Series in Materials Science, 310:281–312, 2021. https://doi.org/10.1007/978-3-030-60443-1_11.

Windheim, N. von, D. W. Collinson, T. Lau, L. C. Brinson, and K. Gall. “The influence of porosity, crystallinity and interlayer adhesion on the tensile strength of 3D printed polylactic acid (PLA).” Rapid Prototyping Journal 27, no. 7 (January 1, 2021): 1327–36. https://doi.org/10.1108/RPJ-08-2020-0205.