Figure 1
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This figure illustrates the role of digital simulations in optimizing smart battery design for efficient full-lifecycle utilization and management. The upper section maps the progression from materials, electrodes/cells, and modules/battery packs to BMS and recycling, alongside their corresponding simulation methods and real-world applications. The lower section emphasizes how multi-scale modeling and simulations drive LIBs research and optimization, spanning scales from the atomic level (10−10 m) to the battery pack level (100 m), with key research areas at each scale. The bottom portion highlights the diverse applications of LIBs in energy storage systems, consumer electronics, and low-emission vehicles, underscoring their pivotal role in the global energy transition.
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