Forecasting of Cereal Yields in a Semi-arid Area Using the Simple Algorithm for Yield Estimation (SAFY) Agro-Meteorological Model Combined with Optical SPOT/HRV Images
Identifieur interne : 000473 ( Main/Exploration ); précédent : 000472; suivant : 000474Forecasting of Cereal Yields in a Semi-arid Area Using the Simple Algorithm for Yield Estimation (SAFY) Agro-Meteorological Model Combined with Optical SPOT/HRV Images
Auteurs : Aicha Chahbi Bellakanji [Tunisie] ; Mehrez Zribi ; Zohra Lili-Chabaane ; Bernard MougenotSource :
- Sensors (Basel, Switzerland) [ 1424-8220 ] ; 2018.
Abstract
In semi-arid areas characterized by frequent drought events, there is often a strong need for an operational grain yield forecasting system, to help decision-makers with the planning of annual imports. However, monitoring the crop canopy and production capacity of plants, especially for cereals, can be challenging. In this paper, a new approach to yield estimation by combining data from the Simple Algorithm for Yield estimation (SAFY) agro-meteorological model with optical SPOT/ High Visible Resolution (HRV) satellite data is proposed. Grain yields are then statistically estimated as a function of Leaf Area Index (LAI) during the maximum growth period between 25 March and 5 April. The LAI is retrieved from the SAFY model, and calibrated using SPOT/HRV data. This study is based on the analysis of a rich database, which was acquired over a period of two years (2010–2011, 2012–2013) at the Merguellil site in central Tunisia (North Africa) from more than 60 test fields and 20 optical satellite SPOT/HRV images. The validation and calibration of this methodology is presented, on the basis of two subsets of observations derived from the experimental database. Finally, an inversion technique is applied to estimate the overall yield of the entire studied site.
Url:
DOI: 10.3390/s18072138
PubMed: 29970840
PubMed Central: 6068716
Affiliations:
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Box 77, Carthage, Tunis 1054, Tunisia;<email>chehbi.aicha@gmail.com</email> (A.C.B.);<email>zohra.lili.chabaane@gmail.com</email> (Z.L.-C.)</nlm:aff></affiliation><affiliation wicri:level="1"><nlm:aff id="af2-sensors-18-02138">ISET_Nabeul, Campus Universitaire Mrezgua, Nabeul 8000, Tunisie</nlm:aff><country xml:lang="fr">Tunisie</country><wicri:regionArea>ISET_Nabeul, Campus Universitaire Mrezgua, Nabeul 8000</wicri:regionArea></affiliation></author><author><name sortKey="Zribi, Mehrez" sort="Zribi, Mehrez" uniqKey="Zribi M" first="Mehrez" last="Zribi">Mehrez Zribi</name><affiliation><nlm:aff id="af3-sensors-18-02138">CESBIO (CNRS/UPS/IRD/CNES), 18 Avenue Edouard Belin, 31401 Toulouse CEDEX 9, France;<email>Bernard.mougenot@ird.fr</email></nlm:aff></affiliation></author><author><name sortKey="Lili Chabaane, Zohra" sort="Lili Chabaane, Zohra" uniqKey="Lili Chabaane Z" first="Zohra" last="Lili-Chabaane">Zohra Lili-Chabaane</name><affiliation><nlm:aff id="af1-sensors-18-02138">LR17AGR01 (LR GREEN-TEAM)/INAT, University Carthage, Avenue de la République, P.O. 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Box 77, Carthage, Tunis 1054, Tunisia;<email>chehbi.aicha@gmail.com</email> (A.C.B.);<email>zohra.lili.chabaane@gmail.com</email> (Z.L.-C.)</nlm:aff></affiliation><affiliation wicri:level="1"><nlm:aff id="af2-sensors-18-02138">ISET_Nabeul, Campus Universitaire Mrezgua, Nabeul 8000, Tunisie</nlm:aff><country xml:lang="fr">Tunisie</country><wicri:regionArea>ISET_Nabeul, Campus Universitaire Mrezgua, Nabeul 8000</wicri:regionArea></affiliation></author><author><name sortKey="Zribi, Mehrez" sort="Zribi, Mehrez" uniqKey="Zribi M" first="Mehrez" last="Zribi">Mehrez Zribi</name><affiliation><nlm:aff id="af3-sensors-18-02138">CESBIO (CNRS/UPS/IRD/CNES), 18 Avenue Edouard Belin, 31401 Toulouse CEDEX 9, France;<email>Bernard.mougenot@ird.fr</email></nlm:aff></affiliation></author><author><name sortKey="Lili Chabaane, Zohra" sort="Lili Chabaane, Zohra" uniqKey="Lili Chabaane Z" first="Zohra" last="Lili-Chabaane">Zohra Lili-Chabaane</name><affiliation><nlm:aff id="af1-sensors-18-02138">LR17AGR01 (LR GREEN-TEAM)/INAT, University Carthage, Avenue de la République, P.O. Box 77, Carthage, Tunis 1054, Tunisia;<email>chehbi.aicha@gmail.com</email> (A.C.B.);<email>zohra.lili.chabaane@gmail.com</email> (Z.L.-C.)</nlm:aff></affiliation></author><author><name sortKey="Mougenot, Bernard" sort="Mougenot, Bernard" uniqKey="Mougenot B" first="Bernard" last="Mougenot">Bernard Mougenot</name><affiliation><nlm:aff id="af3-sensors-18-02138">CESBIO (CNRS/UPS/IRD/CNES), 18 Avenue Edouard Belin, 31401 Toulouse CEDEX 9, France;<email>Bernard.mougenot@ird.fr</email></nlm:aff></affiliation></author></analytic><series><title level="j">Sensors (Basel, Switzerland)</title><idno type="eISSN">1424-8220</idno><imprint><date when="2018">2018</date></imprint></series></biblStruct></sourceDesc></fileDesc><profileDesc><textClass></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en"><p>In semi-arid areas characterized by frequent drought events, there is often a strong need for an operational grain yield forecasting system, to help decision-makers with the planning of annual imports. However, monitoring the crop canopy and production capacity of plants, especially for cereals, can be challenging. In this paper, a new approach to yield estimation by combining data from the Simple Algorithm for Yield estimation (SAFY) agro-meteorological model with optical SPOT/ High Visible Resolution (HRV) satellite data is proposed. Grain yields are then statistically estimated as a function of Leaf Area Index (LAI) during the maximum growth period between 25 March and 5 April. The LAI is retrieved from the SAFY model, and calibrated using SPOT/HRV data. This study is based on the analysis of a rich database, which was acquired over a period of two years (2010–2011, 2012–2013) at the Merguellil site in central Tunisia (North Africa) from more than 60 test fields and 20 optical satellite SPOT/HRV images. The validation and calibration of this methodology is presented, on the basis of two subsets of observations derived from the experimental database. Finally, an inversion technique is applied to estimate the overall yield of the entire studied site.</p></div></front><back><div1 type="bibliography"><listBibl><biblStruct><analytic><author><name sortKey="Palmieri, L" uniqKey="Palmieri L">L. Palmieri</name></author><author><name sortKey="Amantonico, B" uniqKey="Amantonico B">B. Amantonico</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Justice, C O" uniqKey="Justice C">C.O. Justice</name></author><author><name sortKey="Becker Reshef, I" uniqKey="Becker Reshef I">I. Becker-Reshef</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Fratanellli, G" uniqKey="Fratanellli G">G. Fratanellli</name></author><author><name sortKey="Paloscia, S" uniqKey="Paloscia S">S. Paloscia</name></author><author><name sortKey="Zribi, M" uniqKey="Zribi M">M. Zribi</name></author><author><name sortKey="Chahbi, A" uniqKey="Chahbi A">A. Chahbi</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Fieuzal, R" uniqKey="Fieuzal R">R. Fieuzal</name></author><author><name sortKey="Duchemin, B" uniqKey="Duchemin B">B. Duchemin</name></author><author><name sortKey="Jarlan, L" uniqKey="Jarlan L">L. Jarlan</name></author><author><name sortKey="Zribi, M" uniqKey="Zribi M">M. Zribi</name></author><author><name sortKey="Baup, F" uniqKey="Baup F">F. Baup</name></author><author><name sortKey="Merlin, O" uniqKey="Merlin O">O. Merlin</name></author><author><name sortKey="Dedieu, G" uniqKey="Dedieu G">G. Dedieu</name></author><author><name sortKey="Garatuza Payan, J" uniqKey="Garatuza Payan J">J. Garatuza-Payan</name></author><author><name sortKey="Watt, C" uniqKey="Watt C">C. Watt</name></author><author><name sortKey="Chehbouni, A" uniqKey="Chehbouni A">A. Chehbouni</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Barnett, T L" uniqKey="Barnett T">T.L. Barnett</name></author><author><name sortKey="Thompson, D R" uniqKey="Thompson D">D.R. Thompson</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Moriondo, M" uniqKey="Moriondo M">M. Moriondo</name></author><author><name sortKey="Maselli, F" uniqKey="Maselli F">F. Maselli</name></author><author><name sortKey="Bindi, M" uniqKey="Bindi M">M. Bindi</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Baghdadi, N" uniqKey="Baghdadi N">N. Baghdadi</name></author><author><name sortKey="Zribi, M" uniqKey="Zribi M">M. Zribi</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Laguette, S" uniqKey="Laguette S">S. Laguette</name></author><author><name sortKey="Vidal, A" uniqKey="Vidal A">A. Vidal</name></author><author><name sortKey="Vossen, P" uniqKey="Vossen P">P. Vossen</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Huete, A" uniqKey="Huete A">A. Huete</name></author><author><name sortKey="Didan, K" uniqKey="Didan K">K. Didan</name></author><author><name sortKey="Miura, T" uniqKey="Miura T">T. Miura</name></author><author><name sortKey="Rodriguez, E P" uniqKey="Rodriguez E">E.P. Rodriguez</name></author><author><name sortKey="Gao, X" uniqKey="Gao X">X. Gao</name></author><author><name sortKey="Ferreira, L G" uniqKey="Ferreira L">L.G. Ferreira</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Johnson, D M" uniqKey="Johnson D">D.M. Johnson</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Becker Reshef, I" uniqKey="Becker Reshef I">I. Becker-Reshef</name></author><author><name sortKey="Vermote, E" uniqKey="Vermote E">E. Vermote</name></author><author><name sortKey="Lindeman, M" uniqKey="Lindeman M">M. Lindeman</name></author><author><name sortKey="Justice, C" uniqKey="Justice C">C. Justice</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Franch, B" uniqKey="Franch B">B. Franch</name></author><author><name sortKey="Vermote, E F" uniqKey="Vermote E">E.F. Vermote</name></author><author><name sortKey="Becker Reshef, I" uniqKey="Becker Reshef I">I. Becker-Reshef</name></author><author><name sortKey="Claverie, M" uniqKey="Claverie M">M. Claverie</name></author><author><name sortKey="Huangc, J" uniqKey="Huangc J">J. Huangc</name></author><author><name sortKey="Zhang, J" uniqKey="Zhang J">J. Zhang</name></author><author><name sortKey="Justice, C" uniqKey="Justice C">C. Justice</name></author><author><name sortKey="Sobrinod, J A" uniqKey="Sobrinod J">J.A. Sobrinod</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Chahbi, A" uniqKey="Chahbi A">A. Chahbi</name></author><author><name sortKey="Zribi, M" uniqKey="Zribi M">M. Zribi</name></author><author><name sortKey="Lili Chabaane, Z" uniqKey="Lili Chabaane Z">Z. Lili-Chabaane</name></author><author><name sortKey="Duchemin, B" uniqKey="Duchemin B">B. Duchemin</name></author><author><name sortKey="Shabou, M" uniqKey="Shabou M">M. Shabou</name></author><author><name sortKey="Mougenot, B" uniqKey="Mougenot B">B. Mougenot</name></author><author><name sortKey="Boulet, G" uniqKey="Boulet G">G. Boulet</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Moulin, C" uniqKey="Moulin C">C. Moulin</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Bastiaanssen, W G M" uniqKey="Bastiaanssen W">W.G.M. Bastiaanssen</name></author><author><name sortKey="Ali, S" uniqKey="Ali S">S. Ali</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Duchemin, B" uniqKey="Duchemin B">B. Duchemin</name></author><author><name sortKey="Maisongrande, P" uniqKey="Maisongrande P">P. Maisongrande</name></author><author><name sortKey="Boulet, G" uniqKey="Boulet G">G. Boulet</name></author><author><name sortKey="Benhadj, I" uniqKey="Benhadj I">I. Benhadj</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Balaghi, R" uniqKey="Balaghi R">R. Balaghi</name></author><author><name sortKey="Tychon, B" uniqKey="Tychon B">B. Tychon</name></author><author><name sortKey="Eerens, H" uniqKey="Eerens H">H. Eerens</name></author><author><name sortKey="Jlibene, M" uniqKey="Jlibene M">M. Jlibene</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Zribi, M" uniqKey="Zribi M">M. Zribi</name></author><author><name sortKey="Dridi, G" uniqKey="Dridi G">G. Dridi</name></author><author><name sortKey="Amri, A" uniqKey="Amri A">A. Amri</name></author><author><name sortKey="Lili Chabaane, Z" uniqKey="Lili Chabaane Z">Z. Lili-Chabaane</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Gorrab, A" uniqKey="Gorrab A">A. Gorrab</name></author><author><name sortKey="Zribi, M" uniqKey="Zribi M">M. Zribi</name></author><author><name sortKey="Baghdadi, N" uniqKey="Baghdadi N">N. Baghdadi</name></author><author><name sortKey="Mougenot, B" uniqKey="Mougenot B">B. Mougenot</name></author><author><name sortKey="Fanise, P" uniqKey="Fanise P">P. Fanise</name></author><author><name sortKey="Chabaane, Z L" uniqKey="Chabaane Z">Z.L. Chabaane</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Bousbih, S" uniqKey="Bousbih S">S. Bousbih</name></author><author><name sortKey="Zribi, M" uniqKey="Zribi M">M. Zribi</name></author><author><name sortKey="Lili Chabaane, Z" uniqKey="Lili Chabaane Z">Z. Lili-Chabaane</name></author><author><name sortKey="Baghdadi, N" uniqKey="Baghdadi N">N. Baghdadi</name></author><author><name sortKey="El Hajj, E" uniqKey="El Hajj E">E. El Hajj</name></author><author><name sortKey="Gao, Q" uniqKey="Gao Q">Q. Gao</name></author><author><name sortKey="Mougenot, B" uniqKey="Mougenot B">B. Mougenot</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Rahman, H" uniqKey="Rahman H">H. Rahman</name></author><author><name sortKey="Dedieu, G" uniqKey="Dedieu G">G. Dedieu</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Berthelot, B" uniqKey="Berthelot B">B. Berthelot</name></author><author><name sortKey="Dedieu, G" uniqKey="Dedieu G">G. Dedieu</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Kotchenova, S Y" uniqKey="Kotchenova S">S.Y. Kotchenova</name></author><author><name sortKey="Vermote, E F" uniqKey="Vermote E">E.F. Vermote</name></author><author><name sortKey="Matarrese, R" uniqKey="Matarrese R">R. Matarrese</name></author><author><name sortKey="Klemm, F J" uniqKey="Klemm F">F.J. Klemm</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Tanre, D" uniqKey="Tanre D">D. Tanré</name></author><author><name sortKey="Deroo, C" uniqKey="Deroo C">C. Deroo</name></author><author><name sortKey="Duhaut, P" uniqKey="Duhaut P">P. Duhaut</name></author><author><name sortKey="Herman, M" uniqKey="Herman M">M. Herman</name></author><author><name sortKey="Morcrette, J J" uniqKey="Morcrette J">J.J. Morcrette</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Norman, D W" uniqKey="Norman D">D.W. Norman</name></author><author><name sortKey="Worman, F D" uniqKey="Worman F">F.D. Worman</name></author><author><name sortKey="Siebert, J D" uniqKey="Siebert J">J.D. Siebert</name></author><author><name sortKey="Modiakgotla, E" uniqKey="Modiakgotla E">E. Modiakgotla</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Zribi, M" uniqKey="Zribi M">M. Zribi</name></author><author><name sortKey="Chahbi, A" uniqKey="Chahbi A">A. Chahbi</name></author><author><name sortKey="Shabou, M" uniqKey="Shabou M">M. Shabou</name></author><author><name sortKey="Lili Chabaane, Z" uniqKey="Lili Chabaane Z">Z. Lili-Chabaane</name></author><author><name sortKey="Duchemin, B" uniqKey="Duchemin B">B. Duchemin</name></author><author><name sortKey="Baghdadi, N" uniqKey="Baghdadi N">N. Baghdadi</name></author><author><name sortKey="Amri, R" uniqKey="Amri R">R. Amri</name></author><author><name sortKey="Chehbouni, A" uniqKey="Chehbouni A">A. Chehbouni</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Benz, U C" uniqKey="Benz U">U.C. Benz</name></author><author><name sortKey="Hofmann, P" uniqKey="Hofmann P">P. Hofmann</name></author><author><name sortKey="Willhauck, G" uniqKey="Willhauck G">G. Willhauck</name></author><author><name sortKey="Lingenfelder, I" uniqKey="Lingenfelder I">I. Lingenfelder</name></author><author><name sortKey="Heynen, M" uniqKey="Heynen M">M. Heynen</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Grizonnet, M" uniqKey="Grizonnet M">M. Grizonnet</name></author><author><name sortKey="Inglada, J" uniqKey="Inglada J">J. Inglada</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Comaniciu, D" uniqKey="Comaniciu D">D. Comaniciu</name></author><author><name sortKey="Ramesh, V" uniqKey="Ramesh V">V. Ramesh</name></author><author><name sortKey="Meer, P" uniqKey="Meer P">P. Meer</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Duda, R" uniqKey="Duda R">R. Duda</name></author><author><name sortKey="Hart, P" uniqKey="Hart P">P. Hart</name></author><author><name sortKey="Stork, D" uniqKey="Stork D">D. Stork</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Dementhon, D" uniqKey="Dementhon D">D. DeMenthon</name></author><author><name sortKey="Megret, R" uniqKey="Megret R">R. Megret</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Commaniciu, D" uniqKey="Commaniciu D">D. Commaniciu</name></author><author><name sortKey="Ramesh, V" uniqKey="Ramesh V">V. Ramesh</name></author><author><name sortKey="Meer, P" uniqKey="Meer P">P. Meer</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Singh, M" uniqKey="Singh M">M. Singh</name></author><author><name sortKey="Ahuja, N" uniqKey="Ahuja N">N. Ahuja</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Monteith, J L" uniqKey="Monteith J">J.L. Monteith</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Porter, J R" uniqKey="Porter J">J.R. Porter</name></author><author><name sortKey="Gawith, M" uniqKey="Gawith M">M. Gawith</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Claverie, M" uniqKey="Claverie M">M. Claverie</name></author><author><name sortKey="Demarez, V" uniqKey="Demarez V">V. Demarez</name></author><author><name sortKey="Duchemin, B" uniqKey="Duchemin B">B. Duchemin</name></author><author><name sortKey="Hagolle, O" uniqKey="Hagolle O">O. Hagolle</name></author><author><name sortKey="Ducrot, D" uniqKey="Ducrot D">D. Ducrot</name></author><author><name sortKey="Marais Sicre, C" uniqKey="Marais Sicre C">C. Marais-Sicre</name></author><author><name sortKey="Dejoux, J F" uniqKey="Dejoux J">J.F. Dejoux</name></author><author><name sortKey="Huc, M" uniqKey="Huc M">M. Huc</name></author><author><name sortKey="Keravec, P" uniqKey="Keravec P">P. Keravec</name></author><author><name sortKey="Beziat, P" uniqKey="Beziat P">P. Béziat</name></author></analytic></biblStruct></listBibl></div1></back></TEI><affiliations><list><country><li>Tunisie</li></country></list><tree><noCountry><name sortKey="Lili Chabaane, Zohra" sort="Lili Chabaane, Zohra" uniqKey="Lili Chabaane Z" first="Zohra" last="Lili-Chabaane">Zohra Lili-Chabaane</name><name sortKey="Mougenot, Bernard" sort="Mougenot, Bernard" uniqKey="Mougenot B" first="Bernard" last="Mougenot">Bernard Mougenot</name><name sortKey="Zribi, Mehrez" sort="Zribi, Mehrez" uniqKey="Zribi M" first="Mehrez" last="Zribi">Mehrez Zribi</name></noCountry><country name="Tunisie"><noRegion><name sortKey="Chahbi Bellakanji, Aicha" sort="Chahbi Bellakanji, Aicha" uniqKey="Chahbi Bellakanji A" first="Aicha" last="Chahbi Bellakanji">Aicha Chahbi Bellakanji</name></noRegion></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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