Establishment of The Crop Growth and Nitrogen Nutrition State Model Using Spectral Parameters Canopy Cover

文献类型: 外文期刊

第一作者: Tao Zhi-qiang

作者: Tao Zhi-qiang;Bagum, Shamim Ara;Ma Wei;Zhou Bao-yuan;Fu Jin-dong;Cui Ri-xian;Sun Xue-fang;Zhao Ming

作者机构:

关键词: Maize;Canopy image;Canopy cover;Leaf area index;Dry matter weight;Nitrogen

期刊名称:SPECTROSCOPY AND SPECTRAL ANALYSIS ( 影响因子:0.589; 五年影响因子:0.504 )

ISSN: 1000-0593

年卷期: 2016 年 36 卷 1 期

页码:

收录情况: SCI

摘要: In order to explore a non-destructive monitoring technique, the use of digital photo pixels canopy cover (CC) diagnosis and prediction on maize growth and its nitrogen nutrition status. This study through maize canopy digital photo images on relationship between color index in the photo and the leaf area index (LAI), shoot dry matter weight (DM), leaf nitrogen content percentage (N%). The test conducted in the Chinese Academy of Agricultural Science from 2012 to 2013, based on Maize canopy Visual Image Analysis System developed by Visual Basic Version 6. 0, analyzed the correlation of CC, color indices, LAI, DM, N% on maize varieties (Zhongdan909, ZD 909) under three nitrogen levels treatments, furthermore the indicators significantly correlated were fitted with modeling, The results showed that CC had a highly significant correlation with LAI (r=0. 93, p<0. 01), DM (r=0. 94, p<0. 01), (r=0. 82, p<0. 01). Estimating the model of LAI, DM and N% by CC were all power function, and the equation respectively were y=3. 281 2x(0.763 9), y=283. 658 1x(0.553 6) and y=3. 064 5x(0.932 9); using independent data from modeling for model validation indicated that R-2, RMSE and RE based on 1 : 1 line relationship between measured values and simulated values in the model of CC estimating LAI were 0. 996, 0. 035 and 1. 46%; R-2, RMSE and RE in the model of CC estimating DM were 0. 978, 5.408 g and 2.43%; R-2, RMSE and RE in the model of CC estimating N% were 0. 990, 0. 054 and 2. 62%. In summary, the model can comparatively accurately estimate the LAI, DM and N% by CC under different nitrogen levels at maize grain filling stage, indicating that it is feasible to apply digital camera on real-time undamaged rapid monitoring and prediction for maize growth conditions and its nitrogen nutrition status. This research finding is to be verified in the field experiment, and further analyze the applicability throughout the growing period in other maize varieties and different planting density.

分类号:

  • 相关文献

[1]Poor post-silking kernel development limits summer maize yield in the North China Plain. Tao, Hongbin,Xia, Laikun,Xu, Lina,Lu, Lihua,Jin, Pengyu,Ming, Bo,Wang, Caicai,Wang, Pu,Xia, Laikun,Xu, Lina,Lu, Lihua,Wang, Caicai. 2015

[2]Nitrogen accumulation, remobilization and partitioning in rice (Oryza sativa L.) under an improved irrigation practice. Lin, XQ,Zhou, WJ,Zhu, DF,Chen, HZ,Zhang, YP. 2006

[3]Relationships between soil respiration and photosynthesis-related spectral vegetation indices in two cropland ecosystems. Huang, Ni,Niu, Zheng,Zhan, Yulin,Xu, Shiguang,Wu, Chaoyang,Gao, Shuai,Hou, Xuehui,Cai, Dewen,Huang, Ni,Xu, Shiguang,Hou, Xuehui,Cai, Dewen,Tappert, Michelle C.,Huang, Wenjiang.

[4]Crop productivity and nutrient use efficiency as affected by long-term fertilisation in North China Plain. Wang, Yingchun,Wang, Enli,Smith, Chris J.,Wang, Yingchun,Huang, Shaomin,Wang, Daolong,Ma, Yibing,Wang, Ligang.

[5]Root distribution and interactions between intercropped species. Li, L,Sun, JH,Zhang, FS,Guo, TW,Bao, XG,Smith, FA,Smith, SE.

[6]Identification of quantitative trait loci for leaf area and chlorophyll content in maize (Zea mays) under low nitrogen and low phosphorus supply. Cai, Hongguang,Chu, Qun,Yuan, Lixing,Liu, Jianchao,Chen, Xiaohui,Chen, Fanjun,Mi, Guohua,Zhang, Fusuo,Cai, Hongguang.

[7]Genome-wide identification of housekeeping genes in maize. Lin, Feng,Jiang, Lu,Lv, Yuanda,Zhao, Han,Liu, Yuhe,Dai, Huixue. 2014

[8]Crop residue, manure and fertilizer in dryland maize under reduced tillage in northern China: I grain yields and nutrient use efficiencies. Wang, Xiaobin,Cai, Dianxiong,Hoogmoed, Willem B.,Perdok, Udo D.,Oenema, Oene. 2007

[9]Balanced N and C input recommendations for rain-fed maize production in northern China based on N balances and grain yields. Wang, Xiaobin,Cai, Dianxiong,Zhao, Quansheng,Xie, Xiaohong,Cai, Dianxiong,Hoogmoed, Willem B.,Oenema, Oene. 2018

[10]Crop residue, manure and fertilizer in dryland maize under reduced tillage in northern China: II nutrient balances and soil fertility. Wang, Xiaobin,Hoogmoed, Willem B.,Cai, Dianxiong,Perdok, Udo D.,Oenema, Oene. 2007

[11]Nutrient requirements for maize in China based on QUEFTS analysis. Xu, Xinpeng,He, Ping,Chuan, Limin,Qiu, Shaojun,Zhao, Shicheng,Zhou, Wei,He, Ping,Pampolino, Mirasol F.,Johnston, Adrian M..

[12]Differentiating wheat varieties with different leaf angle distributions using NDVI and canopy cover. Yanli, Lu,Shaokun, Li,Ruizhi, Xie,Yanli, Lu,Jihua, Wang,Zhijie, Wang,Carol, Jones.

[13]Effects of Molybdenum Application on Plant Growth, Molybdoenzyme Activity and Mesophyll Cell Ultrastructure of Round Leaf Cassia in Red Soil. Weng, Bo-Qi,Wang, Yi-Xiang,Ying, Zhao-Yang,Huang, Dong-Feng,Luo, Tao,Wang, Huang-Ping,Xiong, De-Zhong.

[14]Estimation of Winter Wheat Leaf Nitrogen Accumulation using Machine Learning Algorithm and Visible Spectral. Cui Ri-xian,Liu Ya-dong,Fu Jin-dong. 2016

[15]Estimation of Winter Wheat Biomass Using Visible Spectral and BP Based Artificial Neural Networks. Cui Ri-xian,Liu Ya-dong,Fu Jin-dong. 2015

[16]Effects of potassium deficiency on photosynthesis and photoprotection mechanisms in soybean (Glycine max (L.) Merr.). Wang Xiao-guang,Zhao Xin-hua,Jiang Chun-ji,Li Chun-hong,Cong Shan,Wu Di,Yu Hai-qiu,Chen Yan-qiu,Wang Chun-yan. 2015

[17]Earthworms enhanced winter oilseed rape (Brassica napus L.) growth and nitrogen uptake. Zhang, Shujie,Chao, Ying,Zhang, Chunlei,Cheng, Jing,Li, Jun,Ma, Ni.

[18]The optimal leaf area index for cucumber photosynthesis and production in plastic greenhouse. Xiaolei, S,Zhifeng, W. 2004

[19]Identification of plant configurations maximizing radiation capture in relay strip cotton using a functional-structural plant model. Lili Mao,Lizhen Zhang,Jochem B. Evers,Michael Henke,Wopke van der Werf,Shaodong Liu,Siping Zhang,Xinhua Zhao,Baomin Wang,Zhaohu Li.

[20]Estimating the crop leaf area index using hyperspectral remote sensing. Liu Ke,Zhou Qing-bo,Wu Wen-bin,Tang Hua-jun,Liu Ke,Zhou Qing-bo,Wu Wen-bin,Tang Hua-jun,Wu Wen-bin,Xia Tian.

作者其他论文 更多>>