Enhancing Data Efficiency and Feature Identification for Lithium-Ion Battery Lifespan Prediction by Deciphering Interpretation of Temporal Patterns and Cyclic Variability Using Attention-Based Models

no code implementations • 17 Nov 2023 • Jaewook Lee, Seongmin Heo, Jay H. Lee

Accurately predicting the lifespan of lithium-ion batteries is crucial for optimizing operational strategies and mitigating risks.

A Dynamic Penalty Function Approach for Constraints-Handling in Reinforcement Learning

no code implementations • 22 Dec 2020 • Haeun Yoo, Victor M. Zavala, Jay H. Lee

We first examine the ability of a neural network to represent a value function when uniform, linear, or DP functions are added to prevent constraint violation.

reinforcement-learning Reinforcement Learning (RL)