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Articles

Understanding root-zone soil moisture in agricultural regions of Central Mexico using the ensemble Kalman filter, satellite-derived information, and the THEXMEX-18 dataset

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Pages 52-78 | Received 01 Aug 2021, Accepted 18 Oct 2021, Published online: 04 Feb 2022

References

  • Altieri, Miguel A, and Javier Trujillo. 1987. “The Agroecology of Corn Production in Tlaxcala, Mexico.” Human Ecology 15 (2): 189–220.
  • Bhuiyan, H. A. K. M., H. McNairn, J. Powers, M. Friesen, A. Pacheco, T. J. Jackson, M. H. Cosh, et al. 2018. “Assessing SMAP Soil Moisture Scaling and Retrieval in the Carman (Canada) Study Site.” Vadose Zone Journal 17 (1): 1–14.
  • Brandhorst, N, D Erdal, and I Neuweiler. 2017. “Soil Moisture Prediction with the Ensemble Kalman Filter: Handling Uncertainty of Soil Hydraulic Parameters.” Advances in Water Resources 110: 360–370.
  • Caldwell, T. G., T. Bongiovanni, M. H. Cosh, T. J. Jackson, A. Colliander, C. J. Abolt, R. Casteel, T. Larson, B. R. Scanlon, and M. H. Young. 2019. “The Texas Soil Observation Network: A Comprehensive Soil Moisture Dataset for Remote Sensing and Land Surface Model Validation.” Vadose Zone Journal 18: 100034.
  • Casanova, Joaquin J., and Jasmeet Judge. 2008. “Estimation of Energy and Moisture Fluxes for Dynamic Vegetation Using Coupled SVAT and Crop-Growth Models.” Water Resources Research 44 (7): W07415. doi:10.1029/2007WR006503.
  • Casanova, J. J., J. Judge, and J. W. Jones. 2006. “Calibration of the CERES-Maize Model for Linkage with a Microwave Remote Sensing Model.” Transactions of the ASABE 49 (3): 783–792.
  • Chan, S. K., R. Bindlish, P. E. O'Neill, E. Njoku, T. Jackson, A. Colliander, F. Chen, et al. 2016. “Assessment of the SMAP Passive Soil Moisture Product.” IEEE Transactions on Geoscience and Remote Sensing 54 (8): 4994–5007.
  • Colliander, A., M. H. Cosh, S. Misra, T. J. Jackson, W. T. Crow, J. Powers, H. McNairn, et al. 2019. “Comparison of High-resolution Airborne Soil Moisture Retrievals to SMAP Soil Moisture During the SMAP Validation Experiment 2016 (SMAPVEX16).” Remote Sensing of Environment 227 (15): 137–150.
  • Colliander, A., T. J. Jackson, R. Bindlish, S. Chan, N. Das, S. B. Kim, M. H. Cosh, et al. 2017. “Validation of SMAP Surface Soil Moisture Products with Core Validation Sites.” Remote Sensing of Environment 191: 215–231.
  • Constantino-Recillas, Daniel Enrique, Eduardo Arizmendi-Vasconcelos, Alejandro Monsivá is-Huertero, José Carlos Jiménez-Escalona, Aura Citlalli Torres-Gómez, Iván Edmundo De La Rosa-Montero, Juan Carlos Hernández-Sánchez, et al. 2020. “Understanding the Backscattering from Sentinel-1 Over a Growing Season of Corn in Central Mexico Using the Thexmex Datasets.” In IGARSS 2020-2020 IEEE International Geoscience and Remote Sensing Symposium, 4526–4529. IEEE.
  • De Lannoy, G. J. M., and R. H. Reichle. 2016. “Global Assimilation of Multiangle and Multipolarization SMOS Brightness Temperature Observations Into the GEOS-5 Catchment Land Surface Model for Soil Moisture Estimation.” Journal of Hydrometeorology 17 (2): 669–691.
  • Dorigo, Wouter, Irene Himmelbauer, Daniel Aberer, Lukas Schremmer, Ivana Petrakovic, Luca Zappa, Wolfgang Preimesberger, et al. 2021. “The International Soil Moisture Network: Serving Earth System Science for Over a Decade.” Hydrology and Earth System Sciences 25: 5749–5804. doi:10.5194/hess-25-5749-2021.
  • Dunne, S. C., and D. Entekhabi. 2006. “Land Surface State and Flux Estimation Using the Ensemble Kalman Smoother During the Southern Great Plains 1997 Field Experiment.” Water Resources Research 41 (1): 04334. doi:10.1029/2005WR004334
  • Entekhabi, D., E. G. Njoku, P. E. O'Neill, K. H. Kellogg, W. T. Crow, W. N. Edelstein, J. K. Entin, et al. 2010. “The Soil Moisture Active Passive (SMAP) Mission.” Proceedings of the IEEE 98: 704–716.
  • Evensen, Geir. 2003. “The Ensemble Kalman Filter: Theoretical Formulation and Practical Implementation.” Ocean Dynamics 53 (4): 343–367.
  • Fernández-Morán, Roberto, J-P Wigneron, Ernesto Lopez-Baeza, Amen Al-Yaari, Amparo Coll-Pajaron, Arnaud Mialon, Maciej Miernecki, et al. 2015. “Roughness and Vegetation Parameterizations At L-band for Soil Moisture Retrievals Over a Vineyard Field.” Remote Sensing of Environment 170: 269–279.
  • Forgotson, C., P. E. O'Neill, M. L. Carrera, S. Bélair, N. N. Das, I. E. Mladenova, J. D. Bolten, J. M. Jacobs, E. Cho, and V. M. Escobar. 2020. “How Satellite Soil Moisture Data Can Help to Monitor the Impacts of Climate Change: SMAP Case Studies.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 13: 1590–1596.
  • Gao, Xiang, Alexander Avramov, Eri Saikawa, and C Adam Schlosser. 2021. “Emulation of Community Land Model Version 5 (CLM5) to Quantify Sensitivity of Soil Moisture to Uncertain Parameters.” Journal of Hydrometeorology 22 (2): 259–278.
  • García-Mora, Tziztiki J, Jean-François Mas, and Everett A Hinkley. 2012. “Land Cover Mapping Applications with MODIS: A Literature Review.” International Journal of Digital Earth 5 (1): 63–87.
  • Goudriaan, Jan. 1977. “Crop Micrometeorology: A Simulation Study.” PhD diss., Pudoc.
  • Gruber, A., G. De Lannoy, C. Albergel, A. Al-Yaari, L. Brocca, J.-C. Calvet, A. Colliander, et al. 2020. “Validation Practices for Satellite Soil Moisture Retrievals: What Are (the) Errors?.” Remote Sensing of Environment 244: 111806.
  • Habib, Emad, Witold F Krajewski, and Anton Kruger. 2001. “Sampling Errors of Tipping-bucket Rain Gauge Measurements.” Journal of Hydrologic Engineering 6 (2): 159–166.
  • Hanson, J. D., K. W. Rojas, and M. J. Schaffer. 1999. “Calibrating the Root Zone Water Quality Model.” Agronomy Journal 91: 171–177.
  • Huang, Chunlin, Xin Li, Ling Lu, and Juan Gu. 2008. “Experiments of One-dimensional Soil Moisture Assimilation System Based on Ensemble Kalman Filter.” Remote Sensing of Environment 112 (3): 888–900.
  • Idso, Sherwood B, and Ray D Jackson. 1969. “Thermal Radiation From the Atmosphere.” Journal of Geophysical Research 74 (23): 5397–5403.
  • Ines, Amor V. M., Narendra N Das, James W Hansen, and 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: 149–164.
  • Instituto Nacional de Estadística y Geografía (Mé xico). 2017. Guía para la interpretación de cartografía : uso del suelo y vegetación : escala 1:250, 000 : serie VI. Technical Report. Mexico: http://internet.contenidos.inegi.org.mx/contenidos/Productos/prod_serv/contenidos/espanol/bvinegi/productos/nueva_estruc/702825092030.pdf.
  • Inzunza-Ibarra, Marco A, María Magdalena Villa-Castorena, Ernesto A Catalán-Valencia, Rutilo López-López, and Ernesto Sifuentes-Ibarra. 2018. “Rendimiento De Grano De Maíz En Deficit Hídrico En El Suelo En Dos Etapas De Crecimiento.” Revista Fitotecnia Mexicana 41 (3): 283–290.
  • Jolivot, Audrey, Valentine Lebourgeois, Mael Ameline, Valérie Andriamanga, Beatriz Bellón, Mathieu Castets, and Arthur Crespin-Boucaud, et al. 2021. “Harmonized in Situ JECAM Datasets for Agricultural Land Use Mapping and Monitoring in Tropical Countries.” Earth System Science Data Discussions 1: 1–22.
  • Judge, J., P.-W. Liu, A. Monsiváis-Huertero, T. Bongiovanni, S. Chakrabarti, S. C. Steele-Dunne, and D. Preston, et al. 2021. “Impact of Vegetation Water Content Information on SMAP Soil Moisture Retrievals in Agricultural Regions: An Analysis Based on the SMAPVEX16-MicroWEX Dataset.” Remote Sensing of Environment 265: 112623.
  • Judge, Jasmeet, Linda M Abriola, and Anthony W England. 2003. “Numerical Validation of the Land Surface Process Component of An LSP/R Model.” Advances in Water Resources 26 (7): 733–746.
  • Judge, Jasmeet, Anthony W England, John R Metcalfe, David McNichol, and Barry E Goodison. 2008. “Calibration of an Integrated Land Surface Process and Radiobrightness (LSP/R) Model During Summertime.” Advances in Water Resources 31 (1): 189–202.
  • Kerr, Y. H., A. Al-Yaari, N. Rodriguez-Fernandez, M. Parrens, B. Molero, D. Leroux, S. Bircher, et al. 2016. “Overview of SMOS Performance in Terms of Global Soil Moisture Monitoring After Six Years in Operation.” Remote Sensing of Environment 180: 40–63.
  • Kolassa, Jana, Rolf H Reichle, Randal D Koster, Qing Liu, Sarith Mahanama, and Fan-Wei Zeng. 2020. “An Observation-driven Approach to Improve Vegetation Phenology in a Global Land Surface Model.” Journal of Advances in Modeling Earth Systems 12 (9): e2020MS002083.
  • Kolassa, Jana, Rolf H Reichle, Qing Liu, Michael Cosh, David D Bosch, Todd G Caldwell, Andreas Colliander, et al. 2017. “Data Assimilation to Extract Soil Moisture Information From SMAP Observations.” Remote Sensing 9 (11): 1179.
  • Li, Xin, Guodong Cheng, Shaomin Liu, Qing Xiao, Mingguo Ma, Rui Jin, Tao Che, et al. 2013. “Heihe Watershed Allied Telemetry Experimental Research (HiWATER): Scientific Objectives and Experimental Design.” Bulletin of the American Meteorological Society 94 (8): 1145–1160.
  • López-Lambraño, Alvaro Alberto, Luisa Martínez-Acosta, Ena Gámez-Balmaceda, Juan Pablo Medrano-Barboza, John Freddy Remolina López, and Alvaro López-Ramos. 2020. “Supply and Demand Analysis of Water Resources. Case Study: Irrigation Water Demand in a Semi-arid Zone in Mexico.” Agriculture 10 (8): 333.
  • Maria-Ramírez, A, V. H. Volke-Haller, and M. L. Guevara-Romero. 2017. “Yield Estimation of Native Corn Varieties in the State of Tlaxcala.” Revista Latinoamericana De Recursos Naturales 13 (1): 8–14.
  • McNairn, H., T. J. Jackson, G. Wiseman, S. Bélair, A. Berg, P. Bullock, A. Colliander, et al. 2015. “The Soil Moisture Active Passive Validation Experiment 2012 (SMAPVEX12): Prelaunch Calibration and Validation of the SMAP Soil Moisture Algorithms.” IEEE Transactions on Geoscience and Remote Sensing 53 (5): 2784–2801.
  • Mladenova, Iliana E, John D Bolten, Wade T Crow, Nazmus Sazib, Michael H Cosh, Compton J Tucker, and Curt Reynolds. 2019. “Evaluating the Operational Application of SMAP for Global Agricultural Drought Monitoring.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 12 (9): 3387–3397.
  • Mladenova, Iliana E, John D Bolten, Wade Crow, Nazmus Sazib, and Curt Reynolds. 2020. “Agricultural Drought Monitoring Via the Assimilation of SMAP Soil Moisture Retrievals Into a Global Soil Water Balance Model.” Frontiers in Big Data 3: 10.
  • Monsiváis-Huertero, Alejandro, Juan Carlos Hernández-Sánchez, José Carlos Jiménez-Escalona, José Mauricio Galeana-Pizaña, Daniel Enrique Constantino-Recillas, Aura Citlalli Torres-Gómez, Ramata Magagi, Kalifa Goïta, and Stéphane Couturier. 2020. “Impact of Temporal Variations in Vegetation Optical Depth and Vegetation Temperature on L-band Passive Soil Moisture Retrievals Over a Tropical Forest Using In-Situ Information.” International Journal of Remote Sensing 41 (6): 2098–2139.
  • Monsiváis-Huertero, Alejandro, Juan Carlos Hernández-Sánchez, Iván Edmundo De La Rosa-Montero, Eduardo Arizmendi-Vasconcelos, José Carlos Jiménez-Escalona, Daniel Enrique Constantino-Recillas, Roberto Ivan Villalobos-Martínez, and et al.. 2019. “The Thexmex-18 Dataset: Understanding the Soil and Vegetation Dynamics of Agricultural Fields in Central Mexico from L-Band SMAP Observations.” In IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium, 6190–6193. IEEE.
  • Monsiváis-Huertero, Alejandro, Wendy D Graham, Jasmeet Judge, and Divya Agrawal. 2010. “Effect of Simultaneous State-Parameter Estimation and Forcing Uncertainties on Root-zone Soil Moisture for Dynamic Vegetation Using EnKF.” Advances in Water Resources 33 (4): 468–484.
  • Monsivais-Huertero, A., J. Judge, S. Steele-Dunne, and P.-W. Liu. 2016. “Impact of Bias Correction Methods on Estimation of Soil Moisture when Assimilating Active and Passive Microwave Observations.” IEEE Transactions on Geoscience and Remote Sensing 54 (1): 262–278.
  • Moradkhani, Hamid, Soroosh Sorooshian, Hoshin V Gupta, and Paul R Houser. 2005. “Dual State-Parameter Estimation of Hydrological Models Using Ensemble Kalman Filter.” Advances in Water Resources 28 (2): 135–147.
  • Mountrakis, G., J. Im, and C. Ogole. 2011. “Support Vector Machines in Remote Sensing: A Review.” ISPRS Journal Photogrammetry and Remote Sensing 66 (3): 247–259.
  • Mousivand, Alijafar, and Jamal Jokar Arsanjani. 2019. “Insights on the Historical and Emerging Global Land Cover Changes: The Case of ESA-CCI-LC Datasets.” Applied Geography 106: 82–92.
  • Nagarajan, Karthik, Jasmeet Judge, Wendy D Graham, and Alejandro Monsivais-Huertero. 2011. “Particle Filter-Based Assimilation Algorithms for Improved Estimation of Root-Zone Soil Moisture Under Dynamic Vegetation Conditions.” Advances in Water Resources 34 (4): 433–447.
  • Nair, Akhilesh S, and J Indu. 2019. “Improvement of Land Surface Model Simulations Over India Via Data Assimilation of Satellite-Based Soil Moisture Products.” Journal of Hydrology 573: 406–421.
  • O'Neill, P. E., S. Chan, E. J. Njoku, T. Jackson, and R. Bindlish.. 2018. Algorithm Theoretical Basis Document Level 2 and 3 Soil Moisture (Passive) Data Products, Version D. June 6, 2018. JPL D-66480. Technical Report. Pasadena, CA, USA.: Jet Propulsion Laboratory, California Institute of Technology.
  • Peischl, Sandy, Jeffrey P Walker, Christoph Rüdiger, Nan Ye, Yann H Kerr, Edward Kim, R Bandara, and Mahdi Allahmoradi. 2012. “The AACES Field Experiments: SMOS Calibration and Validation Across the Murrumbidgee River Catchment.” Hydrology and Earth System Sciences 16 (6): 1697–1708.
  • Rautiainen, Kimmo, Juha Lemmetyinen, Jouni Pulliainen, Juho Vehvilainen, Matthias Drusch, Anna Kontu, Juha Kainulainen, and Jaakko Seppanen. 2011. “L-band Radiometer Observations of Soil Processes in Boreal and Subarctic Environments.” IEEE Transactions on Geoscience and Remote Sensing 50 (5): 1483–1497.
  • Reichle, Rolf H, Joseph V Ardizzone, Gi-Kong Kim, Robert A Lucchesi, Edmond B Smith, and Barry H Weiss. 2018. Soil Moisture Active Passive (SMAP) Mission Level 4 Surface and Root Zone Soil Moisture (L4_SM) Product Specification Document. Technical Report. Pasadena, CA, USA.: Jet Propulsion Laboratory, California Institute of Technology.
  • Reichle, Rolf H, Gabrielle J. M. De Lannoy, Qing Liu, Joseph V Ardizzone, Andreas Colliander, Austin Conaty, Wade Crow, et al. 2017. “Assessment of the SMAP Level-4 Surface and Root-zone Soil Moisture Product Using in Situ Measurements.” Journal of Hydrometeorology 18 (10): 2621–2645.
  • Reichle, Rolf H, and Randal D Koster. 2005. “Global Assimilation of Satellite Surface Soil Moisture Retrievals Into the NASA Catchment Land Surface Model.” Geophysical Research Letters 32 (2): 021700.
  • Reichle, Rolf H, Randal D Koster, Ping Liu, Sarith P. P. Mahanama, Eni G Njoku, and Manfred Owe. 2007. “Comparison and Assimilation of Global Soil Moisture Retrievals From the Advanced Microwave Scanning Radiometer for the Earth Observing System (AMSR-E) and the Scanning Multichannel Microwave Radiometer (SMMR).” Journal of Geophysical Research: Atmospheres 112 (D9): 08033.
  • Rossi, Cinzia, and John R Nimmo. 1994. “Modeling of Soil Water Retention From Saturation to Oven Dryness.” Water Resources Research 30 (3): 701–708.
  • Ryu, Dongryeol, Wade T Crow, Xiwu Zhan, and Thomas J Jackson. 2009. “Correcting Unintended Perturbation Biases in Hydrologic Data Assimilation.” Journal of Hydrometeorology 10 (3): 734–750.
  • Satterlund, Donald R. 1979. “An Improved Equation for Estimating Long-wave Radiation from the Atmosphere.” Water Resources Research 15 (6): 1649–1650.
  • Singh, Gurjeet, Narendra N Das, Rabindra K Panda, Andreas Colliander, Thomas J Jackson, Binayak P Mohanty, Dara Entekhabi, and Simon H Yueh. 2019. “Validation of SMAP Soil Moisture Products Using Ground-based Observations for the Paddy Dominated Tropical Region of India.” IEEE Transactions on Geoscience and Remote Sensing 57 (11): 8479–8491.
  • Sulla-Menashe, Damien, Josh M Gray, S Parker Abercrombie, and Mark A Friedl. 2019. “Hierarchical Mapping of Annual Global Land Cover 2001 to Present: The MODIS Collection 6 Land Cover Product.” Remote Sensing of Environment 222: 183–194.
  • Torres-Salcido, Gerardo, Rodrigo Meiners-Mandujano, David A Morales-Córdova, Velia Marina-Carral, and Gerardo Alonso-Torres. 2015. “Agricultura Familiar Y Sistema Agroalimentario Localizado: Políticas Locales Para La Producción De Cuitlacoche (Ustílago Maydis Sp.).” Agricultura, Sociedad Y Desarrollo 12 (2): 199–218.
  • Ulaby, F. T., D. G. Long, W. J. Blackwell, C. Elachi, A. K. Fung, C. Ruf, K. Sarabandi, H. A. Zebker, and J. van Zyl. 2014. Microwave Radar and Radiometric Remote Sensing. Ann Arbor: University of Michigan Press.
  • Velázquez-Cardelas, Gustavo Adrián, Andrés Gonzélez-Huerta, Delfina de Jesús Pérez-López, and Fernando Castillo-González. 2018. “Behavior of Mestizos of Corn in Three Localities of the Center of Mexico.” Revista Mexicana De Ciencias Agrícolas 9 (6): 1217–1230.
  • Walker, V. A., B. K. Hornbuckle, Mi.H. Cosh, and J. H. Prueger. 2019. “Seasonal Evaluation of SMAP Soil Moisture in the US Corn Belt.” Remote Sensing 11 (21): 2488.
  • Western, A. W., and G. Bloschl. 1999. “On the Spatial Scaling of Soil Moisture.” Journal of Hydrology 217: 203–224.
  • Wigneron, J.-P., T. J. Jackson, P. O'Neill, G. De Lannoy, P. De Rosnay, J. P. Walker, P. Ferrazzoli, et al. 2017. “Modelling the Passive Microwave Signatures From Land Surfaces: A Review of Recent Results and Application to the L-band SMOS and SMAP Soil Moisture Retrieval Algorithms.” Remote Sensing of Environment 192: 238–262.
  • Wigneron, Jean-Pierre, Mike Schwank, Ernesto Lopez Baeza, Yann Kerr, Nathalie Novello, Cristina Millan, Christophe Moisy, et al. 2012. “First Evaluation of the Simultaneous SMOS and ELBARA-II Observations in the Mediterranean Region.” Remote Sensing of Environment 124: 26–37.
  • Yan, Hongxiang, and Hamid Moradkhani. 2016. “Combined Assimilation of Streamflow and Satellite Soil Moisture with the Particle Filter and Geostatistical Modeling.” Advances in Water Resources 94: 364–378.
  • Zhao, Tianjie, Jiancheng Shi, Liqing Lv, Hongxin Xu, Deqing Chen, Qian Cui, Thomas J Jackson, et al. 2020. “Soil Moisture Experiment in the Luan River Supporting New Satellite Mission Opportunities.” Remote Sensing of Environment 240: 111680.
  • Zhao, Yanxia, Sining Chen, and Shuanghe Shen. 2013. “Assimilating Remote Sensing Information with Crop Model Using Ensemble Kalman Filter for Improving LAI Monitoring and Yield Estimation.” Ecological Modelling 270: 30–42.
  • Zheng, Xingming, Zhuang Feng, Hongxin Xu, Yanlong Sun, Yu Bai, Bingze Li, Lei Li, et al. 2020. “Performance of Four Passive Microwave Soil Moisture Products in Maize Cultivation Areas of Northeast China.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 13: 2451–2460.