The invention relates to the technical field of
liquid hydrogen cylinder management, in particular to a
liquid hydrogen cylinder tracing management method and
system based on RFID tags. Comprising the following steps: firstly, acquiring historical RFID tag information of a
liquid hydrogen cylinder; and then, through data clustering and training, an RFID tag
information analysis model is established, and classification and
anomaly detection technologies are adopted to
label abnormal data and optimize the abnormal data. In the model training process, one-hot coding is adopted to
label data, sample features are extracted, RFID tag
information analysis vectors are generated, and convergence of the model is further achieved by optimizing a
loss function. And finally, acquiring RFID information of the current liquid
hydrogen cylinder, inputting the RFID information into the optimal analysis model, and generating an analysis result. In addition, according to the method, plan information is combined, a state curve is constructed and matched, and when the prediction result is greatly deviated from the actual value, the RFID tag information is adjusted through a self-adaptive updating mechanism, so that real-time and accurate management is realized.