Incremental learning based approach for building the relationship between fault and emergency solution in photovoltaic module production line with representation constraints

Abstract

The application discloses a kind of incremental learning methods for constructing the relationship between photovoltaic module production line fault and emergency scheme based on representation constraint, using the representation significance difference of sample in the fault and emergency scheme mapping model, the scale of historical sample participating in training is fixed, incremental learning is adopted in multiple steps, and the mapping relationship between the fault and emergency scheme of photovoltaic module production line is designed by combining knowledge distillation and sample reconstruction technology, the calculation resource and incremental upgrade cost of fault mapping model itself are saved, and it is suitable for solving the problems of large data scale, various fault types and high safety requirements of photovoltaic module production line.