The invention discloses a near-
infrared quantitative measurement method for a PE plastic product, and belongs to the technical field of plastic product detection. The manufacturing method comprises the following steps: determining a basic PE plastic ingredient proportion, designing a gradient standard sample formula, weighing raw materials, mixing, filling a mold, heating, fusing, curing and post-
processing to obtain the standard sample. The method for establishing the measurement model comprises the following steps of: collecting a near
infrared spectrum of a standard sample, preprocessing the near
infrared spectrum, optimizing a characteristic
wave band by adopting recursive characteristic
elimination and
principal component analysis, constructing a dynamic residual
network model, and perfecting the model through accuracy optimization, generalization enhancement and mobility improvement strategies. According to the method, the problems that a traditional chemical
analysis method is large in
pollution, high in cost and poor in stability are solved, rapid
nondestructive testing within 1-2 min is achieved, the
correlation coefficient R2 of a
model prediction value and a real value can reach 0.995, and the problem of measurement
instability caused by
raw material batch fluctuation is effectively solved.