350
Views
72
CrossRef citations to date
0
Altmetric
Original Articles

A linear model to predict with a multi‐spectral radiometer the amount of nitrogen in winter wheat

, &
Pages 4159-4179 | Received 17 Sep 2004, Accepted 20 Dec 2004, Published online: 22 Feb 2007

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (2)

Paula Aguirre Castro & Martín F. Garbulsky. (2018) Spectral normalized indices related with forage quality in temperate grasses: scaling up from leaves to canopies. International Journal of Remote Sensing 39:10, pages 3138-3163.
Read now
I. Herrmann, A. Karnieli, D. J. Bonfil, Y. Cohen & V. Alchanatis. (2010) SWIR-based spectral indices for assessing nitrogen content in potato fields. International Journal of Remote Sensing 31:19, pages 5127-5143.
Read now

Articles from other publishers (70)

Yuxuan Wang, Zhongyi Qu, Wei Yang, Xi Chen & Tian Qiao. (2024) Inversion of Soil Salinity in the Irrigated Region along the Southern Bank of the Yellow River Using UAV Multispectral Remote Sensing. Agronomy 14:3, pages 523.
Crossref
Manoranjan Mishra, Rajkumar Guria, Suman Paul, Biswaranjan Baraj, Celso Augusto Guimarães Santos, Carlos Antonio Costa dos Santos & Richarde Marques da Silva. (2024) Geo-ecological, shoreline dynamic, and flooding impacts of Cyclonic Storm Mocha: A geospatial analysis. Science of The Total Environment 917, pages 170230.
Crossref
Lu Xu, Shuo Shi, Wei Gong, Bowen Chen, Jia Sun, Qian Xu & Sifu Bi. (2024) Mapping 3D plant chlorophyll distribution from hyperspectral LiDAR by a leaf-canopyradiative transfer model. International Journal of Applied Earth Observation and Geoinformation 127, pages 103649.
Crossref
Yan Guo, Jia He, Jingyi Huang, Xiuzhong Yang, Zhou Shi, Laigang Wang & Guoqing Zheng. 2023. Drones - Various Applications. Drones - Various Applications.
Yiguang Fan, Haikuan Feng, Jibo Yue, Xiuliang Jin, Yang Liu, Riqiang Chen, Mingbo Bian, Yanpeng Ma, Xiaoyu Song & Guijun Yang. (2023) Using an optimized texture index to monitor the nitrogen content of potato plants over multiple growth stages. Computers and Electronics in Agriculture 212, pages 108147.
Crossref
Yuzhen Wu, Qingzhan Zhao, Xiaojun Yin, Yuanzhi Wang & Wenzhong Tian. (2023) Multi-Parameter Health Assessment of Jujube Trees Based on Unmanned Aerial Vehicle Hyperspectral Remote Sensing. Agriculture 13:9, pages 1679.
Crossref
Chengzhi Fan, Lixin Gao, Zhenhai Li & Haikuan Feng. (2023) Estimation of the ratio of leaf carbon to nitrogen in winter wheat based on hyperspectral data and machine learning method. Estimation of the ratio of leaf carbon to nitrogen in winter wheat based on hyperspectral data and machine learning method.
Ziheng Feng, Haiyan Zhang, Jianzhao Duan, Li He, Xinru Yuan, Yuezhi Gao, Wandai Liu, Xiao Li & Wei Feng. (2023) Improved Spectral Detection of Nitrogen Deficiency and Yellow Mosaic Disease Stresses in Wheat Using a Soil Effect Removal Algorithm and Machine Learning. Remote Sensing 15:10, pages 2513.
Crossref
Zhi-kai CHENG, Xiao-bo GU, Ya-dan DU, Zhi-hui ZHOU, Wen-long LI, Xiao-bo ZHENG, Wen-jing CAI & Tian CHANG. (2023) Spectral purification improves monitoring accuracy of the comprehensive growth evaluation index for film-mulched winter wheat. Journal of Integrative Agriculture.
Crossref
Yiguang Fan, Haikuan Feng, Jibo Yue, Yang Liu, Xiuliang Jin, Xingang Xu, Xiaoyu Song, Yanpeng Ma & Guijun Yang. (2023) Comparison of Different Dimensional Spectral Indices for Estimating Nitrogen Content of Potato Plants over Multiple Growth Periods. Remote Sensing 15:3, pages 602.
Crossref
Bingtao Gao, Linfeng Yu, Lili Ren, Zhongyi Zhan & Youqing Luo. (2023) Early Detection of Dendroctonus valens Infestation at Tree Level with a Hyperspectral UAV Image. Remote Sensing 15:2, pages 407.
Crossref
Xiao Ma, Pengfei Chen & Xiuliang Jin. (2022) Predicting Wheat Leaf Nitrogen Content by Combining Deep Multitask Learning and a Mechanistic Model Using UAV Hyperspectral Images. Remote Sensing 14:24, pages 6334.
Crossref
Yahui Guo, Xuan Zhang, Shouzhi Chen, Hanxi Wang, Senthilnath Jayavelu, Davide Cammarano & Yongshuo Fu. (2022) Integrated UAV-Based Multi-Source Data for Predicting Maize Grain Yield Using Machine Learning Approaches. Remote Sensing 14:24, pages 6290.
Crossref
Pengfei Chen & Fangyong Wang. (2022) Effect of crop spectra purification on plant nitrogen concentration estimations performed using high-spatial-resolution images obtained with unmanned aerial vehicles. Field Crops Research 288, pages 108708.
Crossref
Shuguang Liu, Zhenqi Hu, Jiazheng Han, Yuanyuan Li & Tao Zhou. (2022) Predicting grain yield and protein content of winter wheat at different growth stages by hyperspectral data integrated with growth monitor index. Computers and Electronics in Agriculture 200, pages 107235.
Crossref
Yixiu Han, Rui Tang, Zhenqi Liao, Bingnian Zhai & Junliang Fan. (2022) A Novel Hybrid GOA-XGB Model for Estimating Wheat Aboveground Biomass Using UAV-Based Multispectral Vegetation Indices. Remote Sensing 14:14, pages 3506.
Crossref
Hui Sun, Meichen Feng, Wude Yang, Rutian Bi, Jingjing Sun, Chunqi Zhao, Lujie Xiao, Chao Wang & Muhammad Saleem Kubar. (2022) Monitoring Leaf Nitrogen Accumulation With Optimized Spectral Index in Winter Wheat Under Different Irrigation Regimes. Frontiers in Plant Science 13.
Crossref
Sara Dell'Anna, Giuseppe Mansueto, Piero Boccardo & Emere Arco. (2022) Multi-spectral sensors monitoring of the epidemic of Xylella Fastidiosa in the Apulia Region. Multi-spectral sensors monitoring of the epidemic of Xylella Fastidiosa in the Apulia Region.
Rui Dong, Yuxin Miao, Xinbing Wang, Fei Yuan & Krzysztof Kusnierek. (2022) Combining leaf fluorescence and active canopy reflectance sensing technologies to diagnose maize nitrogen status across growth stages. Precision Agriculture 23:3, pages 939-960.
Crossref
Bingtao Gao, Linfeng Yu, Lili Ren, Zhongyi Zhan & Youqing Luo. (2022) Early Detection of Dendroctonus valens Infestation with Machine Learning Algorithms Based on Hyperspectral Reflectance. Remote Sensing 14:6, pages 1373.
Crossref
Martha M. Farella, Mallory L. Barnes, David D. Breshears, Jessica Mitchell, Willem J. D. van Leeuwen & Rachel E. Gallery. (2022) Evaluation of vegetation indices and imaging spectroscopy to estimate foliar nitrogen across disparate biomes. Ecosphere 13:3.
Crossref
Jingshan Lu, Jan U.H. Eitel, Mary Engels, Jie Zhu, Yong Ma, Feng Liao, Hengbiao Zheng, Xue Wang, Xia Yao, Tao Cheng, Yan Zhu, Weixing Cao & Yongchao Tian. (2021) Improving Unmanned Aerial Vehicle (UAV) remote sensing of rice plant potassium accumulation by fusing spectral and textural information. International Journal of Applied Earth Observation and Geoinformation 104, pages 102592.
Crossref
Rahul Raj, Jeffrey P. Walker, Rohit Pingale, Balaji Naik Banoth & Adinarayana Jagarlapudi. (2021) Leaf nitrogen content estimation using top-of-canopy airborne hyperspectral data. International Journal of Applied Earth Observation and Geoinformation 104, pages 102584.
Crossref
Haibo Yang, Fei Li, Yuncai Hu & Kang Yu. (2021) Hyperspectral indices optimization algorithms for estimating canopy nitrogen concentration in potato (Solanum tuberosum L.). International Journal of Applied Earth Observation and Geoinformation 102, pages 102416.
Crossref
Yue Zhang, Chenzhen Xia, Xingyu Zhang, Xianhe Cheng, Guozhong Feng, Yin Wang & Qiang Gao. (2021) Estimating the maize biomass by crop height and narrowband vegetation indices derived from UAV-based hyperspectral images. Ecological Indicators 129, pages 107985.
Crossref
Kaocheng Zhao, Ying Ye, Jun Ma, Lifen Huang & Hengyang Zhuang. (2021) Detection and Dynamic Variation Characteristics of Rice Nitrogen Status after Anthesis Based on the RGB Color Index. Agronomy 11:9, pages 1739.
Crossref
Haibo Yang, Fei Li, Wei Wang & Kang Yu. (2021) Estimating Above-Ground Biomass of Potato Using Random Forest and Optimized Hyperspectral Indices. Remote Sensing 13:12, pages 2339.
Crossref
N. Ohana-Levi, A. Ben-Gal, A. Peeters, D. Termin, R. Linker, S. Baram, E. Raveh & T. Paz-Kagan. (2020) A comparison between spatial clustering models for determining N-fertilization management zones in orchards. Precision Agriculture 22:1, pages 99-123.
Crossref
Lin Du, Zhili Jin, Bowen Chen, Biwu Chen, Wei Gao, Jian Yang, Shuo Shi, Shalei Song, Mengmeng Wang, Wei Gong & Wei Wang. (2021) Application of Hyperspectral LiDAR on 3-D Chlorophyll-Nitrogen Mapping of Rohdea Japonica in Laboratory. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14, pages 9667-9679.
Crossref
Luwei Feng, Zhou Zhang, Yuchi Ma, Qingyun Du, Parker Williams, Jessica Drewry & Brian Luck. (2020) Alfalfa Yield Prediction Using UAV-Based Hyperspectral Imagery and Ensemble Learning. Remote Sensing 12:12, pages 2028.
Crossref
Junjun Lu, Yuxin Miao, Wei Shi, Jingxin Li, Xiaoyi Hu, Zhichao Chen, Xinbing Wang & Krzysztof Kusnierek. (2020) Developing a Proximal Active Canopy Sensor-based Precision Nitrogen Management Strategy for High-Yielding Rice. Remote Sensing 12:9, pages 1440.
Crossref
Hainie Zha, Yuxin Miao, Tiantian Wang, Yue Li, Jing Zhang, Weichao Sun, Zhengqi Feng & Krzysztof Kusnierek. (2020) Improving Unmanned Aerial Vehicle Remote Sensing-Based Rice Nitrogen Nutrition Index Prediction with Machine Learning. Remote Sensing 12:2, pages 215.
Crossref
Wei Feng, Yapeng Wu, Li He, Xingxu Ren, Yangyang Wang, Gege Hou, Yonghua Wang, Wandai Liu & Tiancai Guo. (2019) An optimized non-linear vegetation index for estimating leaf area index in winter wheat. Precision Agriculture 20:6, pages 1157-1176.
Crossref
Zhichao Chen, Yuxin Miao, Junjun Lu, Lan Zhou, Yue Li, Hongyan Zhang, Weidong Lou, Zheng Zhang, Krzysztof Kusnierek & Changhua Liu. (2019) In-Season Diagnosis of Winter Wheat Nitrogen Status in Smallholder Farmer Fields Across a Village Using Unmanned Aerial Vehicle-Based Remote Sensing. Agronomy 9:10, pages 619.
Crossref
Xuehong Zhang, Yang He, Chao Wang, Fan Xu, Xinhui Li, Changwei Tan, Dongmei Chen, Guojie Wang & Lixin Shi. (2019) Estimation of Corn Canopy Chlorophyll Content Using Derivative Spectra in the O2–A Absorption Band. Frontiers in Plant Science 10.
Crossref
Brian J. Bohman, Carl J. Rosen & David J. Mulla. (2019) Evaluation of Variable Rate Nitrogen and Reduced Irrigation Management for Potato Production. Agronomy Journal 111:4, pages 2005-2017.
Crossref
Fan, Zhao, Xu, Liang, Yang, Feng, Yang, Wang, Chen & Wei. (2019) Hyperspectral-based Estimation of Leaf Nitrogen Content in Corn Using Optimal Selection of Multiple Spectral Variables. Sensors 19:13, pages 2898.
Crossref
P. JAGAN MOHAN & S. DUTTA GUPTA. (2019) Intelligent image analysis for retrieval of leaf chlorophyll content of rice from digital images of smartphone under natural light. Photosynthetica 57:2, pages 388-398.
Crossref
Li He, Craig A. Coburn, Zhi-Jie Wang, Wei Feng & Tian-Cai Guo. (2019) Reduced Prediction Saturation and View Effects for Estimating the Leaf Area Index of Winter Wheat. IEEE Transactions on Geoscience and Remote Sensing 57:3, pages 1637-1652.
Crossref
Hengbiao Zheng, Wei Li, Jiale Jiang, Yong Liu, Tao Cheng, Yongchao Tian, Yan Zhu, Weixing Cao, Yu Zhang & Xia Yao. (2018) A Comparative Assessment of Different Modeling Algorithms for Estimating Leaf Nitrogen Content in Winter Wheat Using Multispectral Images from an Unmanned Aerial Vehicle. Remote Sensing 10:12, pages 2026.
Crossref
Liang Liang, Liping Di, Ting Huang, Jiahui Wang, Li Lin, Lijuan Wang & Minhua Yang. (2018) Estimation of Leaf Nitrogen Content in Wheat Using New Hyperspectral Indices and a Random Forest Regression Algorithm. Remote Sensing 10:12, pages 1940.
Crossref
Lin Du, Wei Gong & Jian Yang. (2018) Application of spectral indices and reflectance spectrum on leaf nitrogen content analysis derived from hyperspectral LiDAR data. Optics & Laser Technology 107, pages 372-379.
Crossref
Hongchun Zhu, Haiying Liu, Yuexue Xu & Yang Guijun. (2018) UAV-based hyperspectral analysis and spectral indices constructing for quantitatively monitoring leaf nitrogen content of winter wheat. Applied Optics 57:27, pages 7722.
Crossref
Hengbiao Zheng, Tao Cheng, Dong Li, Xia Yao, Yongchao Tian, Weixing Cao & Yan Zhu. (2018) Combining Unmanned Aerial Vehicle (UAV)-Based Multispectral Imagery and Ground-Based Hyperspectral Data for Plant Nitrogen Concentration Estimation in Rice. Frontiers in Plant Science 9.
Crossref
Xingang Xu, Guijun Yang, Xiaodong Yang, Zhenhai Li, Haikuan Feng, Bo Xu & Xiaoqing Zhao. (2018) Monitoring ratio of carbon to nitrogen (C/N) in wheat and barley leaves by using spectral slope features with branch-and-bound algorithm. Scientific Reports 8:1.
Crossref
Juan Sui, Qiming Qin, Huazhong Ren, Yuanheng Sun, Tianyuan Zhang, Jiandong Wang & Shihong Gong. (2018) Winter Wheat Production Estimation Based on Environmental Stress Factors from Satellite Observations. Remote Sensing 10:6, pages 962.
Crossref
Bin-Bin Guo, Yun-Ji Zhu, Wei Feng, Li He, Ya-Peng Wu, Yi Zhou, Xing-Xu Ren & Ying Ma. (2018) Remotely Estimating Aerial N Uptake in Winter Wheat Using Red-Edge Area Index From Multi-Angular Hyperspectral Data. Frontiers in Plant Science 9.
Crossref
Ben Zhao, Aiwang Duan, Syed Tahir Ata-Ul-Karim, Zhandong Liu, Zhifang Chen, Zhihong Gong, Jiyang Zhang, Junfu Xiao, Zugui Liu, Anzhen Qin & Dongfeng Ning. (2018) Exploring new spectral bands and vegetation indices for estimating nitrogen nutrition index of summer maize. European Journal of Agronomy 93, pages 113-125.
Crossref
Thierry Erudel, Sophie Fabre, Thomas Houet, Florence Mazier & Xavier Briottet. (2017) Criteria Comparison for Classifying Peatland Vegetation Types Using In Situ Hyperspectral Measurements. Remote Sensing 9:7, pages 748.
Crossref
Biwu Chen, Shuo Shi, Wei Gong, Qingjun Zhang, Jian Yang, Lin Du, Jia Sun, Zhenbing Zhang & Shalei Song. (2017) Multispectral LiDAR Point Cloud Classification: A Two-Step Approach. Remote Sensing 9:4, pages 373.
Crossref
Bin-Bin Guo, Shuang-Li Qi, Ya-Rong Heng, Jian-Zhao Duan, Hai-Yan Zhang, Ya-Peng Wu, Wei Feng, Ying-Xin Xie & Yun-Ji Zhu. (2017) Remotely assessing leaf N uptake in winter wheat based on canopy hyperspectral red-edge absorption. European Journal of Agronomy 82, pages 113-124.
Crossref
Zhenjiang Zhou, Mathias Neumann Andersen & Finn Plauborg. (2016) Radiation interception and radiation use efficiency of potato affected by different N fertigation and irrigation regimes. European Journal of Agronomy 81, pages 129-137.
Crossref
Xin-gang XuXiao-he GuXiao-yu SongBo XuHai-yang YuGui-jun YangHai-kuan Feng. Assessing the ratio of leaf carbon to nitrogen in winter wheat and spring barley based on hyperspectral data. Assessing the ratio of leaf carbon to nitrogen in winter wheat and spring barley based on hyperspectral data.
Hengbiao Zheng, Xiang Zhou, Tao Cheng, Xia Yao, Yongchao Tian, Weixing Cao & Yan Zhu. (2016) Evaluation of a UAV-based hyperspectral frame camera for monitoring the leaf nitrogen concentration in rice. Evaluation of a UAV-based hyperspectral frame camera for monitoring the leaf nitrogen concentration in rice.
Li He, Hai-Yan Zhang, Yuan-Shuai Zhang, Xiao Song, Wei Feng, Guo-Zhang Kang, Chen-Yang Wang & Tian-Cai Guo. (2016) Estimating canopy leaf nitrogen concentration in winter wheat based on multi-angular hyperspectral remote sensing. European Journal of Agronomy 73, pages 170-185.
Crossref
Xin-gang Xu, Xiao-dong Yang, Xiao-he Gu, Hao Yang, Hai-kuan Feng, Gui-jun Yang & Xiao-yu Song. Monitoring the ratio of leaf carbon to nitrogen in winter wheat with hyperspectral measurements. Monitoring the ratio of leaf carbon to nitrogen in winter wheat with hyperspectral measurements.
Zhenhai Li, Jihua Wang, Xingang Xu, Chunjiang Zhao, Xiuliang Jin, Guijun Yang & Haikuan Feng. (2015) Assimilation of Two Variables Derived from Hyperspectral Data into the DSSAT-CERES Model for Grain Yield and Quality Estimation. Remote Sensing 7:9, pages 12400-12418.
Crossref
Ramanjit Kaur, Bhupinder Singh, Manjeet Singh & S. K. Thind. (2015) Hyperspectral Indices, Correlation and Regression Models for Estimating Growth Parameters of Wheat Genotypes. Journal of the Indian Society of Remote Sensing 43:3, pages 551-558.
Crossref
Pengfei Chen. (2015) A Comparison of Two Approaches for Estimating the Wheat Nitrogen Nutrition Index Using Remote Sensing. Remote Sensing 7:4, pages 4527-4548.
Crossref
Tyler J. Nigon, David J. Mulla, Carl J. Rosen, Yafit Cohen, Victor Alchanatis, Joseph Knight & Ronit Rud. (2015) Hyperspectral aerial imagery for detecting nitrogen stress in two potato cultivars. Computers and Electronics in Agriculture 112, pages 36-46.
Crossref
Xin-gang Xu, Xiao-dong Yang, Hao Yang, Hai-kuai Feng, Gui-jun Yang & Xiao-yu Song. (2014) Using hyperspectral measurements to estimate ratio of leaf carbon to nitrogen in winter wheat. Using hyperspectral measurements to estimate ratio of leaf carbon to nitrogen in winter wheat.
Yuan Wang, Dejian Wang, Peihua Shi & Kenji Omasa. (2014) Estimating rice chlorophyll content and leaf nitrogen concentration with a digital still color camera under natural light. Plant Methods 10:1, pages 36.
Crossref
Anas Fauzi, Andrew K. Skidmore, Hein van Gils, Martin Schlerf & Ignas M.A. Heitkönig. (2013) Shrimp pond effluent dominates foliar nitrogen in disturbed mangroves as mapped using hyperspectral imagery. Marine Pollution Bulletin 76:1-2, pages 42-51.
Crossref
Yansong Bao, Kang Xu, Jinzhong Min & Jianjun Xu. (2013) Estimating Wheat Shoot Nitrogen Content at Vegetative Stage from In Situ Hyperspectral Measurements. Crop Science 53:5, pages 2063-2071.
Crossref
Xiu-liang Jin, Wan-ying Diao, Chun-hua Xiao, Fang-yong Wang, Bing Chen, Ke-ru Wang & Shao-kun Li. (2013) Estimation of Wheat Agronomic Parameters using New Spectral Indices. PLoS ONE 8:8, pages e72736.
Crossref
Pengfei Chen, Jihua Wang, Wenjiang Huang, Nicolas Tremblay, Yangzhu Ou & Qian Zhang. (2013) Critical Nitrogen Curve and Remote Detection of Nitrogen Nutrition Index for Corn in the Northwestern Plain of Shandong Province, China. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 6:2, pages 682-689.
Crossref
Kang Yu, Fei Li, Martin L. Gnyp, Yuxin Miao, Georg Bareth & Xinping Chen. (2013) Remotely detecting canopy nitrogen concentration and uptake of paddy rice in the Northeast China Plain. ISPRS Journal of Photogrammetry and Remote Sensing 78, pages 102-115.
Crossref
Xingang Xu, Xiaoyu Song, Cunjun Li & Jihua Wang. (2012) Using new hyperspectral index to estimate leaf chlorophyll content in winter wheat. Using new hyperspectral index to estimate leaf chlorophyll content in winter wheat.
Pengfei Chen, Driss Haboudane, Nicolas Tremblay, Jihua Wang, Philippe Vigneault & Baoguo Li. (2010) New spectral indicator assessing the efficiency of crop nitrogen treatment in corn and wheat. Remote Sensing of Environment 114:9, pages 1987-1997.
Crossref
Fei Li, Martin L. Gnyp, Liangliang Jia, Yuxin Miao, Zihui Yu, Wolfgang Koppe, Georg Bareth, Xinping Chen & Fusuo Zhang. (2008) Estimating N status of winter wheat using a handheld spectrometer in the North China Plain. Field Crops Research 106:1, pages 77-85.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.