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Journal of Plant Nutrition Volume 29, 2006 - Issue 5
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Original Articles

Mid-Season Prediction of Wheat-Grain Yield Potential Using Plant, Soil, and Sensor Measurements

K. Girma Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
K. L. Martin Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
R. H. Anderson Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
D. B. Arnall Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
K. D. Brixey Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
M. A. Casillas Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
B. Chung Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
B. C. Dobey Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
S. K. Kamenidou Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
S. K. Kariuki Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
E. E. Katsalirou Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
J. C. Morris Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
J. Q. Moss Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
C. T. Rohla Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
B. J. Sudbury Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
,
B. S. Tubana Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
&
W. R. Raun Department of Plant and Soil Sciences, Oklahoma State University, Stillwater, OK, USA
 show all
Pages 873-897 | Received 20 Dec 2004, Accepted 07 Sep 2005, Published online: 14 Feb 2007

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Mohsen Edalat, Ruhollah Naderi & Todd P. Egan. (2019) Corn nitrogen management using NDVI and SPAD sensor-based data under conventional vs. reduced tillage systems. Journal of Plant Nutrition 42:18, pages 2310-2322.
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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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A. Limon-Ortega & E. Martinez-Cruz. (2014) Effects of Soil pH on Wheat Grain Yield and Quality. Communications in Soil Science and Plant Analysis 45:5, pages 581-591.
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Tihana Teklić, Marija Vratarić, Aleksandra Sudarić, Vlado Kovačević, Vladimir Vukadinović & Blaženka Bertić. (2009) Relationships among Chloroplast Pigments Concentration and Chlorophyllmeter Readings in Soybean under Influence of Foliar Magnesium Application. Communications in Soil Science and Plant Analysis 40:1-6, pages 706-725.
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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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Maurício Martello, José Paulo Molin, Helizani Couto Bazame, Tiago Rodrigues Tavares & Leonardo Felipe Maldaner. (2022) Use of Active Sensors in Coffee Cultivation for Monitoring Crop Yield. Agronomy 12:9, pages 2118.
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Jagmandeep Dhillon, Lawrence Aula, Elizabeth Eickhoff & William Raun. (2020) Predicting in-season maize (Zea mays L.) yield potential using crop sensors and climatological data. Scientific Reports 10:1.
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William Raun, Bruno Figueiredo, Jagmandeep Dhillon, Alimamy Fornah, Jacob Bushong, Hailin Zhang & Randy Taylor. (2017) Can Yield Goals Be Predicted?. Agronomy Journal 109:5, pages 2389-2395.
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Varinderpal-Singh, Bijay-Singh, Yadvinder-Singh, H. S. Thind, G. S. Buttar, Satwinderjit Kaur, Meharban-Singh, Sukhvir Kaur & Arnab Bhowmik. (2017) Site-specific fertilizer nitrogen management for timely sown irrigated wheat (Triticum aestivum L. and Triticum turgidum L. ssp. durum) genotypes. Nutrient Cycling in Agroecosystems 109:1, pages 1-16.
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Michael Schirrmann, André Hamdorf, Antje Giebel, Franziska Gleiniger, Michael Pflanz & Karl-Heinz Dammer. (2017) Regression Kriging for Improving Crop Height Models Fusing Ultra-Sonic Sensing with UAV Imagery. Remote Sensing 9:7, pages 665.
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Dave Franzen, Newell Kitchen, Kyle Holland, James Schepers & William Raun. (2016) Algorithms for In‐Season Nutrient Management in Cereals. Agronomy Journal 108:5, pages 1775-1781.
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Jacob T. Bushong, Jeremiah L. Mullock, Eric C. Miller, William R. Raun, Arthur R. Klatt & D. Brian Arnall. (2016) Development of an in-season estimate of yield potential utilizing optical crop sensors and soil moisture data for winter wheat. Precision Agriculture 17:4, pages 451-469.
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Claudia M. Giletto & Hernán E. Echeverría. (2016) Canopy Indices to Quantify the Economic Optimum Nitrogen Rate in Processing Potato. American Journal of Potato Research 93:3, pages 253-263.
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Nahuel I. Reussi Calvo, H. Sainz Rozas, H. Echeverría & N. Diovisalvi. (2015) Using Canopy Indices to Quantify the Economic Optimum Nitrogen Rate in Spring Wheat. Agronomy Journal 107:2, pages 459-465.
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Seong Soo Kang, Yoo-Hak Kim & Soon-Dal Hong. (2014) Estimation of Nitrogen Uptake and Yield of Tobacco (Nicotiana tobacum L.) by Reflectance Indices of Ground-based Remote Sensors. Korean Journal of Soil Science and Fertilizer 47:3, pages 217-224.
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G. Philip Robertson, Tom W. Bruulsema, Ron J. Gehl, David Kanter, Denise L. Mauzerall, C. Alan Rotz & Candiss O. Williams. (2012) Nitrogen–climate interactions in US agriculture. Biogeochemistry 114:1-3, pages 41-70.
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Kesi Liu & Pawel Wiatrak. (2012) Corn production response to tillage and nitrogen application in dry-land environment. Soil and Tillage Research 124, pages 138-143.
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William R. Raun, John B. Solie & Marvin L. Stone. (2010) Independence of yield potential and crop nitrogen response. Precision Agriculture 12:4, pages 508-518.
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Ronald J. Gehl & Timothy J. Boring. (2011) In‐Season Prediction of Sugarbeet Yield, Quality, and Nitrogen Status Using an Active Sensor. Agronomy Journal 103:4, pages 1012-1018.
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Daniel S. Grohs, Christian Bredemeier, Claudio M. Mundstock & Naracelis Poletto. (2009) Modelo para estimativa do potencial produtivo em trigo e cevada por meio do sensor GreenSeeker. Engenharia Agrícola 29:1, pages 101-112.
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Riad Balaghi, Bernard Tychon, Herman Eerens & Mohammed Jlibene. (2008) Empirical regression models using NDVI, rainfall and temperature data for the early prediction of wheat grain yields in Morocco. International Journal of Applied Earth Observation and Geoinformation 10:4, pages 438-452.
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Kefyalew Girma, Starr L. Holtz, Daryl B. Arnall, Brenda S. Tubaña & William R. Raun. (2008) The Magruder Plots: Untangling the Puzzle. Agronomy Journal 100:S3.
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Kefyalew Girma, Starr L. Holtz, Daryl B. Arnall, Brenda S. Tubaña & William R. Raun. (2007) The Magruder Plots: Untangling the Puzzle. Agronomy Journal 99:5, pages 1191-1198.
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J. Casadesús, Y. Kaya, J. Bort, M. M. Nachit, J. L. Araus, S Amor, G. Ferrazzano, F. Maalouf, M. Maccaferri, V. Martos, H. Ouabbou & D. Villegas. (2007) Using vegetation indices derived from conventional digital cameras as selection criteria for wheat breeding in water‐limited environments. Annals of Applied Biology 150:2, pages 227-236.
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