Abstract For the intricate and infrequent safety issues of batteries. online safety fault diagnosis over stochastic working conditions is indispensable. In this work. we employ deep learning methods to develop an online fault diagnosis network for lithium-ion batteries operating under unpredictable conditions. https://halohealthcarers.shop/product-category/immunity/