Publications by authors named "Avni P Singhal"
ACS Cent Sci
September 2023
Article Synopsis
- Thermosets face sustainability issues that may be resolved by designing deconstructable versions with adjustable properties, though the vast range of potential molecular components and manufacturing conditions makes prediction difficult.
- Data science techniques, particularly machine learning, can address these challenges by analyzing extensive datasets to predict thermoset properties, despite the complexities of the materials involved.
- A new strategy using a dataset of 101 examples demonstrates effective predictions of glass transition temperatures for specific thermosets, paving the way for better-designed materials with improved functionality and easier recyclability.
