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Original Articles

Late-season Prediction Of Wheat Grain Yield And Grain Protein

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Pages 1837-1852 | Published online: 05 Feb 2007

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

Read on this site (7)

Sandra Wolters, Mats Söderström, Kristin Piikki, Thomas Börjesson & Carl-Göran Pettersson. (2022) Predicting grain protein concentration in winter wheat (Triticum aestivum L.) based on unpiloted aerial vehicle multispectral optical remote sensing. Acta Agriculturae Scandinavica, Section B — Soil & Plant Science 72:1, pages 788-802.
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Thobeka P Khumalo, Annelie Barnard, Ernest Dube & Toi J Tsilo. (2022) Characterization of vegetative vigor of two doubled-haploid wheat populations. Journal of Crop Improvement 36:3, pages 350-368.
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M. M. Ali, Ahmed Al-Ani, Derek Eamus & Daniel K. Y. Tan. (2017) Leaf nitrogen determination using non-destructive techniques–A review. Journal of Plant Nutrition 40:7, pages 928-953.
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Natasha Macnack, Bee Chim Khim, Jeremiah Mullock & William Raun. (2014) In-Season Prediction of Nitrogen Use Efficiency and Grain Protein in Winter Wheat (Triticum aestivum L.). Communications in Soil Science and Plant Analysis 45:18, pages 2480-2494.
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Ramesh Sivanpillai, DavidA. Claypool & Rajeswari Siloju. (2012) Relating AEROCam-derived NDVI to apparent soil electrical conductivity (ECa) for corn fields in Wyoming, USA. Remote Sensing Letters 3:1, pages 49-56.
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A. M. Qualm, S. L. Osborne & R. Gelderman. (2010) Utilizing Existing Sensor Technology to Predict Spring Wheat Grain Nitrogen Concentration. Communications in Soil Science and Plant Analysis 41:17, pages 2086-2099.
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Mohammad Mahdi Pessarakli, P.V. Morgan & JeffreyJ. Gilbert. (2005) Dry-Matter Yield, Protein Synthesis, Starch, and Fiber Content of Barley and Wheat Plants Under Two Irrigation Regimes. Journal of Plant Nutrition 28:7, pages 1227-1241.
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Articles from other publishers (43)

Lukas Prey, Ludwig Ramgraber, Johannes Seidl-Schulz, Anja Hanemann & Patrick Ole Noack. (2023) The Transferability of Spectral Grain Yield Prediction in Wheat Breeding across Years and Trial Locations. Sensors 23:8, pages 4177.
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Olga S. Walsh, Juliet M. Marshall, Eva Nambi, Chad A. Jackson, Emmanuella Owusu Ansah, Ritika Lamichhane, Jordan McClintick-Chess & Francisco Bautista. (2023) Wheat Yield and Protein Estimation with Handheld and Unmanned Aerial Vehicle-Mounted Sensors. Agronomy 13:1, pages 207.
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Stefano Marino. (2022) Assessing the Agronomic Subfield Variability by Sentinel-2 NDVI Time-Series and Landscape Position. Agronomy 13:1, pages 44.
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Lukas Prey, Anja Hanemann, Ludwig Ramgraber, Johannes Seidl-Schulz & Patrick Ole Noack. (2022) UAV-Based Estimation of Grain Yield for Plant Breeding: Applied Strategies for Optimizing the Use of Sensors, Vegetation Indices, Growth Stages, and Machine Learning Algorithms. Remote Sensing 14:24, pages 6345.
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Federico Calcagno, Elio Romano, Nicola Furnitto, Arman Jamali & Sabina Failla. (2022) Remote Sensing Monitoring of Durum Wheat under No Tillage Practices by Means of Spectral Indices Interpretation: A Preliminary Study. Sustainability 14:22, pages 15012.
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Solomon O. Olagunju, Olufunmilayo C. Folarin, Esther O. Adenaike, Adesola L. Nassir, Oladele A. Oguntade, Richard O. Olayiwola & Olalekan S. Sakariyawo. (2022) Fresh weight of vegetative organs improves grain yield prediction in upland rice under pre-anthesis water deficit. Plant Physiology Reports 27:3, pages 358-373.
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Vidisha Thakur, Jagadish Rane & Amol N. Nankar. (2022) Comparative Analysis of Canopy Cooling in Wheat under High Temperature and Drought Stress. Agronomy 12:4, pages 978.
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Rosana M. Thomasi, Alessandro D. Lúcio, Telmo J. C. Amado, Luan P. Pott, Alencar ZanonJuniorJunior, Isabel S. Werle, Mariana Macedo & André R. Ulguim. (2021) Relationship of vegetation indices with herbicide phytotoxicity in winter cereals. Advances in Weed Science 39.
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Josephine Bukowiecki, Till Rose & Henning Kage. (2021) Sentinel-2 Data for Precision Agriculture?—A UAV-Based Assessment. Sensors 21:8, pages 2861.
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Faji Li, Weie Wen, Jindong Liu, Shengnan Zhai, Xinyou Cao, Cheng Liu, Dungong Cheng, Jun Guo, Yan Zi, Ran Han, Xiaolu Wang, Aifeng Liu, Jianmin Song, Jianjun Liu, Haosheng Li & Xianchun Xia. (2021) Genome-wide linkage mapping for canopy activity related traits using three RIL populations in bread wheat. Euphytica 217:4.
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Ferhat Kizilgeci, Mehmet Yildirim, Mohammad Sohidul Islam, Disna Ratnasekera, Muhammad Aamir Iqbal & Ayman EL Sabagh. (2021) Normalized Difference Vegetation Index and Chlorophyll Content for Precision Nitrogen Management in Durum Wheat Cultivars under Semi-Arid Conditions. Sustainability 13:7, pages 3725.
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Sumit Pradhan, Md Ali Babar, Guihua Bai, Jahangir Khan, Dipendra Shahi, Muhsin Avci, Jia Guo, Jordan McBreen, Senthold Asseng, Salvador Gezan, Byung-Kee Baik, Ann Blount, Stephen Harrison, Suraj Sapkota, Paul St. Amand & Sanju Kunwar. (2020) Genetic dissection of heat-responsive physiological traits to improve adaptation and increase yield potential in soft winter wheat. BMC Genomics 21:1.
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Yongkai Xie, Meichen Feng, Chao Wang, Wude Yang, Hui Sun, Chenbo Yang, Binghan Jing, Xingxing Qiao, Muhammad Saleem Kubar & Jinyao Song. (2020) Hyperspectral monitor on chlorophyll density in winter wheat under water stress. Agronomy Journal 112:5, pages 3667-3676.
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Lukas Prey & Urs Schmidhalter. (2020) Deep Phenotyping of Yield-Related Traits in Wheat. Agronomy 10:4, pages 603.
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Lukas Prey, Yuncai Hu & Urs Schmidhalter. (2020) High-Throughput Field Phenotyping Traits of Grain Yield Formation and Nitrogen Use Efficiency: Optimizing the Selection of Vegetation Indices and Growth Stages. Frontiers in Plant Science 10.
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M. Abu Syed, M. Ashraful Alam, Akbar Hossain, M. Rafiqul Islam, Hindu Vemuri & Nasrin Jahan. 2020. Rice Research for Quality Improvement: Genomics and Genetic Engineering. Rice Research for Quality Improvement: Genomics and Genetic Engineering 339 372 .
Jagmandeep Dhillon, Elizabeth Eickhoff, Lawrence Aula, Peter Omara, Gwen Weymeyer, Eva Nambi, Fikayo Oyebiyi, Tyler Carpenter & William Raun. (2020) Nitrogen management impact on winter wheat grain yield and estimated plant nitrogen loss. Agronomy Journal 112:1, pages 564-577.
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Olga S. Walsh, Jessica A. Torrion, Xi Liang, Sanaz Shafian, Rui Yang, Kelli M. Belmont & Jordan R. McClintick‐Chess. (2020) Grain yield, quality, and spectral characteristics of wheat grown under varied nitrogen and irrigation. Agrosystems, Geosciences & Environment 3:1.
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Lukas Prey & Urs Schmidhalter. (2019) Temporal and Spectral Optimization of Vegetation Indices for Estimating Grain Nitrogen Uptake and Late-Seasonal Nitrogen Traits in Wheat. Sensors 19:21, pages 4640.
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Piero Toscano, Annamaria Castrignanò, Salvatore Filippo Di Gennaro, Alessandro Vittorio Vonella, Domenico Ventrella & Alessandro Matese. (2019) A Precision Agriculture Approach for Durum Wheat Yield Assessment Using Remote Sensing Data and Yield Mapping. Agronomy 9:8, pages 437.
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Jiayi Zhang, Xia Liu, Yan Liang, Qiang Cao, Yongchao Tian, Yan Zhu, Weixing Cao & Xiaojun Liu. (2019) Using a Portable Active Sensor to Monitor Growth Parameters and Predict Grain Yield of Winter Wheat. Sensors 19:5, pages 1108.
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Theophile Epee Misse Paul & Gupta Madan. (2018) Sensor-based algorithms to improve barley nitrogen efficiency in Queensland. African Journal of Agricultural Research 13:29, pages 1476-1486.
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Ivana Šestak, Milan Mesić, Željka Zgorelec & Aleksandra Perčin. (2018) Diffuse reflectance spectroscopy for field scale assessment of winter wheat yield. Environmental Earth Sciences 77:13.
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R. Esten Mason, Christopher K. Addison, Ali Babar, Andrea Acuna, Dennis Lozada, Nithya Subramanian, Maria Nelly Arguello, Randall G. Miller, Gina Brown‐Guedira, Mohammed Guedira & Jerry Johnson. (2018) Diagnostic Markers for Vernalization and Photoperiod Loci Improve Genomic Selection for Grain Yield and Spectral Reflectance in Wheat. Crop Science 58:1, pages 242-252.
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Shenkui Shi, Farooq I. Azam, Huihui Li, Xiaoping Chang, Baoyun Li & Ruilian Jing. (2017) Mapping QTL for stay-green and agronomic traits in wheat under diverse water regimes. Euphytica 213:11.
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Giovana Cruppe, Jeffrey T. Edwards & Romulo P. Lollato. (2017) In‐Season Canopy Reflectance Can Aid Fungicide and Late‐Season Nitrogen Decisions on Winter Wheat. Agronomy Journal 109:5, pages 2072-2086.
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F. ORLANDO, M. MANCINI, R. MOTHA, J.J. QU, S. ORLANDINI & A. DALLA MARTA. (2016) Modelling durum wheat ( Triticum turgidum L. var. durum) grain protein concentration . The Journal of Agricultural Science 155:6, pages 930-938.
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Nataliya Kovalchuk, Hamid Laga, Jinhai Cai, Pankaj Kumar, Boris Parent, Zhi Lu, Stanley J. Miklavcic & Stephan M. Haefele. (2017) Phenotyping of plants in competitive but controlled environments: a study of drought response in transgenic wheat. Functional Plant Biology 44:3, pages 290.
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D. Brian Arnall, M. Joy M. Abit, Randal K. Taylor & William R. Raun. (2016) Development of an NDVI‐Based Nitrogen Rate Calculator for Cotton. Crop Science 56:6, pages 3263-3271.
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CLAUDIO KAPP JUNIOR, ALAINE M. GUIMARÃES & EDUARDO F. CAIRES. (2016) Use of active canopy sensors to discriminate wheat response to nitrogen fertilization under no-tillage. Engenharia Agrícola 36:5, pages 886-894.
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M. Nelly Arguello, R. Esten Mason, Trenton L. Roberts, Nithya Subramanian, Andrea Acuña, Christopher K. Addison, Dennis N. Lozada, Randall G. Miller & Edward Gbur. (2016) Performance of soft red winter wheat subjected to field soil waterlogging: Grain yield and yield components. Field Crops Research 194, pages 57-64.
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Fabien Cormier, John Foulkes, Bertrand Hirel, David Gouache, Yvan Moënne-Loccoz & Jacques Le Gouis. (2016) Breeding for increased nitrogen-use efficiency: a review for wheat ( T. aestivum L.) . Plant Breeding 135:3, pages 255-278.
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Troy S. Magney, Jan U.H. Eitel, David R. Huggins & Lee A. Vierling. (2016) Proximal NDVI derived phenology improves in-season predictions of wheat quantity and quality. Agricultural and Forest Meteorology 217, pages 46-60.
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Adriano Luiz Lodi Rissini, Jackson Kawakami & Aline Marques Genú. (2015) ÍNDICE DE VEGETAÇÃO POR DIFERENÇA NORMALIZADA E PRODUTIVIDADE DE CULTIVARES DE TRIGO SUBMETIDAS A DOSES DE NITROGÊNIO. Revista Brasileira de Ciência do Solo 39:6, pages 1703-1713.
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Mei-chen Feng, Lu-jie Xiao, Mei-jun Zhang, Wu-de Yang & Guang-wei Ding. (2014) Integrating Remote Sensing and GIS for Prediction of Winter Wheat (Triticum aestivum) Protein Contents in Linfen (Shanxi), China. PLoS ONE 9:1, pages e80989.
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Lei WANG, You-Lu BAI, Yan-Li LU, He WANG & Li-Ping YANG. (2013) NDVI Analysis and Yield Estimation in Winter Wheat Based on GreenSeeker. ACTA AGRONOMICA SINICA 38:4, pages 747-753.
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Shahnoza Hazratkulova, Ram C. Sharma, Safar Alikulov, Sarvar Islomov, Tulkin Yuldashev, Zafar Ziyaev, Zakir Khalikulov, Zokhid Ziyadullaev & Jozef Turok. (2012) Analysis of genotypic variation for normalized difference vegetation index and its relationship with grain yield in winter wheat under terminal heat stress. Plant Breeding 131:6, pages 716-721.
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R. Alvarez. (2009) Predicting average regional yield and production of wheat in the Argentine Pampas by an artificial neural network approach. European Journal of Agronomy 30:2, pages 70-77.
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R. D. Armstrong, J. Fitzpatrick, M. A. Rab, M. Abuzar, P. D. Fisher & G. J. O'Leary. (2009) Advances in precision agriculture in south-eastern Australia. III. Interactions between soil properties and water use help explain spatial variability of crop production in the Victorian Mallee. Crop and Pasture Science 60:9, pages 870.
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Horst Domsch, Michael Heisig & Katrin Witzke. (2008) Estimation of yield zones using aerial images and yield data from a few tracks of a combine harvester. Precision Agriculture 9:5, pages 321-337.
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Fabrício Pinheiro Povh, José Paulo Molin, Leandro Maria Gimenez, Volnei Pauletti, Rudimar Molin & José Vitor Salvi. (2008) Comportamento do NDVI obtido por sensor ótico ativo em cereais. Pesquisa Agropecuária Brasileira 43:8, pages 1075-1083.
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Thomas Terhoeven-Urselmans, Harald Schmidt, Rainer Georg Joergensen & Bernard Ludwig. (2008) Usefulness of near-infrared spectroscopy to determine biological and chemical soil properties: Importance of sample pre-treatment. Soil Biology and Biochemistry 40:5, pages 1178-1188.
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Li-Hong XUE, Wei-Xing CAO & Lin-Zhang YANG. (2007) Predicting Grain Yield and Protein Content in Winter Wheat at Different N Supply Levels Using Canopy Reflectance Spectra. Pedosphere 17:5, pages 646-653.
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