725
Views
65
CrossRef citations to date
0
Altmetric
Original Articles

Assimilation of satellite data into agrohydrological models to improve crop yield forecasts

, , &
Pages 2523-2545 | Received 04 Oct 2007, Accepted 04 Mar 2008, Published online: 11 Jun 2009

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (3)

Gebeyehu Abebe, Tsegaye Tadesse & Berhan Gessesse. (2022) Assimilation of leaf Area Index from multisource earth observation data into the WOFOST model for sugarcane yield estimation. International Journal of Remote Sensing 43:2, pages 698-720.
Read now
Zoya Startseva, Eugene Muzylev, Elena Volkova, Alexander Uspensky & Sergey Uspensky. (2014) Water and heat regimes modelling for a vast territory using remote-sensing data. International Journal of Remote Sensing 35:15, pages 5775-5799.
Read now
AndrewK. Skidmore, Janet Franklin, TerryP. Dawson & Petter Pilesjö. (2011) Geospatial tools address emerging issues in spatial ecology: a review and commentary on the Special Issue. International Journal of Geographical Information Science 25:3, pages 337-365.
Read now

Articles from other publishers (62)

Cheng Yang & Huimin Lei. (2024) Evaluation of data assimilation strategies on improving the performance of crop modeling based on a novel evapotranspiration assimilation framework. Agricultural and Forest Meteorology 346, pages 109882.
Crossref
Zhenhai Li, Chengzhi Fan, Yu Zhao, Xiuliang Jin, Raffaele Casa, Wenjiang Huang, Xiaoyu Song, Gerald Blasch, Guijun Yang, James Taylor & Zhenhong Li. (2024) Remote sensing of quality traits in cereal and arable production systems: A review. The Crop Journal 12:1, pages 45-57.
Crossref
M. A. Garcia-Perez, V. Rodriguez-Galiano, E. Sanchez-Rodriguez & V. Egea-Cobrero. (2023) Yield Estimation of Wheat Using Cropland Masks from European Common Agrarian Policy: Comparing the Performance of EVI2, NDVI, and MTCI in Spanish NUTS-2 Regions. Remote Sensing 15:22, pages 5423.
Crossref
Timothy Dube, Dylan Seaton, Cletah Shoko & Cheikh Mbow. (2023) Advancements in earth observation for water resources monitoring and management in Africa: A comprehensive review. Journal of Hydrology 623, pages 129738.
Crossref
Gopal Chandra Paul & Sunil Saha. (2023) Measuring the crop water demand and satisfied degree using remote sensing data and machine learning method in monsoon climatic region, India. Environmental Science and Pollution Research.
Crossref
T. Peerbhai, K.T. Chetty, D.J. Clark & S. Gokool. (2022) Estimating evapotranspiration using earth observation data: A comparison between hydrological and energy balance modelling approaches. Journal of Hydrology 613, pages 128347.
Crossref
Wen Zhuo, Shibo Fang, Dong Wu, Lei Wang, Mengqian Li, Jiansu Zhang & Xinran Gao. (2022) Integrating remotely sensed water stress factor with a crop growth model for winter wheat yield estimation in the North China Plain during 2008–2018. The Crop Journal 10:5, pages 1470-1482.
Crossref
Wen Zhuo, Jianxi Huang, Xiangming Xiao, Hai Huang, Rajen Bajgain, Xiaocui Wu, Xinran Gao, Jie Wang, Xuecao Li & Pradeep Wagle. (2022) Assimilating remote sensing-based VPM GPP into the WOFOST model for improving regional winter wheat yield estimation. European Journal of Agronomy 139, pages 126556.
Crossref
Yuxi Zhang, Jeffrey P. Walker & Valentijn R.N. Pauwels. (2022) Assimilation of wheat and soil states for improved yield prediction: The APSIM-EnKF framework. Agricultural Systems 201, pages 103456.
Crossref
Aubin Allies, Antoine Roumiguie, Remy Fieuzal, Jean-Francois Dejoux, Anne Jacquin, Amanda Veloso, Luc Champolivier & Frederic Baup. (2022) Assimilation of Multisensor Optical and Multiorbital SAR Satellite Data in a Simplified Agrometeorological Model for Rapeseed Crops Monitoring. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15, pages 1123-1138.
Crossref
Varaprasad Bandaru, Raghu Yaramasu, Curtis Jones, R. César Izaurralde, Ashwan Reddy, Fernando Sedano, Craig S.T. Daughtry, Inbal Becker-Reshef & Chris Justice. (2022) Geo-CropSim: A Geo-spatial crop simulation modeling framework for regional scale crop yield and water use assessment. ISPRS Journal of Photogrammetry and Remote Sensing 183, pages 34-53.
Crossref
Qiuyu Liu, Tinglong Zhang, Mingxi Du, Huanlin Gao, Qingfeng Zhang & Rui Sun. (2022) A better carbon-water flux simulation in multiple vegetation types by data assimilation. Forest Ecosystems 9, pages 100013.
Crossref
Danyang Yu, Yuanyuan Zha, Liangsheng Shi, Hao Ye & Yufan Zhang. (2022) Improving sugarcane growth simulations by integrating multi-source observations into a crop model. European Journal of Agronomy 132, pages 126410.
Crossref
Rajkumar Dhakar, Vinay Kumar Sehgal, Debasish Chakraborty, Rabi Narayan Sahoo, Joydeep Mukherjee, Amor V.M. Ines, Soora Naresh Kumar, Paresh B. Shirsath & Somnath Baidya Roy. (2022) Field scale spatial wheat yield forecasting system under limited field data availability by integrating crop simulation model with weather forecast and satellite remote sensing. Agricultural Systems 195, pages 103299.
Crossref
Yuxi Zhang, Jeffrey P. Walker, Valentijn R. N. Pauwels & Yuval Sadeh. (2021) Assimilation of Wheat and Soil States into the APSIM-Wheat Crop Model: A Case Study. Remote Sensing 14:1, pages 65.
Crossref
Neda Abbasi, Hamideh Nouri, Kamel Didan, Armando Barreto-Muñoz, Sattar Chavoshi Borujeni, Hamidreza Salemi, Christian Opp, Stefan Siebert & Pamela Nagler. (2021) Estimating Actual Evapotranspiration over Croplands Using Vegetation Index Methods and Dynamic Harvested Area. Remote Sensing 13:24, pages 5167.
Crossref
K. L. Divya, Priyank Hanuman Mhatre, E. P. Venkatasalam & R. Sudha. (2020) Crop Simulation Models as Decision-Supporting Tools for Sustainable Potato Production: a Review. Potato Research 64:3, pages 387-419.
Crossref
Ali Mokhtari, Hamideh Noory, Abdullah Balkhi & Sina Alaghmand. (2021) Comparison of Three Different Satellite-Based Approaches for Aboveground Biomass Estimation. PFG – Journal of Photogrammetry, Remote Sensing and Geoinformation Science 89:1, pages 33-47.
Crossref
F. Morari, V. Zanella, S. Gobbo, M. Bindi, L. Sartori, M. Pasqui, G. Mosca & R. Ferrise. (2020) Coupling proximal sensing, seasonal forecasts and crop modelling to optimize nitrogen variable rate application in durum wheat. Precision Agriculture 22:1, pages 75-98.
Crossref
Theresa Boas, Heye Bogena, Thomas Grünwald, Bernard Heinesch, Dongryeol Ryu, Marius Schmidt, Harry Vereecken, Andrew Western & Harrie-Jan Hendricks Franssen. (2021) Improving the representation of cropland sites in the Community Land Model (CLM) version 5.0. Geoscientific Model Development 14:1, pages 573-601.
Crossref
Anima Biswal, Abhishek Chakraborty & C. S. Murthy. 2021. Geospatial Technologies for Crops and Soils. Geospatial Technologies for Crops and Soils 153 199 .
M. Khaki, H.-J. Hendricks Franssen & S. C. Han. (2020) Multi-mission satellite remote sensing data for improving land hydrological models via data assimilation. Scientific Reports 10:1.
Crossref
L.S. Pereira, P. Paredes & N. Jovanovic. (2020) Soil water balance models for determining crop water and irrigation requirements and irrigation scheduling focusing on the FAO56 method and the dual Kc approach. Agricultural Water Management 241, pages 106357.
Crossref
Yi Chen & Fulu Tao. (2020) Improving the practicability of remote sensing data-assimilation-based crop yield estimations over a large area using a spatial assimilation algorithm and ensemble assimilation strategies. Agricultural and Forest Meteorology 291, pages 108082.
Crossref
Jianxi Huang, Jose L. Gómez-Dans, Hai Huang, Hongyuan Ma, Qingling Wu, Philip E. Lewis, Shunlin Liang, Zhongxin Chen, Jing-Hao Xue, Yantong Wu, Feng Zhao, Jing Wang & Xianhong Xie. (2019) Assimilation of remote sensing into crop growth models: Current status and perspectives. Agricultural and Forest Meteorology 276-277, pages 107609.
Crossref
Gobbo, Presti, Martello, Panunzi, Berti & Morari. (2019) Integrating SEBAL with in-Field Crop Water Status Measurement for Precision Irrigation Applications—A Case Study. Remote Sensing 11:17, pages 2069.
Crossref
Hongliang Fang, Frédéric Baret, Stephen Plummer & Gabriela Schaepman‐Strub. (2019) An Overview of Global Leaf Area Index (LAI): Methods, Products, Validation, and Applications. Reviews of Geophysics 57:3, pages 739-799.
Crossref
Tiecheng Bai, Shanggui Wang, Wenbo Meng, Nannan Zhang, Tao Wang, Youqi Chen & Benoit Mercatoris. (2019) Assimilation of Remotely-Sensed LAI into WOFOST Model with the SUBPLEX Algorithm for Improving the Field-Scale Jujube Yield Forecasts. Remote Sensing 11:16, pages 1945.
Crossref
Ali Mokhtari, Hamideh Noory, Farrokh Pourshakouri, Parisa Haghighatmehr, Yasamin Afrasiabian, Maryam Razavi, Fatemeh Fereydooni & Ali Sadeghi Naeni. (2019) Calculating potential evapotranspiration and single crop coefficient based on energy balance equation using Landsat 8 and Sentinel-2. ISPRS Journal of Photogrammetry and Remote Sensing 154, pages 231-245.
Crossref
Haizhu Pan, Zhongxin Chen, Allard de Wit & Jianqiang Ren. (2019) Joint Assimilation of Leaf Area Index and Soil Moisture from Sentinel-1 and Sentinel-2 Data into the WOFOST Model for Winter Wheat Yield Estimation. Sensors 19:14, pages 3161.
Crossref
Caili Guo, Yining Tang, Jingshan Lu, Yan Zhu, Weixing Cao, Tao Cheng, Ling Zhang & Yongchao Tian. (2019) Predicting wheat productivity: Integrating time series of vegetation indices into crop modeling via sequential assimilation. Agricultural and Forest Meteorology 272-273, pages 69-80.
Crossref
Di Liu, Ashok K. Mishra & Zhongbo Yu. (2019) Evaluation of hydroclimatic variables for maize yield estimation using crop model and remotely sensed data assimilation. Stochastic Environmental Research and Risk Assessment 33:7, pages 1283-1295.
Crossref
Azeem Khan, Claudio O. Stöckle, Roger L. Nelson, Troy Peters, Jennifer C. Adam, Brian Lamb, Jinshu Chi & Sarah Waldo. (2019) Estimating Biomass and Yield Using METRIC Evapotranspiration and Simple Growth Algorithms. Agronomy Journal 111:2, pages 536-544.
Crossref
Bruno Basso & Lin Liu. 2019. 201 255 .
Yi Chen, Zhao Zhang & Fulu Tao. (2018) Improving regional winter wheat yield estimation through assimilation of phenology and leaf area index from remote sensing data. European Journal of Agronomy 101, pages 163-173.
Crossref
Tiago Ramos, Lucian Simionesei, Ana Oliveira, Hanaa Darouich & Ramiro Neves. (2018) Assessing the Impact of LAI Data Assimilation on Simulations of the Soil Water Balance and Maize Development Using MOHID-Land. Water 10:10, pages 1367.
Crossref
Carla Grosso, Gabriele Manoli, Marco Martello, Yann Chemin, Diego Pons, Pietro Teatini, Ilaria Piccoli & Francesco Morari. (2018) Mapping Maize Evapotranspiration at Field Scale Using SEBAL: A Comparison with the FAO Method and Soil-Plant Model Simulations. Remote Sensing 10:9, pages 1452.
Crossref
Ali Mokhtari, Hamideh Noory, Majid Vazifedoust & Mahdi Bahrami. (2018) Estimating net irrigation requirement of winter wheat using model- and satellite-based single and basal crop coefficients. Agricultural Water Management 208, pages 95-106.
Crossref
V. Egea-Cobrero, V. Rodriguez-Galiano, E. Sánchez-Rodríguez & M.A. García-Pérez. (2018) Estimación de la cosecha de trigo en Andalucía usando series temporales de MERIS Terrestrial Chlorophyll Index (MTCI). Revista de Teledetección:51, pages 99.
Crossref
Ali Mokhtari, Hamideh Noory & Majid Vazifedoust. (2018) Improving crop yield estimation by assimilating LAI and inputting satellite-based surface incoming solar radiation into SWAP model. Agricultural and Forest Meteorology 250-251, pages 159-170.
Crossref
Lorenzo Busetto, Sven Casteleyn, Carlos Granell, Monica Pepe, Massimo Barbieri, Manuel Campos-Taberner, Raffaele Casa, Francesco Collivignarelli, Roberto Confalonieri, Alberto Crema, Francisco Javier Garcia-Haro, Luca Gatti, Ioannis Z. Gitas, Alberto Gonzalez-Perez, Goncal Grau-Muedra, Tommaso Guarneri, Francesco Holecz, Dimitrios Katsantonis, Chara Minakou, Ignacio Miralles, Ermes Movedi, Francesco Nutini, Valentina Pagani, Angelo Palombo, Francesco Di Paola, Simone Pascucci, Stefano Pignatti, Anna Rampini, Luigi Ranghetti, Elisabetta Ricciardelli, Filomena Romano, Dimitris G. Stavrakoudis, Daniela Stroppiana, Mariassunta Viggiano & Mirco Boschetti. (2017) Downstream Services for Rice Crop Monitoring in Europe: From Regional to Local Scale. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 10:12, pages 5423-5441.
Crossref
Shun Hu, Liangsheng Shi, Yuanyuan Zha, Mathew Williams & Lin Lin. (2017) Simultaneous state-parameter estimation supports the evaluation of data assimilation performance and measurement design for soil-water-atmosphere-plant system. Journal of Hydrology 555, pages 812-831.
Crossref
Yi Xie, Pengxin Wang, Xuejiao Bai, Jahangir Khan, Shuyu Zhang, Li Li & Lei Wang. (2017) Assimilation of the leaf area index and vegetation temperature condition index for winter wheat yield estimation using Landsat imagery and the CERES-Wheat model. Agricultural and Forest Meteorology 246, pages 194-206.
Crossref
Raphael Linker & Ilya Ioslovich. (2017) Assimilation of canopy cover and biomass measurements in the crop model AquaCrop. Biosystems Engineering 162, pages 57-66.
Crossref
He LI, Zhi-wei JIANG, Zhong-xin CHEN, Jian-qiang REN, Bin LIU & Hasituya. (2017) Assimilation of temporal-spatial leaf area index into the CERES-Wheat model with ensemble Kalman filter and uncertainty assessment for improving winter wheat yield estimation. Journal of Integrative Agriculture 16:10, pages 2283-2299.
Crossref
I.M. Hartanto, J. van der Kwast, T.K. Alexandridis, W. Almeida, Y. Song, S.J. van Andel & D.P. Solomatine. (2017) Data assimilation of satellite-based actual evapotranspiration in a distributed hydrological model of a controlled water system. International Journal of Applied Earth Observation and Geoinformation 57, pages 123-135.
Crossref
Yi Xie, Pengxin Wang, Huitao Sun, Shuyu Zhang & Li Li. (2017) Assimilation of Leaf Area Index and Surface Soil Moisture With the CERES-Wheat Model for Winter Wheat Yield Estimation Using a Particle Filter Algorithm. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 10:4, pages 1303-1316.
Crossref
He Li, Zhongxin Chen, Gaohuan Liu, Zhiwei Jiang & Chong Huang. (2017) Improving Winter Wheat Yield Estimation from the CERES-Wheat Model to Assimilate Leaf Area Index with Different Assimilation Methods and Spatio-Temporal Scales. Remote Sensing 9:3, pages 190.
Crossref
Mohammad EL HAJJ, Nicolas Baghdadi, Bruno Cheviron, Gilles Belaud & Mehrez Zribi. (2016) Integration of remote sensing derived parameters in crop models: Application to the PILOTE model for hay production. Agricultural Water Management 176, pages 67-79.
Crossref
Jianxi Huang, Fernando Sedano, Yanbo Huang, Hongyuan Ma, Xinlu Li, Shunlin Liang, Liyan Tian, Xiaodong Zhang, Jinlong Fan & Wenbin Wu. (2016) Assimilating a synthetic Kalman filter leaf area index series into the WOFOST model to improve regional winter wheat yield estimation. Agricultural and Forest Meteorology 216, pages 188-202.
Crossref
Jianxi Huang, Hongyuan Ma, Wei Su, Xiaodong Zhang, Yanbo Huang, Jinlong Fan & Wenbin Wu. (2015) Jointly Assimilating MODIS LAI and ET Products Into the SWAP Model for Winter Wheat Yield Estimation. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 8:8, pages 4060-4071.
Crossref
He Li, Zhongxin Chen, Wenbin Wu, Zhiwei Jiang, Bin Liu & Tuya Hasi. (2015) Crop model data assimilation with particle filter for yield prediction using leaf area index of different temporal scales. Crop model data assimilation with particle filter for yield prediction using leaf area index of different temporal scales.
Ashok K. Mishra, Amor V.M. Ines, Narendra N. Das, C. Prakash Khedun, Vijay P. Singh, Bellie Sivakumar & James W. Hansen. (2015) Anatomy of a local-scale drought: Application of assimilated remote sensing products, crop model, and statistical methods to an agricultural drought study. Journal of Hydrology 526, pages 15-29.
Crossref
Tobias Hank, Heike Bach & Wolfram Mauser. (2015) Using a Remote Sensing-Supported Hydro-Agroecological Model for Field-Scale Simulation of Heterogeneous Crop Growth and Yield: Application for Wheat in Central Europe. Remote Sensing 7:4, pages 3934-3965.
Crossref
Yan Li, Qingguo Zhou, Jian Zhou, Gaofeng Zhang, Chong Chen & Jing Wang. (2014) Assimilating remote sensing information into a coupled hydrology-crop growth model to estimate regional maize yield in arid regions. Ecological Modelling 291, pages 15-27.
Crossref
Xiaoyong Xu, Jonathan Li & Bryan A. Tolson. (2014) Progress in integrating remote sensing data and hydrologic modeling. Progress in Physical Geography: Earth and Environment 38:4, pages 464-498.
Crossref
Amor V.M. Ines, Narendra N. Das, James W. Hansen & Eni G. Njoku. (2013) Assimilation of remotely sensed soil moisture and vegetation with a crop simulation model for maize yield prediction. Remote Sensing of Environment 138, pages 149-164.
Crossref
Jianxi Huang, Hongyuan Ma, Junming Liu, Dehai Zhu & Xiaodong Zhang. (2013) Regional winter wheat yield estimation by assimilating MODIS ET and LAI products into SWAP model. Regional winter wheat yield estimation by assimilating MODIS ET and LAI products into SWAP model.
Hongyuan Ma, Jianxi Huang, Dehai Zhu, Junming Liu, Wei Su, Chao Zhang & Jinlong Fan. (2013) Estimating regional winter wheat yield by assimilation of time series of HJ-1 CCD NDVI into WOFOST–ACRM model with Ensemble Kalman Filter. Mathematical and Computer Modelling 58:3-4, pages 759-770.
Crossref
Grégory Duveiller, Frédéric Baret & Pierre Defourny. (2012) Remotely sensed green area index for winter wheat crop monitoring: 10-Year assessment at regional scale over a fragmented landscape. Agricultural and Forest Meteorology 166-167, pages 156-168.
Crossref
Sijie Wu, Jianxi Huang, Xingquan Liu, Jinlong Fan, Guannan Ma & Jinqiu Zou. 2012. Computer and Computing Technologies in Agriculture V. Computer and Computing Technologies in Agriculture V 410 418 .
A. I. J. M. van Dijk & L. J. Renzullo. (2011) Water resource monitoring systems and the role of satellite observations. Hydrology and Earth System Sciences 15:1, pages 39-55.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.