The invention provides an HPLC (
High Performance Liquid Chromatography) dual-mode communication stability method, medium and
system, and belongs to the technical field of dual-channel
multiplexing communication, and the method comprises the following steps: firstly, collecting HPLC low-frequency / high-frequency carrier signals, working
voltage / current, temperature and
electromagnetic interference data in real time; stable, variable and
noise components of a
carrier signal are respectively obtained through empirical mode
decomposition, and a
correlation coefficient matrix of the variable components and interference factors is established by using multiple
linear regression and
singular value decomposition. And calculating a
signal intensity, a
signal-to-
noise ratio and an error rate evaluation matrix based on the
stability coefficient matrix, and constructing an abnormal
feature matrix in combination with a communication
protocol specification. And finally, inputting the features into a five-layer full-connection neural network, outputting fault type probability distribution through a
softmax function, and taking the type corresponding to the maximum probability value as a diagnosis result. According to the invention, the technical problem of rapid and accurate diagnosis of HPLC communication stability in a complex and changeable low-
voltage distribution network environment is solved.