Visible and near infrared spectroscopy is a proven technology to be widely used in identification and exploration of hydrocarbon energy sources with high spectral resolution for detail diagnostic absorption characteristics of hydrocarbon groups.The most prominent regions for hydrocarbon absorption bands are 1 740～1 780,2 300～2 340 and 2 340～2 360 nm by the reflectance of oil sands samples.These spectral ranges are dominated by various C—H overlapping overtones and combination bands.Meanwhile,there is relatively weak even or no absorption characteristics in the region from 1 700 to 1 730 nm in the spectra of oil sands samples with low bitumen content.With the increase in oil content,in the spectral range of 1 700~1 730 nm the obvious hydrocarbon absorption begins to appear.The bitumen content is the critical parameter for oil sands reserves estimation.The absorption depth was used to depict the response intensity of the absorption bands controlled by first-order overtones and combinations of the various C—H stretching and bending fundamentals.According to the Pearson and partial correlation relationships of oil content and absorption depth dominated by hydrocarbon groups in 1 740～1 780,2 300～2 340 and 2 340～2 360 nm wavelength range,the scheme of association mode was established between the intensity of spectral response and bitumen content,and then unary linear regression(ULR) and partial least squares regression (PLSR) methods were employed to model the equation between absorption depth attributed to various C—H bond and bitumen content.There were two calibration equations in which ULR method was employed to model the relationship between absorption depth near 2 350 nm region and bitumen content and PLSR method was developed to model the relationship between absorption depth of 1 758,2 310,2 350 nm regions and oil content.It turned out that the calibration models had good predictive ability and high robustness and they could provide the scientific basis for rapid estimation of oil content in oil sands in future.