AI for Energy Storage

Our energy storage research leverages advanced AI-driven approaches to revolutionize the design, optimization, and lifecycle assessment of next-generation energy storage systems. By combining experimental testing, physics-based modeling, physics-informed machine learning, and generative design, we drive significant improvements in efficiency, performance, reliability, and sustainability. Our work spans the entire spectrum, from the chemistry within individual cells to pack-level thermal management, addressing applications in electric vehicles, grid-scale storage, and portable electronics.

Battery Thermal Management Systems

Battery Thermal Management Systems

We develop advanced thermal management systems for battery packs using generative design, physics-informed machine learning, and optimization techniques. Our research focuses on improving thermal performance, extending battery life, and ensuring safe operation under various operating conditions.

Battery Manufacturing

Battery Manufacturing

Our research in battery manufacturing focuses on developing advanced manufacturing processes for solid-state batteries. We develop probabilistic frameworks that ensure robust battery performance while maintaining system reliability and safety throughout the manufacturing process.

Battery Recycling

Battery Recycling

We conduct comprehensive life cycle assessments and techno-economic analyses for battery recycling processes, evaluating environmental impacts and economic viability of recycling methods. Our research guides the development of more sustainable and efficient battery recycling solutions.

Related Publications
Multi-Fidelity Surrogate Modeling for Lithium-Ion Battery Pack Thermal Runaway Propagation Considering Propagation Occurrence in Adaptive Sampling

Jul 1, 2026

Physics-Informed Cross-Attention Operator Network with Hard-Constrained Fourier Features for Heat Map Prediction of Large-Scale Battery Packs

Jul 1, 2026

Multi-Modal Contactless Battery Sensing Using Commercial Handheld Smartphones

Jun 22, 2026

Physics-Informed Machine Learning for Pouch Cell Temperature Estimation

Apr 1, 2026

Single-Step Electrochemical Battery Recycling

Jan 1, 2026

Integrating Heat Transfer and Control Optimization: A Comprehensive Review of Battery Thermal Management Systems

Sep 1, 2025

Control Co-Design and Life Cycle Assessment of Battery Energy Storage Systems

Aug 1, 2025

Life Cycle Assessment of Direct Recycling for Cathode Active Materials

Jun 18, 2025

Multi-Fidelity Physics-Informed Convolutional Neural Network for Heat Map Prediction of Battery Packs

Apr 1, 2025

Physics-Informed Machine Learning for Battery Pack Thermal Management

Jan 27, 2025

Emerging Trends and Future Opportunities for Battery Recycling

Jan 10, 2025

Data-Driven Predictions of Thermal Runaway Propagation Behaviors Considering Battery Pack Design Parameters

Jan 1, 2025

Reliability-Based Design Optimization of Additive Manufacturing for Lithium Battery Silicon Anode

Sep 1, 2024

Cooling-Guided Diffusion Model for Battery Cell Arrangement

Aug 25, 2024

Machine Learning Enhanced Control Co-Design Optimization of an Immersion Cooled Battery Thermal Management System

Jul 14, 2024

Control Co-Design of Battery Packs with Immersion Cooling

Oct 29, 2023

Life Cycle Assessment of Hydrometallurgical Recycling for Cathode Active Materials

Oct 1, 2023

Data-Driven Control Co-Design for Indirect Liquid Cooling Plate with Microchannels for Battery Thermal Management

Aug 20, 2023

A Dynamic Multi-Stage Design Framework for Staged Deployment Optimization of Highly Stochastic Systems

Jul 1, 2023

A Comprehensive Comparison for Battery Cathode Leaching Processes

Jun 21, 2023

Generative Design and Optimization of Battery Packs with Active Immersion Cooling

Jun 21, 2023

Design of Three-Dimensional Bi-Continuous Silicon Based Electrode Materials for High Energy Density Batteries

Aug 14, 2022

Electrical and Thermal Active Co-Management for Lithium-ion Batteries

Jun 15, 2022

Numerical Modeling on the Delamination-Induced Capacity Degradation of Silicon Anode

Nov 1, 2021

Numerical Simulation Study on the Effects of Delamination of Silicon Active Material

Jan 1, 2021