Ultrahigh Specific Strength by Bayesian Optimization of Carbon Nanolattices (Adv. Mater. 14/2025)
Bayesian Optimization of Carbon Nanolattices Machine Learning designs new nanolattice geometries with the strength of carbon steel, but the density of Styrofoam, offering record strength-to-weight of lightweight materials. By implementing multi-objective Bayesian optimization in combination with two-photon polymerization and pyrolysis, these ultrahigh specific strength carbon nanolattices more than double the performance of benchmark materials. More details can be found in article number 2410651 by Peter Serles, Tobin Filleter, Seunghwa Ryu, and co-workers.
Authors
- Carlos M. Portela (ORCID: https://orcid.org/0000-0002-2649-4235)
- Pedro Guerra Demingos (ORCID: https://orcid.org/0000-0002-3700-8335)
- Shuo Yang (ORCID: https://orcid.org/0000-0002-9404-3583)
- Jonathan Kong (ORCID: https://orcid.org/0000-0002-3003-6114)
- Pulickel Madhavapanicker Ajayan (ORCID: https://orcid.org/0000-0001-8323-7860)
- Jane Y. Howe (ORCID: https://orcid.org/0000-0001-9319-3988)
- Jinwook Yeo (ORCID: https://orcid.org/0000-0002-4688-1611)
- Seunghwa Ryu (ORCID: https://orcid.org/0000-0001-9516-5809)
- Somayajulu Dhulipala (ORCID: https://orcid.org/0000-0002-3144-8583)
- Michel J.R. Haché (ORCID: https://orcid.org/0000-0002-5860-6799)
- Yu Zou (ORCID: https://orcid.org/0000-0002-0179-3642)
- Katherine Min Jia (ORCID: https://orcid.org/0000-0001-8875-2415)
- Pascal Kiefer (ORCID: https://orcid.org/0000-0003-0289-6448)
- Martin Wegener (ORCID: https://orcid.org/0000-0002-9770-2441)
- Tobin Filleter (ORCID: https://orcid.org/0000-0003-2609-4773)
- Chandra Veer Singh (ORCID: https://orcid.org/0000-0002-6644-0178)
- Charles Q. Jia (ORCID: https://orcid.org/0000-0003-0471-111X)
- Peter Serles (ORCID: https://orcid.org/0000-0002-3105-4672)
- Tianjie Feng
- Boran Kumral (ORCID: https://orcid.org/0000-0001-8417-7257)
Institutions
- Karlsruhe Institute of Technology (DE)
- Korea Advanced Institute of Science and Technology (KR)
- University of Toronto (CA)
- Massachusetts Institute of Technology (US)
- Rice University (US)
Publication Details
- Journal
- Advanced Materials
- Published
- 2025-04-01
- DOI
- https://doi.org/10.1002/adma.202570108
- Citations
- 2
- Primary Topic
- Tribology and Wear Analysis
- Type
- article
- Field-Weighted Citation Impact
- 1.73