The lithium-ion battery industry faces a $23 billion annual maintenance challenge, with traditional reactive approaches contributing to 70% of unexpected system failures. As electric vehicle adoption accelerates and energy storage demands intensify, researchers are developing sophisticated predictive maintenance frameworks that move beyond simple point estimates to incorporate uncertainty quantification and multi-objective optimization. The Uncertainty Problem […]Read More
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