Estimation of forage yields in Burkina Faso's climatic zones using satellite data

Article

Some, Wièmè, Denis, Antoine, Kouadio, AmaniLouis, Djaby, Bakary, Nacro, Hassan Bismark, Belem, Adrien Married Gaston and Tychon, Bernard. 2024. "Estimation of forage yields in Burkina Faso's climatic zones using satellite data." Revue d’élevage et de médecine vétérinaire des pays tropicaux. 77, pp. 1-17. https://doi.org/10.19182/remvt.37009
Article Title

Estimation of forage yields in Burkina Faso's climatic zones using satellite data

Estimation des rendements fourragers des pâturages dans les espaces climatiques du Burkina Faso à partir de données satellitaires

Article CategoryArticle
AuthorsSome, Wièmè, Denis, Antoine, Kouadio, AmaniLouis, Djaby, Bakary, Nacro, Hassan Bismark, Belem, Adrien Married Gaston and Tychon, Bernard
Journal TitleRevue d’élevage et de médecine vétérinaire des pays tropicaux
Journal Citation77, pp. 1-17
Number of Pages17
Year2024
Place of PublicationFrance
ISSN1951-6711
Digital Object Identifier (DOI)https://doi.org/10.19182/remvt.37009
Web Address (URL)https://revues.cirad.fr/index.php/REMVT/article/view/37009
AbstractThe assessment of forage resources is a key element for governing livestock food crises in Burkina Faso. This study aims to evaluate, for the first time, the possibility of estimating forage yields in Burkina Faso’s climatic zones using uni and multivariate linear statistical models constructed from forage plant biomass data collected in the field in 2017, 2018, and 2019, and phenological satellite variables (Normalized Difference Vegetation Index (NDVI) and Fraction of Absorbed Photosynthetically Active Radiation (FAPAR)) and agroclimatic variables (precipitation, soil moisture, evapotranspiration, surface temperature). An exhaustive search for the best linear statistical models with one to four variables was conducted, and the best models according to the Bayesian Information Criterion were identified. The performance of the uni to quadrivariate models obtained is quite low, with for all climatic zones except the Sahelian zone, RRMSE press ranging from 55% to 61% (R² press ranging from 0.07 to 0.36), and for the Sahelian climatic zone, RRMSE press ranging from 42% to 49% (R² press ranging from 0.59 to 0.69). The decrease in correlation of the majority of variables with forage plant biomass along the North-South gradient results in a decrease in model performance along this gradient. Agroclimatic variables were found to be useless, and those derived from FAPAR appeared to be generally more effective than those derived from NDVI. The results also show a very low added value of multivariate models compared to univariate models, except for the Sahelian zone, and a better performance of models developed in more homogeneous climatic zones. A series of recommendations have been identified to improve the coupling between field-collected forage plant biomass data and variables extracted from satellite images, and thereby improve the performance of the models. © W. Some et al., 2024.
Keywordsabove ground biomass; Pastures; agroclimatic zones; forage yield; satellite imagery; linear models; Burkina Faso
Contains Sensitive ContentDoes not contain sensitive content
ANZSRC Field of Research 20203702. Climate change science
Byline AffiliationsUniversity of Liege, Belgium
Ministry of Animal and Fisheries Resources, Burkina Faso
Nazi Boni University, Burkina Faso
Centre for Applied Climate Sciences
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Bock, C. H., El Jarroudi, M., Kouadio, L. A., Mackels, C., Chiang, K.-S. and Delfosse, P.. 2015. "Disease Severity Estimates-Effects of Rater Accuracy and Assessment Methods for Comparing Treatments." Plant Disease. 99 (8), pp. 1104-1112. https://doi.org/10.1094/PDIS-09-14-0925-RE
Assessing the Performance of MODIS NDVI and EVI for Seasonal Crop Yield Forecasting at the Ecodistrict Scale
Kouadio, Louis, Newlands, Nathaniel K., Davidson, Andrew, Zhang, Yinsuo and Chipanshi, Aston. 2014. "Assessing the Performance of MODIS NDVI and EVI for Seasonal Crop Yield Forecasting at the Ecodistrict Scale." Remote Sensing. 6 (10), pp. 10193-10214. https://doi.org/10.3390/rs61010193
Brown rust disease control in winter wheat: II. Exploring the optimization of fungicide sprays through a decision support system
El Jarroudi, Moussa, Kouadio, Louis, Giraud, Frederic, Delfosse, Philippe and Tychon, Bernard. 2014. "Brown rust disease control in winter wheat: II. Exploring the optimization of fungicide sprays through a decision support system." Environmental Science and Pollution Research. 21 (7), pp. 4809-4818. https://doi.org/10.1007/s11356-014-2557-9
Brown rust disease control in winter wheat: I. Exploring an approach for disease progression based on night weather conditions
El Jarroudi, Moussa, Kouadio, Louis, Delfosse, Philippe and Tychon, Bernard. 2014. "Brown rust disease control in winter wheat: I. Exploring an approach for disease progression based on night weather conditions." Environmental Science and Pollution Research. 21 (7), pp. 4797-4808. https://doi.org/10.1007/s11356-013-2463-6
An integrated, probabilistic model for improved seasonal forecasting of agricultural crop yield under environmental uncertainty
Newlands, Nathaniel K., Zamar, David S., Kouadio, Louis A., Zhang, Yinsuo, Chipanshi, Aston, Potgieter, Andries, Toure, Souleymane and Hill, Harvey S. J.. 2014. "An integrated, probabilistic model for improved seasonal forecasting of agricultural crop yield under environmental uncertainty." Frontiers in Environmental Science. 2, pp. 1-21. https://doi.org/10.3389/fenvs.2014.00017
A comparison of raters and disease assessment methods for estimating disease severity for purposes of hypothesis testing
Bock, Clive, El Jarroudi, Moussa, Kouadio, Louis, Mackels, Christophe, Chiang, Kuo-Szu and Delfosse, Philippe. 2014. "A comparison of raters and disease assessment methods for estimating disease severity for purposes of hypothesis testing." Phytopathology: International Journal of the American Phytopathological Society. 104 (11), pp. 15-16.
Importance of a well-distributed frequency of measurements in the senescence monitoring of winter wheat and yield estimates
Kouadio, Louis, Djaby, Bakary, El Jarroudi, Moussa and Tychon, Bernard. 2012. "Importance of a well-distributed frequency of measurements in the senescence monitoring of winter wheat and yield estimates." Journal of Agricultural Science and Technology . 2 (12), pp. 1203-1213.
Estimating winter wheat yield through the decreasing phase of its green area [Cinetique de decroissance de la surface verte et estimation du rendement du ble d'hiver]
Kouadio, Amani Louis, Djaby, Bakary, Duveiller, Gregory, El Jarroudi, Moussa and Tychon, Bernard. 2012. "Estimating winter wheat yield through the decreasing phase of its green area [Cinetique de decroissance de la surface verte et estimation du rendement du ble d'hiver]." Biotechnology, Agronomy, Society and Environment. 16 (2), pp. 179-191.
Typology of the main fungal diseases affecting winter wheat in the Grand Duchy of Luxembourg
El Jarroudi, Moussa, Kouadio, Louis, Delfosse, Philippe, Giraud, Frederic, Junk, Jurgen, Hoffmann, Lucien, Maraite, Henri and Tychon, Bernard. 2012. "Typology of the main fungal diseases affecting winter wheat in the Grand Duchy of Luxembourg." Journal of Agricultural Science and Technology . 2 (12), pp. 1386-1399.
Spatial distribution of calibrated WOFOST parameters and their influence on the performances of a regional yield forecasting system
Djaby, Bakary, de Wit, Allard, Kouadio, Louis, El Jarroudi, Moussa and Tychon, Bernard. 2013. "Spatial distribution of calibrated WOFOST parameters and their influence on the performances of a regional yield forecasting system." Sustainable Agriculture Research. 2 (4), pp. 12-29. https://doi.org/10.5539/sar.v2n4p12
Disease severity assessment in epidemiological studies: accuracy and reliability of visual estimates of Septoria leaf blotch (SLB) in winter wheat
El Jarroudi, Moussa, Kouadio, Louis, Mackels, Christophe, Tychon, Bernard, Delfosse, Philippe and Bock, Clive H.. 2014. "Disease severity assessment in epidemiological studies: accuracy and reliability of visual estimates of Septoria leaf blotch (SLB) in winter wheat." 2014 APS-CPS Joint Meeting. Minneapolis, United States of America 09 - 13 Aug 2014 United States. American Phytopathological Society. https://doi.org/10.1094/PHYTO-104-11-S3.1