Research Article

Evaluation of Yield Prediction Performance of DSSAT CSM-CERES-Wheat Model in Some Bread Wheat Varieties

Volume: 10 Number: 1 March 19, 2023
EN

Evaluation of Yield Prediction Performance of DSSAT CSM-CERES-Wheat Model in Some Bread Wheat Varieties

Abstract

Product simulation programs with DSSAT are based on the principle of predicting the potentials of yield and other phenological parameters of wheat varieties with different fertilizer application doses in different climatic and soil conditions. For this purpose, different wheat varieties (Bayraktar, Tosunbey) were used in order to test the use of the DSSAT simulation model in semi-arid conditions in the Ikizce experimental area of the Haymana District of Ankara Province, Field Crops Central Research Institute, during the 2017-2018 and 2018-2019 periods. The aim of this study is to predict yield in wheat varieties (Bayraktar, Tosunbey) using CERES and CROPGRO sub-models of DSSAT v.4.7.5 simulation model. In the study, the model was run at different nitrogen application doses (0, 6, 12, 18 kg/da) to reveal the yield prediction potential of the wheat cultivars in semi-arid conditions. For the calibration of the model, the grain yield, plant height and Leaf area index (LAI) data obtained were used in the first year of wheat development stage.The accuracy of the model, which was calibrated with the first year data, was tested with the second year data. For Bayraktar variety, the average measured yield obtained from different nitrogen dose applications (N0,N6,N18) for the 2017-2018 period is 373.3 kg/da, the simulated yield is 373.7 kg/da (N12 dose is neglected), the measured yield for 2018-2019 300. 5 kg/da, the simulated yield was found to be 291.3 kg/da.For the Tosunbey variety, the average yield measured for the 2017-2018 period was 370.0 kg/da, the simulated yield was 338.0 kg/da, the measured yield for the 2018-2019 year was 217.58 kg/da, and the estimated yield was 237.83 kg/da.

Keywords

Supporting Institution

T.C. TARIM VE ORMAN BAKANLIĞI Tarımsal Araştırmalar Genel Müdürlüğü

Project Number

“Ulusal Ürün İzleme ve Verim Tahmini Ülkesel Projesi TAGEM /TSKA/ 16/ A13 /P08/ 01/ A.P.8/(Alt Uygulama İş Paketi A.P.İ.P.8.3

Thanks

Bu Araştırma 01.01.2016-31.12.2021 Yılları arası TAGEM Tarafından koordine edilen ve Tarla Bitkileri Merkez Araştırma Enstitüsü Coğrafi Bilgi Sistemleri Merkezi tarafından “Ulusal Ürün İzleme ve Verim Tahmini Ülkesel Projesi TAGEM /TSKA/ 16/ A13 /P08/ 01/ A.P.8” kapsamında Bitki Gelişim Modelleri ve CBS, UA Teknikleri ile Verim Tahmini ve Ürün İzleme) alt projesi (A.P.8) altında yürütülen DSSAT Modeli İle Buğday Verim Tahmini ve Ürün İzleme Haymana Örneği (Alt Uygulama İş Paketi A.P.İ.P.8.3) verilerinden faydalanılarak hazırlanmıştır.

References

  1. Akalın, A., (1997). İklim Verilerinden Yararlanarak Türkiye Buğday Üretiminin Tahmini, TC. Devlet İstatistik Enstitüsü Uzmanlık Tezi. Ankara.
  2. Balaghi, R., B. Tychon, H. Eerens, M. 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 (2008) 438–452.
  3. Booltink, H. W. G., & Verhagen, J. (1997). Using decision support systems to optimize barley management on spatial variable soil. In Applications of systems approaches at the field level (pp. 219-233). Springer, Dordrecht.
  4. Booltink, H. W. G., Van Alphen, B. J., Batchelor, W. D., Paz, J. O., Stoorvogel, J. J., & Vargas, R. (2001). Tools for optimizing management of spatially-variable fields. Agricultural Systems, 70(2-3), 445-476.
  5. Castrignano A, Katerji N, Karam F, Mastrorilli M, Hamdy A (1998). A modified version of CERES-Maize model for predicting crop response to salinity stress. Ecol. Modell. 111: 107-120.
  6. Gabrielle B, Kengni L (1996). Analysis and field-evaluation of the CERES models’ soil components: nitrogen transfer and transformations. Soil Sci. Soc. Am. J. 60: 142-149.
  7. Gabrielle B, Denoroy P, Gosse G, Justes E, Andersen MN (1998). Development and evaluation of a CERES-type model for winter oilseed rape. Field Crops Res. 57: 95-111.
  8. Godwin DC, Ritchie JT, Singh U, Hunt L (1989). A user’s guide to CERES-Wheat v2. p. 10.

Details

Primary Language

English

Subjects

Photogrammetry and Remote Sensing

Journal Section

Research Article

Publication Date

March 19, 2023

Submission Date

March 14, 2022

Acceptance Date

August 30, 2022

Published in Issue

Year 2023 Volume: 10 Number: 1

APA
Aydoğdu, M., Yıldız, H., Gürkan, H., Alsancak Sırlı, B., & Tuğaç, M. G. (2023). Evaluation of Yield Prediction Performance of DSSAT CSM-CERES-Wheat Model in Some Bread Wheat Varieties. International Journal of Environment and Geoinformatics, 10(1), 51-66. https://doi.org/10.30897/ijegeo.1087591
AMA
1.Aydoğdu M, Yıldız H, Gürkan H, Alsancak Sırlı B, Tuğaç MG. Evaluation of Yield Prediction Performance of DSSAT CSM-CERES-Wheat Model in Some Bread Wheat Varieties. IJEGEO. 2023;10(1):51-66. doi:10.30897/ijegeo.1087591
Chicago
Aydoğdu, Metin, Hakan Yıldız, Hüdaverdi Gürkan, Belgin Alsancak Sırlı, and Murat Güven Tuğaç. 2023. “Evaluation of Yield Prediction Performance of DSSAT CSM-CERES-Wheat Model in Some Bread Wheat Varieties”. International Journal of Environment and Geoinformatics 10 (1): 51-66. https://doi.org/10.30897/ijegeo.1087591.
EndNote
Aydoğdu M, Yıldız H, Gürkan H, Alsancak Sırlı B, Tuğaç MG (March 1, 2023) Evaluation of Yield Prediction Performance of DSSAT CSM-CERES-Wheat Model in Some Bread Wheat Varieties. International Journal of Environment and Geoinformatics 10 1 51–66.
IEEE
[1]M. Aydoğdu, H. Yıldız, H. Gürkan, B. Alsancak Sırlı, and M. G. Tuğaç, “Evaluation of Yield Prediction Performance of DSSAT CSM-CERES-Wheat Model in Some Bread Wheat Varieties”, IJEGEO, vol. 10, no. 1, pp. 51–66, Mar. 2023, doi: 10.30897/ijegeo.1087591.
ISNAD
Aydoğdu, Metin - Yıldız, Hakan - Gürkan, Hüdaverdi - Alsancak Sırlı, Belgin - Tuğaç, Murat Güven. “Evaluation of Yield Prediction Performance of DSSAT CSM-CERES-Wheat Model in Some Bread Wheat Varieties”. International Journal of Environment and Geoinformatics 10/1 (March 1, 2023): 51-66. https://doi.org/10.30897/ijegeo.1087591.
JAMA
1.Aydoğdu M, Yıldız H, Gürkan H, Alsancak Sırlı B, Tuğaç MG. Evaluation of Yield Prediction Performance of DSSAT CSM-CERES-Wheat Model in Some Bread Wheat Varieties. IJEGEO. 2023;10:51–66.
MLA
Aydoğdu, Metin, et al. “Evaluation of Yield Prediction Performance of DSSAT CSM-CERES-Wheat Model in Some Bread Wheat Varieties”. International Journal of Environment and Geoinformatics, vol. 10, no. 1, Mar. 2023, pp. 51-66, doi:10.30897/ijegeo.1087591.
Vancouver
1.Metin Aydoğdu, Hakan Yıldız, Hüdaverdi Gürkan, Belgin Alsancak Sırlı, Murat Güven Tuğaç. Evaluation of Yield Prediction Performance of DSSAT CSM-CERES-Wheat Model in Some Bread Wheat Varieties. IJEGEO. 2023 Mar. 1;10(1):51-66. doi:10.30897/ijegeo.1087591

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