The invention discloses a multi-mode on-
orbit component
irradiation fault diagnosis method and a micro module. The method comprises the following steps: acquiring
voltage and current data of a to-be-tested device through an analog end circuit module; performing data preprocessing on in-phase
data input and orthogonal
data input acquired by the ADC; building a neural network as a fault diagnosis module; the
data source of fault diagnosis is the data preprocessing output of the preceding stage; the method comprises the following steps: establishing a reverse neural network, combining a data preprocessing module, establishing a neural network training platform, training and testing the neural network through a fault
data set, adaptively adjusting the learning rate of each parameter in combination with an Adam
algorithm, extracting weight and bias parameters of the trained neural network, and transmitting the weight and bias parameters to an FPGA-end
feedforward neural network; and fault diagnosis: inputting the preprocessed data into an FPGA-end
feedforward neural network to complete calculation and output of a fault result. According to the method, more
irradiation fault types are detected, the detection period is shorter, the detection precision is higher, and after training is completed,
irradiation fault detection and recognition can be independently carried out according to collected information.