Batteries, as complex materials systems, pose unique challenges for the application of machine learning. Although a shift to data-driven, machine learning-based battery research has started, new initiatives in academia and industry are needed to fully exploit its potential.

中文翻译：

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机器学习促进电池技术的不断创新

电池作为复杂的材料系统，对机器学习的应用提出了独特的挑战。尽管已经开始转向基于数据的，基于机器学习的电池研究，但仍需要学术界和工业界采取新举措来充分利用其潜力。