An improved satellite‐based approach for estimating vapor pressure deficit from MODIS data. Issue 21 (10th November 2014)
- Record Type:
- Journal Article
- Title:
- An improved satellite‐based approach for estimating vapor pressure deficit from MODIS data. Issue 21 (10th November 2014)
- Main Title:
- An improved satellite‐based approach for estimating vapor pressure deficit from MODIS data
- Authors:
- Zhang, Hongmei
Wu, Bingfang
Yan, Nana
Zhu, Weiwei
Feng, Xueliang - Abstract:
- Abstract: Vapor pressure deficit (VPD) is an important variable widely used in ecosystem and climate models. In this paper, an improved satellite‐based approach to estimating VPD was presented that uses several remote sensing products coupled with field measured data. The proposed method exploits an optimized algorithm to derive near‐surface actual vapor pressure ( ea ) from Moderate Resolution Imaging Spectroradiometer (MODIS) data and upgrades Smith's (1966) methodology for estimating ea . The proposed new algorithm for calculating ea was evaluated against in situ measurements at 119 validation sites in China for 2 months in 2013. The mean absolute error (MAE) and root‐mean‐square error (RMSE) were less than 0.25 kPa and 0.33 kPa, respectively. The near‐surface air temperature ( Ta ), which is an important input data for calculating VPD, was estimated from satellite‐retrieved land surface temperature, and had an RMSE of less than 2.5 K. The estimated VPD values were validated with ground observation data from the Heihe River Basin for 5 months in 2012 and for all of China for August 2013. A coefficient of determination ( R 2 ) of 0.912, MAE of 0.27 kPa, and RMSE value of 0.32 kPa were achieved for the 2012 test data, and corresponding values of 0.88, 0.278 kPa, and 0.367 kPa for the 2013 test data. These results are promising, especially considering the comparatively high spatial resolution (1 km) of the VPD map estimated from the satellite data. Potential applicationsAbstract: Vapor pressure deficit (VPD) is an important variable widely used in ecosystem and climate models. In this paper, an improved satellite‐based approach to estimating VPD was presented that uses several remote sensing products coupled with field measured data. The proposed method exploits an optimized algorithm to derive near‐surface actual vapor pressure ( ea ) from Moderate Resolution Imaging Spectroradiometer (MODIS) data and upgrades Smith's (1966) methodology for estimating ea . The proposed new algorithm for calculating ea was evaluated against in situ measurements at 119 validation sites in China for 2 months in 2013. The mean absolute error (MAE) and root‐mean‐square error (RMSE) were less than 0.25 kPa and 0.33 kPa, respectively. The near‐surface air temperature ( Ta ), which is an important input data for calculating VPD, was estimated from satellite‐retrieved land surface temperature, and had an RMSE of less than 2.5 K. The estimated VPD values were validated with ground observation data from the Heihe River Basin for 5 months in 2012 and for all of China for August 2013. A coefficient of determination ( R 2 ) of 0.912, MAE of 0.27 kPa, and RMSE value of 0.32 kPa were achieved for the 2012 test data, and corresponding values of 0.88, 0.278 kPa, and 0.367 kPa for the 2013 test data. These results are promising, especially considering the comparatively high spatial resolution (1 km) of the VPD map estimated from the satellite data. Potential applications include global evapotranspiration estimation, fire warning, and vegetation analysis. Key Points: A new satellite‐based method was proposed for estimating surface vapor pressure This method can generate high‐resolution VPD map Model stability and flexibility allows many applications … (more)
- Is Part Of:
- Journal of geophysical research. Volume 119:Issue 21(2014)
- Journal:
- Journal of geophysical research
- Issue:
- Volume 119:Issue 21(2014)
- Issue Display:
- Volume 119, Issue 21 (2014)
- Year:
- 2014
- Volume:
- 119
- Issue:
- 21
- Issue Sort Value:
- 2014-0119-0021-0000
- Page Start:
- 12, 256
- Page End:
- 12, 271
- Publication Date:
- 2014-11-10
- Subjects:
- vapor pressure deficit -- near‐surface vapor pressure -- air temperature -- MODIS
Atmospheric physics -- Periodicals
Geophysics -- Periodicals
551.5 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)2169-8996 ↗
http://www.agu.org/journals/jd/ ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/2014JD022118 ↗
- Languages:
- English
- ISSNs:
- 2169-897X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4995.001000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 4423.xml