An overview of crop nitrogen status assessment using hyperspectral remote sensing: Current status and perspectives
Published 2021 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
An overview of crop nitrogen status assessment using hyperspectral remote sensing: Current status and perspectives
Authors
Keywords
Hyperspectral remote sensing, Crop N status, N-related hyperspectral vegetation index, Machine learning algorithm, Feature mining
Journal
EUROPEAN JOURNAL OF AGRONOMY
Volume 124, Issue -, Pages 126241
Publisher
Elsevier BV
Online
2021-02-06
DOI
10.1016/j.eja.2021.126241
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Crop nitrogen monitoring: Recent progress and principal developments in the context of imaging spectroscopy missions
- (2020) Katja Berger et al. REMOTE SENSING OF ENVIRONMENT
- Retrieval of aboveground crop nitrogen content with a hybrid machine learning method
- (2020) Katja Berger et al. International Journal of Applied Earth Observation and Geoinformation
- Improved estimation of leaf chlorophyll content of row crops from canopy reflectance spectra through minimizing canopy structural effects and optimizing off-noon observation time
- (2020) Dong Li et al. REMOTE SENSING OF ENVIRONMENT
- PROSPECT-PRO for estimating content of nitrogen-containing leaf proteins and other carbon-based constituents
- (2020) Jean-Baptiste Féret et al. REMOTE SENSING OF ENVIRONMENT
- A SIMPLE crop model
- (2019) Chuang Zhao et al. EUROPEAN JOURNAL OF AGRONOMY
- Deep-learning-based regression model and hyperspectral imaging for rapid detection of nitrogen concentration in oilseed rape ( Brassica napus L. ) leaf
- (2018) Xinjie Yu et al. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS
- Estimating nitrogen status of rice canopy using hyperspectral reflectance combined with BPSO-SVR in cold region
- (2018) Kezhu Tan et al. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS
- Exploring new spectral bands and vegetation indices for estimating nitrogen nutrition index of summer maize
- (2018) Ben Zhao et al. EUROPEAN JOURNAL OF AGRONOMY
- A review of data assimilation of remote sensing and crop models
- (2018) Xiuliang Jin et al. EUROPEAN JOURNAL OF AGRONOMY
- Assessing leaf nitrogen concentration of winter oilseed rape with canopy hyperspectral technique considering a non-uniform vertical nitrogen distribution
- (2018) Lantao Li et al. INDUSTRIAL CROPS AND PRODUCTS
- Improved nitrogen retrievals with airborne-derived fluorescence and plant traits quantified from VNIR-SWIR hyperspectral imagery in the context of precision agriculture
- (2018) Carlos Camino et al. International Journal of Applied Earth Observation and Geoinformation
- Storage nitrogen co-ordinates leaf expansion and photosynthetic capacity in winter oilseed rape
- (2018) Tao Liu et al. JOURNAL OF EXPERIMENTAL BOTANY
- Assessing the Impact of Spatial Resolution on the Estimation of Leaf Nitrogen Concentration Over the Full Season of Paddy Rice Using Near-Surface Imaging Spectroscopy Data
- (2018) Kai Zhou et al. Frontiers in Plant Science
- Estimations of Nitrogen Concentration in Sugarcane Using Hyperspectral Imagery
- (2018) Poonsak Miphokasap et al. Sustainability
- Estimating genetic parameters of DSSAT-CERES model with the GLUE method for winter wheat (Triticum aestivum L.) production
- (2018) Zhenhai Li et al. COMPUTERS AND ELECTRONICS IN AGRICULTURE
- Estimation of area- and mass-based leaf nitrogen contents of wheat and rice crops from water-removed spectra using continuous wavelet analysis
- (2018) Dong Li et al. Plant Methods
- Remote Estimation of Nitrogen Vertical Distribution by Consideration of Maize Geometry Characteristics
- (2018) Huichun Ye et al. Remote Sensing
- Remotely assessing leaf N uptake in winter wheat based on canopy hyperspectral red-edge absorption
- (2017) Bin-Bin Guo et al. EUROPEAN JOURNAL OF AGRONOMY
- Assessment of growth, leaf N concentration and chlorophyll content of sweet sorghum using canopy reflectance
- (2017) Shardendu Kumar Singh et al. FIELD CROPS RESEARCH
- Hyperspectral dimensionality reduction for biophysical variable statistical retrieval
- (2017) Juan Pablo Rivera-Caicedo et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Hyperspectral and Multispectral Data Fusion: A comparative review of the recent literature
- (2017) Naoto Yokoya et al. IEEE Geoscience and Remote Sensing Magazine
- Remote estimation of canopy nitrogen content in winter wheat using airborne hyperspectral reflectance measurements
- (2016) Xianfeng Zhou et al. ADVANCES IN SPACE RESEARCH
- Nitrogen use in the global food system: past trends and future trajectories of agronomic performance, pollution, trade, and dietary demand
- (2016) Luis Lassaletta et al. Environmental Research Letters
- Remote detection of canopy leaf nitrogen concentration in winter wheat by using water resistance vegetation indices from in-situ hyperspectral data
- (2016) Wei Feng et al. FIELD CROPS RESEARCH
- Spectral band selection for vegetation properties retrieval using Gaussian processes regression
- (2016) Jochem Verrelst et al. International Journal of Applied Earth Observation and Geoinformation
- Examining view angle effects on leaf N estimation in wheat using field reflectance spectroscopy
- (2016) Xiao Song et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Spatial variability of chlorophyll and nitrogen content of rice from hyperspectral imagery
- (2016) Shreedevi Moharana et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Comparison of Four Chemometric Techniques for Estimating Leaf Nitrogen Concentrations in Winter Wheat (Triticum Aestivum) Based on Hyperspectral Features
- (2016) Zh. Li et al. Journal of Applied Spectroscopy
- Evaluation of red and red-edge reflectance-based vegetation indices for rice biomass and grain yield prediction models in paddy fields
- (2016) Yumiko Kanke et al. PRECISION AGRICULTURE
- Improved remote sensing of leaf nitrogen concentration in winter wheat using multi-angular hyperspectral data
- (2016) Li He et al. REMOTE SENSING OF ENVIRONMENT
- Correlation and variable importance in random forests
- (2016) Baptiste Gregorutti et al. STATISTICS AND COMPUTING
- A Survey on Gaussian Processes for Earth-Observation Data Analysis: A Comprehensive Investigation
- (2016) Gustau Camps-Valls et al. IEEE Geoscience and Remote Sensing Magazine
- Deep Learning for Remote Sensing Data: A Technical Tutorial on the State of the Art
- (2016) Liangpei Zhang et al. IEEE Geoscience and Remote Sensing Magazine
- Estimating wheat yield and quality by coupling the DSSAT-CERES model and proximal remote sensing
- (2015) Zhenhai Li et al. EUROPEAN JOURNAL OF AGRONOMY
- Leaf nitrogen spectral reflectance model of winter wheat (Triticum aestivum) based on PROSPECT: simulation and inversion
- (2015) Guijun Yang et al. Journal of Applied Remote Sensing
- Variations in crop variables within wheat canopies and responses of canopy spectral characteristics and derived vegetation indices to different vertical leaf layers and spikes
- (2015) Heli Li et al. REMOTE SENSING OF ENVIRONMENT
- Multi-method ensemble selection of spectral bands related to leaf biochemistry
- (2015) Hannes Feilhauer et al. REMOTE SENSING OF ENVIRONMENT
- Applicability of the PROSPECT model for estimating protein and cellulose+lignin in fresh leaves
- (2015) Zhihui Wang et al. REMOTE SENSING OF ENVIRONMENT
- Nondestructive measurement of total nitrogen in lettuce by integrating spectroscopy and computer vision
- (2015) Hanping Mao et al. SCIENTIA HORTICULTURAE
- Comparison of Different Hyperspectral Vegetation Indices for Estimating Canopy Leaf Nitrogen Accumulation in Rice
- (2014) Xu Chu et al. AGRONOMY JOURNAL
- Evaluation of optical sensor measurements of canopy reflectance and of leaf flavonols and chlorophyll contents to assess crop nitrogen status of muskmelon
- (2014) Francisco M. Padilla et al. EUROPEAN JOURNAL OF AGRONOMY
- Measuring leaf nitrogen concentration in winter wheat using double-peak spectral reflection remote sensing data
- (2014) Wei Feng et al. FIELD CROPS RESEARCH
- Improving estimation of summer maize nitrogen status with red edge-based spectral vegetation indices
- (2014) Fei Li et al. FIELD CROPS RESEARCH
- On Hyperspectral Remote Sensing of Leaf Biophysical Constituents: Decoupling Vegetation Structure and Leaf Optics Using CHRIS–PROBA Data Over Crops in Barrax
- (2014) Pedro Latorre-Carmona et al. IEEE Geoscience and Remote Sensing Letters
- Robust Estimation of Water Chlorophyll Concentrations With Gaussian Process Regression and IOWA Aggregation Operators
- (2014) Yakoub Bazi et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Estimation of Nitrogen Vertical Distribution by Bi-Directional Canopy Reflectance in Winter Wheat
- (2014) Wenjiang Huang et al. SENSORS
- Comparing hyperspectral index optimization algorithms to estimate aerial N uptake using multi-temporal winter wheat datasets from contrasting climatic and geographic zones in China and Germany
- (2013) Fei Li et al. AGRICULTURAL AND FOREST METEOROLOGY
- Winter wheat biomass estimation based on spectral indices, band depth analysis and partial least squares regression using hyperspectral measurements
- (2013) Yuanyuan Fu et al. COMPUTERS AND ELECTRONICS IN AGRICULTURE
- Review of optical-based remote sensing for plant trait mapping
- (2013) Lucie Homolová et al. Ecological Complexity
- Retrieval of Biophysical Parameters With Heteroscedastic Gaussian Processes
- (2013) Miguel Lazaro-Gredilla et al. IEEE Geoscience and Remote Sensing Letters
- Critical Nitrogen Curve and Remote Detection of Nitrogen Nutrition Index for Corn in the Northwestern Plain of Shandong Province, China
- (2013) Pengfei Chen et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Sensitivity Analysis of Vegetation Reflectance to Biochemical and Biophysical Variables at Leaf, Canopy, and Regional Scales
- (2013) Yanfang Xiao et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Remote estimation of nitrogen and chlorophyll contents in maize at leaf and canopy levels
- (2013) M. Schlemmer et al. International Journal of Applied Earth Observation and Geoinformation
- Remotely detecting canopy nitrogen concentration and uptake of paddy rice in the Northeast China Plain
- (2013) Kang Yu et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Feature Mining for Hyperspectral Image Classification
- (2013) Xiuping Jia et al. PROCEEDINGS OF THE IEEE
- Precision nitrogen management of wheat. A review
- (2012) Mariangela Diacono et al. Agronomy for Sustainable Development
- Assessing the vertical footprint of reflectance measurements to characterize nitrogen uptake and biomass distribution in maize canopies
- (2012) Loïc Winterhalter et al. FIELD CROPS RESEARCH
- Estimating leaf nitrogen concentration with three-band vegetation indices in rice and wheat
- (2012) Wei Wang et al. FIELD CROPS RESEARCH
- Non-uniform vertical nitrogen distribution within plant canopy and its estimation by remote sensing: A review
- (2012) Heli Li et al. FIELD CROPS RESEARCH
- Random forest regression and spectral band selection for estimating sugarcane leaf nitrogen concentration using EO-1 Hyperion hyperspectral data
- (2012) Elfatih M. Abdel-Rahman et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Assessment of plant nitrogen stress in wheat (Triticum aestivum L.) through hyperspectral indices
- (2012) Rajeev Ranjan et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Estimating nitrogen concentration in rape from hyperspectral data at canopy level using support vector machines
- (2012) Fumin Wang et al. PRECISION AGRICULTURE
- Hyperspectral remote sensing of foliar nitrogen content
- (2012) Y. Knyazikhin et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Diagnostic mapping of canopy nitrogen content in rice based on hyperspectral measurements
- (2012) Yoshio Inoue et al. REMOTE SENSING OF ENVIRONMENT
- Estimating Canopy Nitrogen Concentration in Sugarcane Using Field Imaging Spectroscopy
- (2012) Poonsak Miphokasap et al. Remote Sensing
- Sensing crop nitrogen status with fluorescence indicators. A review
- (2011) Nicolas Tremblay et al. Agronomy for Sustainable Development
- Variable selection in near-infrared spectroscopy: Benchmarking of feature selection methods on biodiesel data
- (2011) Roman M. Balabin et al. ANALYTICA CHIMICA ACTA
- Potential of Hyperion EO-1 hyperspectral data for wheat crop chlorophyll content estimation
- (2011) A. Bannari et al. CANADIAN JOURNAL OF REMOTE SENSING
- Using Hyperspectral Remote Sensing Data for Retrieving Canopy Chlorophyll and Nitrogen Content
- (2011) Jan G. P. W. Clevers et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Monitoring nitrogen concentration of oilseed rape from hyperspectral data using radial basis function
- (2011) Fumin Wang et al. International Journal of Digital Earth
- Extracting Red Edge Position Parameters from Ground- and Space-Based Hyperspectral Data for Estimation of Canopy Leaf Nitrogen Concentration in Rice
- (2011) Yongchao Tian et al. PLANT PRODUCTION SCIENCE
- Remote estimation of chlorophyll on two wheat cultivars in two rainfed environments
- (2011) Davide Cammarano et al. Crop & Pasture Science
- Measuring and predicting canopy nitrogen nutrition in wheat using a spectral index—The canopy chlorophyll content index (CCCI)
- (2010) Glenn Fitzgerald et al. FIELD CROPS RESEARCH
- Assessing newly developed and published vegetation indices for estimating rice leaf nitrogen concentration with ground- and space-based hyperspectral reflectance
- (2010) Y.C. Tian et al. FIELD CROPS RESEARCH
- SWIR-based spectral indices for assessing nitrogen content in potato fields
- (2010) I. Herrmann et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Non-destructive estimation of wheat leaf chlorophyll content from hyperspectral measurements through analytical model inversion
- (2010) E. J. Botha et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Sources of variability in canopy reflectance and the convergent properties of plants
- (2010) S. V. Ollinger NEW PHYTOLOGIST
- Evaluating hyperspectral vegetation indices for estimating nitrogen concentration of winter wheat at different growth stages
- (2010) Fei Li et al. PRECISION AGRICULTURE
- New spectral indicator assessing the efficiency of crop nitrogen treatment in corn and wheat
- (2010) Pengfei Chen et al. REMOTE SENSING OF ENVIRONMENT
- The PRISMA payload optomechanical design, a high performance instrument for a new hyperspectral mission
- (2009) Demetrio Labate et al. ACTA ASTRONAUTICA
- Nitrogen, sustainable agriculture and food security. A review
- (2009) J. H. J. Spiertz Agronomy for Sustainable Development
- Exploring hyperspectral bands and estimation indices for leaf nitrogen accumulation in wheat
- (2009) Xia Yao et al. International Journal of Applied Earth Observation and Geoinformation
- Retrieval of chlorophyll and nitrogen in Norway spruce (Picea abies L. Karst.) using imaging spectroscopy
- (2009) Martin Schlerf et al. International Journal of Applied Earth Observation and Geoinformation
- Validation of artificial neural network techniques in the estimation of nitrogen concentration in rape using canopy hyperspectral reflectance data
- (2009) Yuan Wang et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Different Nitrogen Fertilization Sources, Soil Tillage, and Crop Rotations in Winter Wheat: Effect on Yield, Quality, and Nitrogen Utilization
- (2009) Francesco Montemurro JOURNAL OF PLANT NUTRITION
- Characterizing canopy biochemistry from imaging spectroscopy and its application to ecosystem studies
- (2009) Raymond F. Kokaly et al. REMOTE SENSING OF ENVIRONMENT
- Analysis of vegetation indices derived from hyperspectral reflection measurements for estimating crop canopy parameters of oilseed rape (Brassica napus L.)
- (2008) Karla Müller et al. BIOSYSTEMS ENGINEERING
- Estimating the nitrogen nutrition index using spectral canopy reflectance measurements
- (2008) Bodo Mistele et al. EUROPEAN JOURNAL OF AGRONOMY
- Nitrogen uptake, fixation and response to fertilizer N in soybeans: A review
- (2008) F. Salvagiotti et al. FIELD CROPS RESEARCH
- Nitrogen controls plant canopy light-use efficiency in temperate and boreal ecosystems
- (2008) Laurent Kergoat et al. JOURNAL OF GEOPHYSICAL RESEARCH
- Combining chlorophyll meter readings and high spatial resolution remote sensing images for in-season site-specific nitrogen management of corn
- (2008) Yuxin Miao et al. PRECISION AGRICULTURE
- PROSPECT-4 and 5: Advances in the leaf optical properties model separating photosynthetic pigments
- (2008) Jean-Baptiste Feret et al. REMOTE SENSING OF ENVIRONMENT
- Responsive in-season nitrogen management for cereals
- (2007) J.F. Shanahan et al. COMPUTERS AND ELECTRONICS IN AGRICULTURE
- A simple algorithm for yield estimates: Evaluation for semi-arid irrigated winter wheat monitored with green leaf area index
- (2007) Benoît Duchemin et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Monitoring leaf nitrogen status with hyperspectral reflectance in wheat
- (2007) W. Feng et al. EUROPEAN JOURNAL OF AGRONOMY
- Analysis of common canopy vegetation indices for indicating leaf nitrogen accumulations in wheat and rice
- (2007) Yan Zhu et al. International Journal of Applied Earth Observation and Geoinformation
Find Funding. Review Successful Grants.
Explore over 25,000 new funding opportunities and over 6,000,000 successful grants.
ExploreBecome a Peeref-certified reviewer
The Peeref Institute provides free reviewer training that teaches the core competencies of the academic peer review process.
Get Started