Hierarchical Sensing Framework for Polymer Degradation Monitoring: A Physics-Constrained Reinforcement Learning Framework for Programmable Material Discovery
- DOI
- 10.3390/s25144479
- Published
- 2025-07-18
- Container
- Sensors
- Publisher
- MDPI AG
- Open access
- unknown
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Cite this work
BibTeX
@article{allodium:10.3390/s25144479,
title = {Hierarchical Sensing Framework for Polymer Degradation Monitoring: A Physics-Constrained Reinforcement Learning Framework for Programmable Material Discovery},
author = {Xiaoyu Hu and Xiuyuan Zhao and Wenhe Liu},
year = {2025},
journal = {Sensors},
doi = {10.3390/s25144479},
url = {https://doi.org/10.3390/s25144479}
}RIS
TY - JOUR TI - Hierarchical Sensing Framework for Polymer Degradation Monitoring: A Physics-Constrained Reinforcement Learning Framework for Programmable Material Discovery AU - Xiaoyu Hu AU - Xiuyuan Zhao AU - Wenhe Liu PY - 2025 JO - Sensors DO - 10.3390/s25144479 UR - https://doi.org/10.3390/s25144479 ER -
APA
Hu, X., Zhao, X., & Liu, W. (2025). Hierarchical Sensing Framework for Polymer Degradation Monitoring: A Physics-Constrained Reinforcement Learning Framework for Programmable Material Discovery. Sensors. https://doi.org/10.3390/s25144479
Source records
- crossref · retrieved 2026-11-10T07:21:33.076Z