Support Vector Machine Model for predicting the Cadmium Concentration of Soil-wheat System in Mine Reclamation Farmland Using Hyperspectral Data

XU Ji-ren; DONG Ji-hong; YANG Yuan-xuan; TAN Kun; CHENG Wei

doi:10.3788/gzxb20144305.0530001

[2] ZHANG Zhi-guo, YAO Duo-xi, ZHENG Yong-hong, et al. The phytoremediation potential of six compositae plants to soil pollution of heavy metal in coal mine collapse and reclaimed area［J］. Journal of China Coal Society, 2010, 35（10）: 1742-1747.

[3] LUO Yong-ming. The phytoremediation of metal contaminated soil［J］. Soils, 1999, 31（5）: 261-265.

[4] GUO Xiao-xiao, LIU Cong-qiang, ZHU Zhao-zhou, et al. Evaluation methods for soil heavy metals contamination: A review［J］. Chinese Journal of Ecology, 2011, 30（5）: 889-896.

[5] SHI Wen-jiao, YUE Tian-xiang, SHI Xiao-li, et al. Identification methods of soil pollution for high risk heavy metals: a review［J］. Soils, 2012, 4（2）: 197-202.

[6] WU Jian-sheng, SONG Jing, ZHENG Mao-kun. Review of methods for monitoring soil heavy metal concentrations［J］. Journal of Northeast Agricultural University, 2011, 42（5）: 133-139.

[7] MALLEY D, WILLIAMS P. Using of near-infrared reflectance spectroscopy in prediction of heavy metals in freshwater sediment by their association with organic matter［J］. Environmental Science and Technology, 1997, 31（12）: 3461-3467.

[8] WEN Jian-ting, ZHANG Xia, ZHANG Bing, et al. A study of band selection method for retrieving soil lead content with hyperspectral remote sensing data［J］. Advances in Earth Science, 2010, 25（6）: 625-629.

[9] WU Deng-wei, WU Jun-zhao, MA Hong-rui. Study on the prediction of soil heavy metal elements content based on mid-infrared diffuse reflectance spectra［J］. Spectroscopy and Spectral Analysis, 2010, 30（6）: 1498-1502.

[10] LI Mi, LIU Xiang-nan, LIU Mei-ling. Fuzzy neural network model for predicting stress levels in rice fields polluted with heavy metals using hyperspectral data［J］. Acta Scientiae Circumstantiae, 2010, 30（10）: 2108-2115.

[11] SHEN Qin-mei, ZHOU Wei-dong, LI Ke-xue. Determination of Cr and Ba in soil using laser induced breakdown spectroscopy with artificial neural networks［J］. Acta Photonica Sinica, 2010, 39（2）: 2134-2138.

[12] XU Ming-xing, WU Shao-hua, ZHOU Sheng-lu, et al. Hyperspectral reflectance models for retrieving heavy metal content:application in the archaeological soil［J］. Journal of Infrared and Millimeter Waves, 2011, 30（2）: 109-114.

[13] LI Shu-min, LI Hong, SUN Dan-feng, et al. Characteristic and diagnostic bands of heavy metals in beijing agricultural soils based on spectroscopy［J］. Chinese Journal of Soil Science, 2011, 42（3）: 730-735.

[14] DONG Ji-hong, YU Min, ZHAO Yin-di, et al. Research on the distribution and spectral characteristics of heavy metal content in reclaimed soil of mining areas: A case study of Liuxin mining district in Xuzhou city［J］. Journal of China University of Mining & Technology, 2012, 41（5）: 827-832.

[15] CHODAK M, NIKLINSKA MARIA B. Near-infrared spectroscopy for analysis of chemical and microbiological properties of forest soil organic horizons in a heavy-metal-polluted area［J］. Biology and Fertility of Soils, 2007, 44（1）: 171-180.

[16] KEMPER T, SOMMER S. Estimate of heavy metal contamination in soils after a mining accident using reflectance spectroscopy［J］. Environmental science and technology, 2002, 36（12）: 2742-2747.

[17] VAPNIK V. The nature of statistical learning theory ［M］. New York: Springer-Verlag, 1995: 138-145.

[18] CAO Qing-kui, ZHAO Fei. Risk evaluation of water inrush from coal floor based on fuzzy-support vector machine［J］. Journal of China Coal Society, 2011, 36（4）: 633-637.

[20] SEASHOLTZ M, KOWALSKI B. The parsimony principle applied to multivariate calibration［J］. Analytical Chemical Acta, 1993, 277（2）: 165-177.

[21] CHU Xiao-li, YUAN Hong-fu, LU Wan-zhen. Progress and application of spectral data pretreatment and wavelength selection methods in NIR analytical technique［J］. Progress In Chemistry, 2004, 16（4）: 528-542.

[22] GB 15618-1995, Environmental quality standards for soils［S］. Beijing: Ministry of Environmental Protection, 1995.

[23] NY 5301-2005, pollution-free food: Wheat and flour［S］. Beijing: The Ministry of Agriculture of the People's Republic of China, 2005.