Accurate evaluation of Li-ion battery (LiB) safety conditions can reduce unexpected cell failures, facilitate battery deployment, and promote low-carbon economies. Despite the recent progress in artifici.
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Accurate evaluation of Li-ion battery safety conditions can reduce unexpected cell failures. Here, authors present a large-scale electric vehicle charging dataset for benchmarking existing algorithms, and develop a deep learning algorithm for detecting Li-ion battery faults.
At present, the thermal runaway prediction method and internal short circuit (ISC) detection can theoretically effectively avoid the thermal runaway of lithium-ion batteries under normal conditions.
Kumar et al. (2025) reviewed AI-based PHM methods for lithium-ion batteries, focusing on data acquisition, feature extraction, and SOH/RUL prediction using ML and DL models. However, it overlooked real-time fault detection and spatial–temporal fault behavior.
Crucially, space and time are interlinked in battery fault scenarios. Consider a thermal runaway propagation: it is a spatial sequence of failures occurring over time. Cell A fails and a few seconds later, adjacent cell B fails, and so on .
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