Articles | Volume 20, issue 4
https://doi.org/10.5194/hess-20-1523-2016
© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/hess-20-1523-2016
© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Research article
| 
20 Apr 2016
Research article |
| 20 Apr 2016
Mapping evapotranspiration with high-resolution aircraft imagery over vineyards using one- and two-source modeling schemes
Ting Xia
Department of Hydraulic Engineering, Tsinghua University, Beijing, 100084, China
USDA-ARS, Hydrology and Remote Sensing Laboratory, Beltsville, MD, USA
William P. Kustas
CORRESPONDING AUTHOR
USDA-ARS, Hydrology and Remote Sensing Laboratory, Beltsville, MD, USA
Martha C. Anderson
USDA-ARS, Hydrology and Remote Sensing Laboratory, Beltsville, MD, USA
Joseph G. Alfieri
USDA-ARS, Hydrology and Remote Sensing Laboratory, Beltsville, MD, USA
Feng Gao
USDA-ARS, Hydrology and Remote Sensing Laboratory, Beltsville, MD, USA
Lynn McKee
USDA-ARS, Hydrology and Remote Sensing Laboratory, Beltsville, MD, USA
John H. Prueger
USDA-ARS, National Laboratory for Agriculture and the Environment, Ames, IA, USA
Hatim M. E. Geli
Department of Civil and Environmental Engineering, Utah State University, Logan, UT, USA
Christopher M. U. Neale
Robert B. Daugherty Water for Food Institute, University of Nebraska-Lincoln, Lincoln, NE, USA
Luis Sanchez
E. & J. Gallo Winery, Viticulture, Chemistry and Enology, Modesto, CA 95353, USA
Maria Mar Alsina
E. & J. Gallo Winery, Viticulture, Chemistry and Enology, Modesto, CA 95353, USA
Zhongjing Wang
Department of Hydraulic Engineering, Tsinghua University, Beijing, 100084, China
State Key Laboratory of Hydro-Science and Engineering, Tsinghua University, Beijing, 100084, China
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61 citations as recorded by crossref.
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- Remote Sensing Energy Balance Model for the Assessment of Crop Evapotranspiration and Water Status in an Almond Rootstock Collection J. Bellvert et al. 10.3389/fpls.2021.608967
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- Spatial Estimation of the Latent Heat Flux in a Tropical Dry Forest by Using Unmanned Aerial Vehicles P. Marzahn et al. 10.3390/f11060604
- Lysimeter assessment of the Simplified Two-Source Energy Balance model and eddy covariance system to estimate vineyard evapotranspiration J. Sánchez et al. 10.1016/j.agrformet.2019.05.006
- Remote Sensing Vegetation Indices in Viticulture: A Critical Review R. Giovos et al. 10.3390/agriculture11050457
- Accurate estimates of land surface energy fluxes and irrigation requirements from UAV-based thermal and multispectral sensors J. Peng et al. 10.1016/j.isprsjprs.2023.03.009
- A novel model to estimate sensible heat fluxes in urban areas using satellite-derived data G. Rios & P. Ramamurthy 10.1016/j.rse.2021.112880
- Performance of the improved two-source energy balance model for estimating evapotranspiration over the heterogeneous surface J. Feng et al. 10.1016/j.agwat.2023.108159
- Predicting evapotranspiration from drone-based thermography – a method comparison in a tropical oil palm plantation F. Ellsäßer et al. 10.5194/bg-18-861-2021
- Assessing Daily Evapotranspiration Methodologies from One-Time-of-Day sUAS and EC Information in the GRAPEX Project A. Nassar et al. 10.3390/rs13152887
- Using on-the-ground surface energy balance to monitor vine water status and evapotranspiration under deficit irrigation and rainfed conditions F. Valentín et al. 10.1016/j.agwat.2023.108240
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- The Grape Remote Sensing Atmospheric Profile and Evapotranspiration Experiment W. Kustas et al. 10.1175/BAMS-D-16-0244.1
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- Two source energy balance maize evapotranspiration estimates using close-canopy mobile infrared sensors and upscaling methods under variable water stress conditions A. Katimbo et al. 10.1016/j.agwat.2022.107972
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- Determining grapevine water use under different sustainable agronomic practices using METRIC-UAV surface energy balance model J. Ramírez-Cuesta et al. 10.1016/j.agwat.2023.108247
- Introducing QWaterModel, a QGIS plugin for predicting evapotranspiration from land surface temperatures F. Ellsäßer et al. 10.1016/j.envsoft.2020.104739
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- High Spatial and Temporal Resolution Energy Flux Mapping of Different Land Covers Using an Off-the-Shelf Unmanned Aerial System J. Simpson et al. 10.3390/rs13071286
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- Combining Evapotranspiration and Soil Apparent Electrical Conductivity Mapping to Identify Potential Precision Irrigation Benefits M. Nocco et al. 10.3390/rs11212460
- Optimized algorithm for evapotranspiration retrieval via remote sensing . Wagner Wolff et al. 10.1016/j.agwat.2021.107390
- Using Satellite Thermal-Based Evapotranspiration Time Series for Defining Management Zones and Spatial Association to Local Attributes in a Vineyard N. Ohana-Levi et al. 10.3390/rs12152436
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- Determining Evapotranspiration by Using Combination Equation Models with Sentinel-2 Data and Comparison with Thermal-Based Energy Balance in a California Irrigated Vineyard G. D’Urso et al. 10.3390/rs13183720
- Modeling Water and Heat Balance Components for Large Agricultural Region Utilizing Information from Meteorological Satellites E. Muzylev et al. 10.1134/S0097807818050147
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- Effects of Surface Heterogeneity Due to Drip Irrigation on Scintillometer Estimates of Sensible, Latent Heat Fluxes and Evapotranspiration over Vineyards H. Geli et al. 10.3390/w12010081
- The complementary uses of Sentinel-1A SAR and ECOSTRESS datasets to identify vineyard growth and conditions: a case study in Sonoma County, California A. Davitt et al. 10.1007/s00271-022-00781-3
- Calculating potential evapotranspiration and single crop coefficient based on energy balance equation using Landsat 8 and Sentinel-2 A. Mokhtari et al. 10.1016/j.isprsjprs.2019.06.011
- Combination of multispectral imagery, environmental data and thermography for on-the-go monitoring of the grapevine water status in commercial vineyards M. Diago et al. 10.1016/j.eja.2022.126586
- Using high-spatiotemporal thermal satellite ET retrievals to monitor water use over California vineyards of different climate, vine variety and trellis design K. Knipper et al. 10.1016/j.agwat.2020.106361
- Evapotranspiration estimates derived using thermal-based satellite remote sensing and data fusion for irrigation management in California vineyards K. Knipper et al. 10.1007/s00271-018-0591-y
- Time-series clustering of remote sensing retrievals for defining management zones in a vineyard N. Ohana-Levi et al. 10.1007/s00271-021-00752-0
- How High to Fly? Mapping Evapotranspiration from Remotely Piloted Aircrafts at Different Elevations L. Ebert et al. 10.3390/rs14071660
- High-resolution spatio-temporal characteristics of urban evapotranspiration measured by unmanned aerial vehicle and infrared remote sensing L. Qin et al. 10.1016/j.buildenv.2022.109389
- Building a UAV Based System to Acquire High Spatial Resolution Thermal Imagery for Energy Balance Modelling K. Pintér & Z. Nagy 10.3390/s22093251
- Vicarious Calibration of sUAS Microbolometer Temperature Imagery for Estimation of Radiometric Land Surface Temperature A. Torres-Rua 10.3390/s17071499
- Evaluation of Penman-Monteith Model Based on Sentinel-2 Data for the Estimation of Actual Evapotranspiration in Vineyards V. García-Gutiérrez et al. 10.3390/rs13030478
- Mapping Very-High-Resolution Evapotranspiration from Unmanned Aerial Vehicle (UAV) Imagery S. Park et al. 10.3390/ijgi10040211
- UAV-based thermography reveals spatial and temporal variability of evapotranspiration from a tropical rainforest M. Bulusu et al. 10.3389/ffgc.2023.1232410
- Estimating spatially distributed turbulent heat fluxes from high-resolution thermal imagery acquired with a UAV system C. Brenner et al. 10.1080/01431161.2017.1280202
- Daily Mapping of 30 m LAI and NDVI for Grape Yield Prediction in California Vineyards L. Sun et al. 10.3390/rs9040317
59 citations as recorded by crossref.
- Evaluation of soil resistance formulations for estimates of sensible heat flux in a desert vineyard Y. Li et al. 10.1016/j.agrformet.2018.06.019
- Recognition of different yield potentials among rain-fed wheat fields before harvest using remote sensing H. Sabzchi-Dehkharghani et al. 10.1016/j.agwat.2020.106611
- High-Resolution Spatiotemporal Water Use Mapping of Surface and Direct-Root-Zone Drip-Irrigated Grapevines Using UAS-Based Thermal and Multispectral Remote Sensing A. Chandel et al. 10.3390/rs13050954
- Remote Sensing Energy Balance Model for the Assessment of Crop Evapotranspiration and Water Status in an Almond Rootstock Collection J. Bellvert et al. 10.3389/fpls.2021.608967
- Is the Subsurface Drip the Most Sustainable Irrigation System for Almond Orchards in Water-Scarce Areas? F. Montoya et al. 10.3390/agronomy12081778
- Assessment of the clumped model to estimate olive orchard evapotranspiration using meteorological data and UAV-based thermal infrared imagery C. Riveros-Burgos et al. 10.1007/s00271-020-00716-w
- Spatial Estimation of the Latent Heat Flux in a Tropical Dry Forest by Using Unmanned Aerial Vehicles P. Marzahn et al. 10.3390/f11060604
- Lysimeter assessment of the Simplified Two-Source Energy Balance model and eddy covariance system to estimate vineyard evapotranspiration J. Sánchez et al. 10.1016/j.agrformet.2019.05.006
- Remote Sensing Vegetation Indices in Viticulture: A Critical Review R. Giovos et al. 10.3390/agriculture11050457
- Accurate estimates of land surface energy fluxes and irrigation requirements from UAV-based thermal and multispectral sensors J. Peng et al. 10.1016/j.isprsjprs.2023.03.009
- A novel model to estimate sensible heat fluxes in urban areas using satellite-derived data G. Rios & P. Ramamurthy 10.1016/j.rse.2021.112880
- Performance of the improved two-source energy balance model for estimating evapotranspiration over the heterogeneous surface J. Feng et al. 10.1016/j.agwat.2023.108159
- Predicting evapotranspiration from drone-based thermography – a method comparison in a tropical oil palm plantation F. Ellsäßer et al. 10.5194/bg-18-861-2021
- Assessing Daily Evapotranspiration Methodologies from One-Time-of-Day sUAS and EC Information in the GRAPEX Project A. Nassar et al. 10.3390/rs13152887
- Using on-the-ground surface energy balance to monitor vine water status and evapotranspiration under deficit irrigation and rainfed conditions F. Valentín et al. 10.1016/j.agwat.2023.108240
- Estimation of turbulent fluxes over almond orchards using high-resolution aerial imagery with one and two-source energy balance models S. Peddinti & I. Kisekka 10.1016/j.agwat.2022.107671
- Decreased latency in landsat-derived land surface temperature products: A case for near-real-time evapotranspiration estimation in California K. Knipper et al. 10.1016/j.agwat.2023.108316
- The Grape Remote Sensing Atmospheric Profile and Evapotranspiration Experiment W. Kustas et al. 10.1175/BAMS-D-16-0244.1
- Feasibility of Using the Two-Source Energy Balance Model (TSEB) with Sentinel-2 and Sentinel-3 Images to Analyze the Spatio-Temporal Variability of Vine Water Status in a Vineyard J. Bellvert et al. 10.3390/rs12142299
- Evaluation of a two-source patch model to estimate vineyard energy balance using high-resolution thermal images acquired by an unmanned aerial vehicle (UAV) S. Ortega-Farias et al. 10.1016/j.agrformet.2021.108433
- Two source energy balance maize evapotranspiration estimates using close-canopy mobile infrared sensors and upscaling methods under variable water stress conditions A. Katimbo et al. 10.1016/j.agwat.2022.107972
- Evaluation of TSEB turbulent fluxes using different methods for the retrieval of soil and canopy component temperatures from UAV thermal and multispectral imagery H. Nieto et al. 10.1007/s00271-018-0585-9
- Evaluating unoccupied aerial systems (UAS) imagery as an alternative tool towards cotton-based management zones G. Rouze et al. 10.1007/s11119-021-09816-9
- Determining grapevine water use under different sustainable agronomic practices using METRIC-UAV surface energy balance model J. Ramírez-Cuesta et al. 10.1016/j.agwat.2023.108247
- Introducing QWaterModel, a QGIS plugin for predicting evapotranspiration from land surface temperatures F. Ellsäßer et al. 10.1016/j.envsoft.2020.104739
- Evaluation of Partitioned Evaporation and Transpiration Estimates within the DisALEXI Modeling Framework over Irrigated Crops in California K. Knipper et al. 10.3390/rs15010068
- High Spatial and Temporal Resolution Energy Flux Mapping of Different Land Covers Using an Off-the-Shelf Unmanned Aerial System J. Simpson et al. 10.3390/rs13071286
- Using UAV Collected RGB and Multispectral Images to Evaluate Winter Wheat Performance across a Site Characterized by Century-Old Biochar Patches in Belgium R. Heidarian Dehkordi et al. 10.3390/rs12152504
- Actual Evapotranspiration from UAV Images: A Multi-Sensor Data Fusion Approach A. Mokhtari et al. 10.3390/rs13122315
- UAV-based multispectral image analytics for generating crop coefficient maps for rice S. Khose et al. 10.1007/s12517-022-10961-2
- Estimation of Energy Balance Components over a Drip-Irrigated Olive Orchard Using Thermal and Multispectral Cameras Placed on a Helicopter-Based Unmanned Aerial Vehicle (UAV) S. Ortega-Farías et al. 10.3390/rs8080638
- Combining Evapotranspiration and Soil Apparent Electrical Conductivity Mapping to Identify Potential Precision Irrigation Benefits M. Nocco et al. 10.3390/rs11212460
- Optimized algorithm for evapotranspiration retrieval via remote sensing . Wagner Wolff et al. 10.1016/j.agwat.2021.107390
- Using Satellite Thermal-Based Evapotranspiration Time Series for Defining Management Zones and Spatial Association to Local Attributes in a Vineyard N. Ohana-Levi et al. 10.3390/rs12152436
- Integration of Unmanned Aerial Vehicle Imagery with Landsat Imagery for Better Watershed Scale ET Prediction R. Khanal & M. Barber 10.3390/hydrology10060120
- Estimation of evapotranspiration of temperate grassland based on high-resolution thermal and visible range imagery from unmanned aerial systems C. Brenner et al. 10.1080/01431161.2018.1471550
- Developing a method for integrating canopy measurements into evapotranspiration predictions H. Brown et al. 10.1016/j.agrformet.2021.108539
- Determining Evapotranspiration by Using Combination Equation Models with Sentinel-2 Data and Comparison with Thermal-Based Energy Balance in a California Irrigated Vineyard G. D’Urso et al. 10.3390/rs13183720
- Modeling Water and Heat Balance Components for Large Agricultural Region Utilizing Information from Meteorological Satellites E. Muzylev et al. 10.1134/S0097807818050147
- Evapotranspiration Estimation with Small UAVs in Precision Agriculture H. Niu et al. 10.3390/s20226427
- Significant Remote Sensing Vegetation Indices: A Review of Developments and Applications J. Xue & B. Su 10.1155/2017/1353691
- Influence of wind direction on the surface roughness of vineyards J. Alfieri et al. 10.1007/s00271-018-0610-z
- Mapping super high resolution evapotranspiration in oasis-desert areas using UAV multi-sensor data J. Wei et al. 10.1016/j.agwat.2023.108466
- Forward to the GRAPEX special issue W. Kustas et al. 10.1007/s00271-019-00633-7
- Remotely-sensed assessment of the impact of century-old biochar on chicory crop growth using high-resolution UAV-based imagery R. Heidarian Dehkordi et al. 10.1016/j.jag.2020.102147
- Effects of Surface Heterogeneity Due to Drip Irrigation on Scintillometer Estimates of Sensible, Latent Heat Fluxes and Evapotranspiration over Vineyards H. Geli et al. 10.3390/w12010081
- The complementary uses of Sentinel-1A SAR and ECOSTRESS datasets to identify vineyard growth and conditions: a case study in Sonoma County, California A. Davitt et al. 10.1007/s00271-022-00781-3
- Calculating potential evapotranspiration and single crop coefficient based on energy balance equation using Landsat 8 and Sentinel-2 A. Mokhtari et al. 10.1016/j.isprsjprs.2019.06.011
- Combination of multispectral imagery, environmental data and thermography for on-the-go monitoring of the grapevine water status in commercial vineyards M. Diago et al. 10.1016/j.eja.2022.126586
- Using high-spatiotemporal thermal satellite ET retrievals to monitor water use over California vineyards of different climate, vine variety and trellis design K. Knipper et al. 10.1016/j.agwat.2020.106361
- Evapotranspiration estimates derived using thermal-based satellite remote sensing and data fusion for irrigation management in California vineyards K. Knipper et al. 10.1007/s00271-018-0591-y
- Time-series clustering of remote sensing retrievals for defining management zones in a vineyard N. Ohana-Levi et al. 10.1007/s00271-021-00752-0
- How High to Fly? Mapping Evapotranspiration from Remotely Piloted Aircrafts at Different Elevations L. Ebert et al. 10.3390/rs14071660
- High-resolution spatio-temporal characteristics of urban evapotranspiration measured by unmanned aerial vehicle and infrared remote sensing L. Qin et al. 10.1016/j.buildenv.2022.109389
- Building a UAV Based System to Acquire High Spatial Resolution Thermal Imagery for Energy Balance Modelling K. Pintér & Z. Nagy 10.3390/s22093251
- Vicarious Calibration of sUAS Microbolometer Temperature Imagery for Estimation of Radiometric Land Surface Temperature A. Torres-Rua 10.3390/s17071499
- Evaluation of Penman-Monteith Model Based on Sentinel-2 Data for the Estimation of Actual Evapotranspiration in Vineyards V. García-Gutiérrez et al. 10.3390/rs13030478
- Mapping Very-High-Resolution Evapotranspiration from Unmanned Aerial Vehicle (UAV) Imagery S. Park et al. 10.3390/ijgi10040211
- UAV-based thermography reveals spatial and temporal variability of evapotranspiration from a tropical rainforest M. Bulusu et al. 10.3389/ffgc.2023.1232410
2 citations as recorded by crossref.
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Latest update: 30 Sep 2023
Short summary
This paper describes a model inter-comparison and validation study conducted using sub-meter resolution thermal data from an aircraft. The model inter-comparison is between a physically based model and a very simple empirical model. The strengths and weaknesses of both modeling approaches for high-resolution mapping of water use in vineyards is described. The findings provide significant insight into the utility of complex versus simple models for precise water resources management.
This paper describes a model inter-comparison and validation study conducted using sub-meter...
