A Semi-Empirical Model of Winter Wheat Grain Protein Content

α
Qian Wang
Qian Wang
σ
Cun-jun Li
Cun-jun Li
ρ
Yuan-fang Huang
Yuan-fang Huang
Ѡ
Wu-de Yang
Wu-de Yang
¥
Wen-jiang Huang
Wen-jiang Huang
§
Ji-hua Wang
Ji-hua Wang

Send Message

To: Author

A Semi-Empirical Model of Winter Wheat Grain Protein Content

Article Fingerprint

ReserarchID

G949V

A Semi-Empirical Model of Winter Wheat Grain Protein Content Banner

AI TAKEAWAY

Connecting with the Eternal Ground
  • English
  • Afrikaans
  • Albanian
  • Amharic
  • Arabic
  • Armenian
  • Azerbaijani
  • Basque
  • Belarusian
  • Bengali
  • Bosnian
  • Bulgarian
  • Catalan
  • Cebuano
  • Chichewa
  • Chinese (Simplified)
  • Chinese (Traditional)
  • Corsican
  • Croatian
  • Czech
  • Danish
  • Dutch
  • Esperanto
  • Estonian
  • Filipino
  • Finnish
  • French
  • Frisian
  • Galician
  • Georgian
  • German
  • Greek
  • Gujarati
  • Haitian Creole
  • Hausa
  • Hawaiian
  • Hebrew
  • Hindi
  • Hmong
  • Hungarian
  • Icelandic
  • Igbo
  • Indonesian
  • Irish
  • Italian
  • Japanese
  • Javanese
  • Kannada
  • Kazakh
  • Khmer
  • Korean
  • Kurdish (Kurmanji)
  • Kyrgyz
  • Lao
  • Latin
  • Latvian
  • Lithuanian
  • Luxembourgish
  • Macedonian
  • Malagasy
  • Malay
  • Malayalam
  • Maltese
  • Maori
  • Marathi
  • Mongolian
  • Myanmar (Burmese)
  • Nepali
  • Norwegian
  • Pashto
  • Persian
  • Polish
  • Portuguese
  • Punjabi
  • Romanian
  • Russian
  • Samoan
  • Scots Gaelic
  • Serbian
  • Sesotho
  • Shona
  • Sindhi
  • Sinhala
  • Slovak
  • Slovenian
  • Somali
  • Spanish
  • Sundanese
  • Swahili
  • Swedish
  • Tajik
  • Tamil
  • Telugu
  • Thai
  • Turkish
  • Ukrainian
  • Urdu
  • Uzbek
  • Vietnamese
  • Welsh
  • Xhosa
  • Yiddish
  • Yoruba
  • Zulu

Abstract

Winter wheat grain protein content (GPC) is an important criterion for assessing grain quality. A timely and simple GPC model is urgently required for GPC prediction ahead of maturity. The GPC model included regressional models of dry matter and N accumulation and translocation for anthesis and post-anthesis stages, and incorporated both soil nitrogen (N) supply and meterological factors based on historical as well as current season data, final GPC were calculated as the ratio of N accumulation to dry matter in grain at maturity. This study conducted six field experiments during the 2003-2006 and 2008-2011 growing seasons to establish and validate the model. A three-way factorial arrangement of N fertilization, sowing date, and cultivar was conducted using a split-plot design. Critical growth parameters were determined by field measurements, and historical seasonal meteorological data covering the growing period were collected.

References

48 Cites in Article
  1. Richard Allen,Martin Smith,Luis Pereira,Dirk Raes,J Wright (1998). Revised FAO Procedures for Calculating Evapotranspiration: Irrigation and Drainage Paper No. 56 with Testing in Idaho.
  2. Musgrave Bidingerf,Rb,Fischerra (1977). Contribution of stored pre-anthesis assimilate to grain yield in wheat and barley.
  3. Matthieu Bogard,Vincent Allard,Maryse Brancourt-Hulmel,Emmanuel Heumez,Jean-Marie Machet,Marie-Hélène Jeuffroy,Philippe Gate,Pierre Martre,Jacques Le Gouis (2010). Deviation from the grain protein concentration–grain yield negative relationship is highly correlated to post-anthesis N uptake in winter wheat.
  4. R Cichota,H Brown,V Snow,D Wheeler,D Hedderley,R Zyskowski,S Thomas (2010). A nitrogen balance model for environmental accountability in cropping systems.
  5. L Ercoli,L Lulli,M Mariotti,A Masoni,I Arduini (2008). Post-anthesis dry matter and nitrogen dynamics in durum wheat as affected by nitrogen supply and soil water availability.
  6. Ellisrh Ferrisr,T Wheeler,Hadleyp (1998). Effect of High Temperature Stress at Anthesis on Grain Yield and Biomass of Field-grown Crops of Wheat.
  7. Gaolz (2004). OPTIMAL ANALYSIS OF FARM AGRICULTURAL MACHINERY EQUIPMENT BASED ON MATHEMATICAL MODELLING.
  8. F Gastal,G Lemaire (2002). N uptake and distribution in crops: an agronomical and ecophysiological perspective.
  9. Hodáňovád (1975). Specific leaf weight and photosynthetic rate in sugar beet leaves of different age.
  10. Hallorangm (1981). Cultivar differences in nitrogen translocation in wheat.
  11. P Jamieson,M Semenov (2000). Modelling nitrogen uptake and redistribution in wheat.
  12. Juxt,X Liu,F Zhang (2003). 冬小麦/夏玉 米轮作体系中土壤氮素矿化及预测 [Soil nitrogen mineralization and its prediction in winter wheatsummer maize rotation system.
  13. Lakatosl (1997). Climate model for dry matter production of winter wheat in Hungry.
  14. S Landau,Rac Mitchell,V Barnett,J Colls,J Craigon,R Payne (2000). A parsimonious, multiple-regression model of wheat yield response to environment.
  15. Wangjh Liwg,Zhaocj,Liuly,X Song,Tongqx (2008). 基于NDVI和氮素积累的冬小麦籽粒蛋白质 含量预测模型.
  16. Changwei Tan,Wenshan Guo,Jihua Wang (2011). Predicting grain protein content of winter wheat based on landsat TM images and leaf nitrogen Content.
  17. 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.
  18. Zhenhai Li,James Taylor,Hao Yang,Raffaele Casa,Xiuliang Jin,Zhenhong Li,Xiaoyu Song,Guijun Yang (2020). A hierarchical interannual wheat yield and grain protein prediction model using spectral vegetative indices and meteorological data.
  19. David Lobell,Marshall Burke (2010). On the use of statistical models to predict crop yield responses to climate change.
  20. Richard Marini,John Barden (1981). Seasonal correlations of specific leaf weight to net photosynthesis and dark respiration of apple leaves.
  21. Patrick Mcmullan,Peter Mcvetty,Aileen Urquhart (1988). DRY MATTER AND NITROGEN ACCUMULATION AND REDISTRIBUTION AND THEIR RELATIONSHIP TO GRAIN YIELD AND GRAIN PROTEIN IN WHEAT.
  22. Doesken Mckeetb,Nj,Kleistj (1993). The relationship of drought frequency and duration to time scales.
  23. J Monaghan,J Snape,Ajs Chojecki,P Kettlewell (2001). The use of grain protein deviation for identifying wheat cultivars with high grain protein concentration and yield.
  24. Koji Nakagami,Taiichiro Ookawa,Tadashi Hirasawa (2004). Effects of a Reduction in Soil Moisture from One Month beforeFlowering through Ripening on Dry Matter Production and Ecophysiological Characteristics of Wheat Plants.
  25. J Nuttall,G O'leary,J Panozzo,C Walker,K Barlow,G Fitzgerald (2017). Models of grain quality in wheat—A review.
  26. J Palta,Irp Fillery (1995). N application enhances remobilization and reduces losses of pre-anthesis N in wheat grown on a duplex soil.
  27. Jie Pan,Yan Zhu,Weixing Cao,Tingbo Dai,Dang Jiang (2006). Predicting the Protein Content of Grain in Winter Wheat with Meteorological and Genotypic Factors.
  28. Jie Pan,Yan Zhu,Dong Jiang,Tingbo Dai,Yingxue Li,Weixing Cao (2006). Modeling plant nitrogen uptake and grain nitrogen accumulation in wheat.
  29. D Papakosta,A Gagianas (1991). Nitrogen and dry matter accumulation, remobilization and losses for Mediterranean wheat during grain filling.
  30. Novo Przulj,Vojislava Momcilovic (2001). Genetic variation for dry matter and nitrogen accumulation and translocation in two-rowed spring barley.
  31. Michele Rinaldi,Nicola Losavio,Zina Flagella (2003). Evaluation and application of the OILCROP–SUN model for sunflower in southern Italy.
  32. Roget Sadrasv,M Krause (2003). Dynamic cropping strategies for risk management in dry-land farming systems.
  33. William Schillinger,Steven Schofstoll,J Alldredge (2008). Available water and wheat grain yield relations in a Mediterranean climate.
  34. G Smith,M Gooding (1999). Models of wheat grain quality considering climate, cultivar and nitrogen effects.
  35. X Song,J Wang,W Huang,G Yan,H Chang (2008). 变量施肥条件下冬小麦长势及品质变异遥 感监测 [Monitoring spatial variance of winter wheat growth and grain quality under variable-rate fertilization conditions by remote sensing data.
  36. Y Soon,S Malhi,Z Wang,S Brandt,J Schoenau (2008). Effect of seasonal rainfall, N fertilizer and tillage on N utilization by dryland wheat in a semi-arid environment.
  37. E Spratt (1979). Protein in wheat.
  38. Pasquale Steduto,Theodore Hsiao,Dirk Raes,Elias Fereres (2009). AquaCrop—The FAO Crop Model to Simulate Yield Response to Water: I. Concepts and Underlying Principles.
  39. K Subedi,B L Ma,A Xue (2007). Planting Date and Nitrogen Effects on Grain Yield and Protein Content of Spring Wheat.
  40. Supiti,A Hooijer,Van Diepenca (1994). System description of the WOFOST 6.0 crop simulation model implemented in CGMS.
  41. D Stewart,L Dwyer (1990). YIELDS AND PROTEIN TRENDS OF SPRING WHEAT (<i>Triticum aestivum</i> L.) ON THE CANADIAN PRAIRIES, 1961–1982.
  42. Thenkabailps (2003). Biophysical and yield information for precision farming from near-real-time and historical Landsat TM images.
  43. Tadashi Tsukaguchi,Yae Taniguchi,Rie Ito (2016). The effects of nitrogen uptake before and after heading on grain protein content and the occurrence of basal- and back-white grains in rice (<i>Oryza sativa</i> L.).
  44. L Wang,Z Shangguan (2015). Photosynthetic rates and kernel‐filling processes of big‐spike wheat ( <i>Triticum aestivum</i> L.) during the growth period.
  45. Z Wang,J Wang,L Liu,W Huang,C Zhao,C Wang (2004). Prediction of grain protein content in winter wheat (Triticum aestivum L.) using plant pigment ratio (PPR).
  46. A Weiss,A Moreno-Sotomayer (2006). Simulating grain mass and nitrogen concentration in wheat.
  47. S Xu,H Yang,F Fang,Y Wang,Zhuanghy Xurg (2009). 大麦籽粒蛋白质含量预测模型 [A model for predicting grain protein content in Barley.
  48. M Yilmaz,E Hunt,Thomas Jackson (2008). Remote sensing of vegetation water content from equivalent water thickness using satellite imagery.

Funding

No external funding was declared for this work.

Conflict of Interest

The authors declare no conflict of interest.

Ethical Approval

No ethics committee approval was required for this article type.

Data Availability

Not applicable for this article.

How to Cite This Article

Qian Wang. 2026. \u201cA Semi-Empirical Model of Winter Wheat Grain Protein Content\u201d. Global Journal of Science Frontier Research - C: Biological Science GJSFR-C Volume 22 (GJSFR Volume 22 Issue C2): .

Download Citation

Winter Wheat Grain Protein Content and factors affecting it.
Journal Specifications

Crossref Journal DOI 10.17406/GJSFR

Print ISSN 0975-5896

e-ISSN 2249-4626

Keywords
Classification
GJSFR-C Classification: DDC Code: 363.739460973 LCC Code: TD223
Version of record

v1.2

Issue date

November 15, 2022

Language
en
Experiance in AR

Explore published articles in an immersive Augmented Reality environment. Our platform converts research papers into interactive 3D books, allowing readers to view and interact with content using AR and VR compatible devices.

Read in 3D

Your published article is automatically converted into a realistic 3D book. Flip through pages and read research papers in a more engaging and interactive format.

Article Matrices
Total Views: 1494
Total Downloads: 33
2026 Trends
Related Research

Published Article

Winter wheat grain protein content (GPC) is an important criterion for assessing grain quality. A timely and simple GPC model is urgently required for GPC prediction ahead of maturity. The GPC model included regressional models of dry matter and N accumulation and translocation for anthesis and post-anthesis stages, and incorporated both soil nitrogen (N) supply and meterological factors based on historical as well as current season data, final GPC were calculated as the ratio of N accumulation to dry matter in grain at maturity. This study conducted six field experiments during the 2003-2006 and 2008-2011 growing seasons to establish and validate the model. A three-way factorial arrangement of N fertilization, sowing date, and cultivar was conducted using a split-plot design. Critical growth parameters were determined by field measurements, and historical seasonal meteorological data covering the growing period were collected.

Our website is actively being updated, and changes may occur frequently. Please clear your browser cache if needed. For feedback or error reporting, please email [email protected]

Request Access

Please fill out the form below to request access to this research paper. Your request will be reviewed by the editorial or author team.
X

Quote and Order Details

Contact Person

Invoice Address

Notes or Comments

This is the heading

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.

High-quality academic research articles on global topics and journals.

A Semi-Empirical Model of Winter Wheat Grain Protein Content

Qian Wang
Qian Wang
Cun-jun Li
Cun-jun Li
Yuan-fang Huang
Yuan-fang Huang
Wu-de Yang
Wu-de Yang
Wen-jiang Huang
Wen-jiang Huang
Ji-hua Wang
Ji-hua Wang

Research Journals