This paper presents a life prediction method based on the parameters of the actual operation history data collected by the existing converter power unit sensors. Firstly. the characteristics of junction temperature curves of forced air-cooled radiator and power unit are extracted. and the deep learning neural network architecture is constructed based on the characteristics. https://parisnaturalfoodes.shop/product-category/gum-coolmint/