基于SARIMA-BP神经网络组合方法的MODIS叶面积指数时间序列建模与预测
姜春雷, 张树清, 张策, 李华朋, 丁小辉. 基于SARIMA-BP神经网络组合方法的MODIS叶面积指数时间序列建模与预测[J]. 光谱学与光谱分析, 2017, 37(1): 189.
JIANG Chun-lei, ZHANG Shu-qing, ZHANG Ce, LI Hua-peng, DING Xiao-hui. Modeling and Predicting of MODIS Leaf Area Index Time Series Based on a Hybrid SARIMA and BP Neural Network Method[J]. Spectroscopy and Spectral Analysis, 2017, 37(1): 189.
[1] Xiao Z Q, Liang S L, Wang J D, et al. Remote Sensing of Environment, 2011, 115(1): 97.
[2] Jin H A, Wang J D, Xiao Z Q, et al. Geoscience and Remote Sensing Symposium (IGARSS), 2010 IEEE International. IEEE, 2010.
[3] LI Xi-jia, XIAO Zhi-qiang, WANG Jin-di, et al(李喜佳, 肖志强, 王锦地, 等). Journal of Remote Sensing(遥感学报), 2013, 18(1): 27.
[4] Savoy P, Mackay D S. Agricultural and Forest Meteorology, 2015, 200: 46.
[5] Dickinson R E, Tian Y H, Liu Q, et al. Journal of Geophysical Research: Atmospheres (1984—2012), 2008, 113(D16).
[6] Jiang B, Liang S L, Wang J D, et al. Remote Sensing of Environment, 2010, 114(7): 1432.
[7] Gao F, Morisette J T, Wolfe R E, et al. IEEE Geoscience and Remote Sensing Letters, 2008, 5(1): 60.
[8] Zhang G P. Neurocomputing, 2003, 50: 159.
[9] CUI Ri-xian, LIU Ya-dong, FU Jin-dong(崔日鲜, 刘亚东, 付金东). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 2015, 35(9): 46.
[10] ZHOU Chun-yan, HUA Deng-xin, LE Jing, et al(周春艳, 华灯鑫, 乐 静). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 2015, 35(9): 53.
[11] Box G E, Jenkins G M, Reinsel G C. Time Series Analysis: Forecasting and Control. John Wiley & Sons, 2011.
[12] Cheng C, Cheng X S, Dai N, et al. Computers in Biology and Medicine, 2015, 66: 103.
[13] Liu Y K, Xie F, Xie C L, et al. Annals of Nuclear Energy, 2015, 85: 566.
[14] Fu L M. Neural Networks in Computer Intelligence. Tata: McGraw-Hill Education, 2003.
[15] Khashei M, Bijari M. Applied Soft Computing, 2011, 11(2): 2664.
[16] Faruk D . Engineering Applications of Artificial Intelligence, 2010, 23(4): 586.
姜春雷, 张树清, 张策, 李华朋, 丁小辉. 基于SARIMA-BP神经网络组合方法的MODIS叶面积指数时间序列建模与预测[J]. 光谱学与光谱分析, 2017, 37(1): 189. JIANG Chun-lei, ZHANG Shu-qing, ZHANG Ce, LI Hua-peng, DING Xiao-hui. Modeling and Predicting of MODIS Leaf Area Index Time Series Based on a Hybrid SARIMA and BP Neural Network Method[J]. Spectroscopy and Spectral Analysis, 2017, 37(1): 189.
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