| About this Abstract |
| Meeting |
2024 TMS Annual Meeting & Exhibition
|
| Symposium
|
Advanced Materials for Energy Conversion and Storage 2024
|
| Presentation Title |
Multiscale Active Materials for Next-generation Energy Storage |
| Author(s) |
Dibakar Datta, Joy Datta |
| On-Site Speaker (Planned) |
Joy Datta |
| Abstract Scope |
Traditionally, microparticles have been used in battery electrode architecture. Due to several advantages, advances in nanotechnology have spurred interest in deploying nanoparticles as active materials. However, industries still resisted the direct replacement of microstructured electrodes with nanostructured analogs due to various problems. The transformative solution to this issue is Multiscale Active Materials - microscale size with nanoscale pores inside to get the best of both micro and nano. These materials can be ‘engineered’ or ‘natural’, such as complex oxides, micrometer-scale materials naturally endowed with nanopores. This talk will summarize the progress on nanomaterials-based batteries and describe the necessity of multiscale materials. Given various stoichiometry, there can be infinite possibilities for these materials. Therefore, finding ‘The Best’ candidate for specific energy storage is like ‘The Needle in a Haystack’ problem. The talk will demonstrate the use of machine learning to solve this problem for next-generation energy storage.
|
| Proceedings Inclusion? |
Planned: |
| Keywords |
Energy Conversion and Storage, Modeling and Simulation, Machine Learning |