Machine-learning-assisted physics-informed charging for lithium-ion batteries: Synergistic mitigation of degradation, thermal, and time costs

Key Points

• Machine learning significantly decreases degradation rates in lithium-ion batteries, enhancing their lifespan.
• Analysis shows that costs associated with thermal management and charging time are notably reduced by this approach.
• This study utilizes machine learning algorithms to improve charging strategies for lithium-ion batteries, assessing their performance extensively.
• Highlighted findings indicate that implementing this technology can lead to both economic and operational efficiencies in battery use.