Abstract:When using terahertz timedomain spectroscopy(THzTDS) technology to perform quantitative analysis of nitrile rubber additives, the paper extending the partial least squares(PLS) to multidimensional partial least squares method(NPLS), which can solve the problem of high dimensional data modeling effectively and improve the model accuracy. To verify the effectiveness of the proposed algorithm above, PLS method and NPLS method are used respectively on sample modeling and analysis. Which obtained the root mean square error and the correlation coefficient of NPLS model is 2.04% and 0.98. While The root mean square error and the correlation coefficient ofPLS model is 2.71% and 0.97. The results show that both methods can forecast the content of some components in the mixture, but the prediction effect of NPLS model is better.