Estimation of maize evapotranspiration using extreme learning machine and generalized regression neural network on the China Loess Plateau

文献类型： 外文期刊

第一作者： Feng, Yu

作者： Feng, Yu;Gong, Daozhi;Mei, Xurong;Cui, Ningbo

作者机构：

关键词： evapotranspiration;extreme learning machine;generalized regression neural network;maize;modified dual crop coefficient approach

期刊名称：HYDROLOGY RESEARCH （ 影响因子：2.419； 五年影响因子：2.257 ）

ISSN： 1998-9563

年卷期： 2017 年 48 卷 4 期

页码：

收录情况： SCI

摘要： Accurately estimating crop evapotranspiration (ET) is essential for agricultural water management in arid and semiarid croplands. This study developed extreme learning machine (ELM) and generalized regression neural network (GRNN) models for maize ET estimation on the China Loess Plateau. Maize ET, meteorological variables, leaf area index (LAI), and plant height (h(c)) were continuously measured during maize growing seasons of 2011-2013. The meteorological data and crop data including LAI and hc from 2011 to 2012 were used to train the ELM and GRNN using two different input combinations. The performances of ELM and GRNN were compared with the modified dual crop coefficient (K-c) approach in 2013. Results indicated that ELM1 and GRNN1 using meteorological and crop data as inputs estimated maize ET accurately, with root mean square error (RMSE) of 0.221 mm/d, mean absolute error (MAE) of 0.203 mm/d, and NS of 0.981 for ELM1, RMSE of 0.225 mm/d, MAE of 0.211 mm/d, and NS of 0.981 for GRNN1, respectively, which confirmed better performances than the modified dual Kc model. Performances of ELM2 and GRNN2 using only meteorological data as input were poorer than those of ELM1, GRNN1, and modified dual Kc approach, but its estimation of maize ET was acceptable when only meteorological data were available.

分类号：

  • 相关文献

[1]Modeling reference evapotranspiration using extreme learning machine and generalized regression neural network only with temperature data. Feng, Yu,Peng, Yong,Cui, Ningbo,Feng, Yu,Peng, Yong,Cui, Ningbo,Gong, Daozhi,Zhang, Kuandi.

[2]The maize evapotranspiration in the background of climate change: a case study in arid area. Liu, Buchun,Mei, Xurong,Lv, Guohua,Wu, Yongfeng,Song, Jiqing,Bai, Wenbo,Liu, Buchun,Mei, Xurong,Lv, Guohua,Wu, Yongfeng,Song, Jiqing,Bai, Wenbo,Liu, Buchun,Mei, Xurong,Lv, Guohua,Wu, Yongfeng,Song, Jiqing,Bai, Wenbo,Yang, Youlu,Bai, Meilan.

[3]Wheat Grain Protein Content Estimation Based on Multi-temporal Remote Sensing Data and Generalized Regression Neural Network. Li, Cunjun,Wang, Qian,Wang, Jihua,Wang, Yan,Yang, Xiaodong,Song, Xiaoyu,Huang, Wenjiang. 2012

[4]Comparison of ELM, GANN, WNN and empirical models for estimating reference evapotranspiration in humid region of Southwest China. Feng, Yu,Gong, Daozhi,Cui, Ningbo,Zhao, Lu,Cui, Ningbo,Zhao, Lu,Cui, Ningbo,Hu, Xiaotao.

[5]Comparison of artificial intelligence and empirical models for estimation of daily diffuse solar radiation in North China Plain. Feng, Yu,Cui, Ningbo,Zhang, Qingwen,Zhao, Lu,Feng, Yu,Cui, Ningbo,Zhang, Qingwen,Zhao, Lu,Feng, Yu,Gong, Daozhi.

[6]Temporal-spatial variation of evapotranspiration in the Yellow River Delta based on an integrated remote sensing model. Li, He,Chen, Zhongxin,Jiang, Zhiwei,Sun, Liang,Liu, Ke,Liu, Bin,Li, He,Chen, Zhongxin,Jiang, Zhiwei,Sun, Liang,Liu, Ke,Liu, Bin. 2015

[7]Effect of Deficit Irrigation on the Growth, Water Use Characteristics and Yield of Cotton in Arid Northwest China. Yang Chuanjie,Luo Yi,Sun Lin,Yang Chuanjie,Wu Na,Wu Na. 2015

[8]The Characteristics of Annual Water Consumption for Winter Wheat and Summer Maize in North China Plain. Kong, Fanlei,Shi, Leigang,Chen, Fu,Cai, Wantao. 2012

[9]Estimating high spatiotemporal resolution evapotranspiration over a winter wheat field using an IKONOS image based complementary relationship and Lysimeter observations. Yang, Guijun,Zhao, Chunjiang,Xue, Xuzhang,Yang, Guijun,Yang, Guijun,Pu, Ruiliang. 2014

[10]Surface energy fluxes and controls of evapotranspiration in three alpine ecosystems of Qinghai Lake watershed, NE Qinghai-Tibet Plateau. Zhang, Si-Yi,Li, Xiao-Yan,Zhang, Si-Yi,Li, Xiao-Yan,Zhao, Guo-Qin,Huang, Yong-Mei,Zhang, Si-Yi. 2016

[11]CO(2)H(2)O and energy exchange of an Inner Mongolia steppe ecosystem during a dry and wet year. Wang, Yanfen,Cui, Xiaoyong,Zhou, Xiaoqi,Niu, Haishan,Hao, Yanbin,Huang, Xiangzhong,Cui, Xiaoyong,Mei, Xurong. 2008

[12]Response of sap flux and evapotranspiration to deficit irrigation of greenhouse pear-jujube trees in semi-arid northwest China. Feng, Yu,Cui, Ningbo,Zhao, Lu,Feng, Yu,Cui, Ningbo,Zhao, Lu,Du, Taisheng,Feng, Yu,Gong, Daozhi,Cui, Ningbo,Hu, Xiaotao.

[13]Estimation of evapotranspiration and its components from an apple orchard in northwest China using sap flow and water balance methods. Gong, Daozhi,Kang, Shaozhong,Yao, Limin,Zhang, Lu.

[14]Measurements of water dissipation and water use efficiency at the canopy level in a peach orchard. Ouyang, Z. -P.,Guo, J. -X.,Mei, X. -R.,Li, Y. -Z..

[15]Spatial-Temporal Analysis of Field Evapotranspiration Based on Complementary Relationship Model and IKONOS Data. Yang Guijun,Zhao Chunjiang,Xu Qingyun. 2013

[16]Winter wheat with subsurface drip irrigation (SDI): Crop coefficients, water-use estimates, and effects of SDI on grain yield and water use efficiency. Gao, Yang,Shen, Xiaojun,Li, Xinqiang,Sun, Jingsheng,Duan, Aiwang,Yang, Linlin,Wu, Laosheng. 2014

[17]Comparison of satellite-based evapotranspiration models over terrestrial ecosystems in China. Chen, Yang,Xia, Jiangzhou,Feng, Jinming,Wang, Kaicun,Yuan, Wenping,Chen, Yang,Xia, Jiangzhou,Liang, Shunlin,Li, Xianglan,Wang, Kaicun,Chen, Yang,Xia, Jiangzhou,Liang, Shunlin,Li, Xianglan,Wang, Kaicun,Liang, Shunlin,Feng, Jinming,Ma, Zhuguo,Zhao, Tianbao,Fisher, Joshua B.,Li, Xin,Wen, Jun,Liu, Shuguang,Miyata, Akira,Mu, Qiaozhen,Sun, Liang,Tang, Jianwei,Zhang, Qiang,Xue, Yueju,Yu, Guirui,Zha, Tonggang,Zhang, Li,Zhao, Liang,Yuan, Wenping.

[18]Effects of variation in rainfall on rainfed crop yields and water use in dryland farming areas in China. Wang, Xiaobin,Cai, Dianxiong,Wu, Huijun,Cai, Dianxiong,Hoogmoed, W. B.,Oenema, O..

[19]Water use assessment in alley cropping systems within subtropical China. Zhao, Ying,Zhao, Ying,Zhang, Bin,Zhang, Bin,Hill, Robert. 2012

[20]Global warming, rice production, and water use in China: Developing a probabilistic assessment. Sakamoto, Toshihiro,Yokozawa, Masayuki,Tao, Fulu,Tao, Fulu,Hayashi, Yousay,Zhang, Zhao. 2008

作者其他论文 更多>>

微信小程序