HPLC communication module qualification classification method based on support vector machine

The invention discloses a power line carrier module classification method, which comprises the following steps: in the same environment, performing communication detection and power consumption detection on an HPLC communication module, establishing a test database, and dividing the test database into a training group and a test group; then establishing a support vector machine mathematical model, inputting the training group database into the model as a training sample to obtain a decision function of the support vector machine, and classifying the test groups by using the trained model; after model training is completed, substituting test data into the trained mathematical model, and evaluating the model precision. If the classification result cannot meet the classification requirement, a training group is added for retraining, and if the classification result meets the precision requirement, the model can be used for communication performance classification of the power line carrier module. According to th