Major Themes in Our Work
Energy Systems
We focus on next-generation energy storage solutions, investigating ion transport mechanisms and interface stability to enable higher energy density and safer batteries under extreme conditions. This will be achieved through the development of new materials chemistry and a mechanistic understanding of chemical composition-structure-property correlations.
- Electrolyte Materials: Advanced solid-state (e.g., ceramics and polymers) and liquid electrolytes.
Physics-Informed AI
Accelerating material discovery by combining fundamental physics with machine learning algorithms. We bridge the gap between theoretical modeling and experimental validation.
- Material Discovery: High-throughput screening via ML.
- Predictive Modeling: Degradation forecasting for energy devices.
- Data-Driven Design: Optimizing microstructure for performance.
Passive Thermal Management
Developing advanced materials for energy-efficient temperature control without external power input, addressing global challenges in food, water, and habitation.
- Food Preservation: Radiative cooling for supply chains.
- Sustainable Agriculture: Climate-adaptive greenhouse materials.
- Water Harvesting: Atmospheric water generation technologies.