Knowledge Resource Center for Ecological Environment in Arid Area
Wheat yield prediction in semi-arid region using moderate resolution satellite optical and thermal infrared data | |
Dakhore, K. K.1; Bhattacharya, B. K.2; Mallick, K.2; Nigam, R.2; Patel, N. K.2; Pandey, V.1; Shekh, A. M.1 | |
通讯作者 | Dakhore, K. K. |
来源期刊 | JOURNAL OF AGROMETEOROLOGY
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ISSN | 0972-1665 |
出版年 | 2008 |
卷号 | 10页码:418-424 |
英文摘要 | Regional wheat yield was predicted using water use efficiency (WUE) and radiation use efficiency (RUE), District wise wheat WUE were generated from historical consumptive water use and reported yield. A single source energy balance algorithm was used to estimate actual evapotranspiration (AET) from MODIS (MODerate resolution Imaging Spectroradiometer) AQUA seven band reflectances and land surface temperature (LST). Time series AET from historical (2002-2003, 2003-2004) MODIS eight day composites and district wise crop calendar were used to generate wheat consumptive water use. In second approach, wheat yield was determined from the product of total net primary productivity (NPIP) accumulated during wheat growth period and harvest index (HI). NPP was estimated on spatial (1km) and temporal (8 day) domain by using LAI derived fAPAR and maximum radiation use efficiency (RUE..) of crop following CASA (Carinege Ames Stanford Approach). Temperature scalars estimated from MODIS AQUA day-night LST and water scalar computed from LST-albedo based evaporative fraction were used to constrain RUE(max). Energy balance estimates derived from MODIS AQUA were validated with insitu attented and unattended observations for two wheat seasons, 2005 - 06 and 2006 - 07, within a 5 km x 5 km wheat growing region of Kheda district in Gujarat. Daily AQUA evapotranspiration estimates in terms of daytime latent heat fluxes were found to have root mean square error (RMSE) 29 Wm(-2) (r = 0.72) and 26 Wm(-2) (r = 0.8), respectively as compared to attended measurements during both the seasons. Correlation was substantially more and RIVISE were less when estimates were compared with in situ measurements using Large Aperture Scintillometer (LAS) sensible heat fluxes. The predicted district wheat yield for 2004-05 from WUE approach was found to produce RMSE 479 kg ha(-1)(18.5%) (r = 0.89) respectively. The error was almost similar in productivity based approach (RMSE = 471 kg ha(-1), r = 0.75). But latter does not require any pre-calibration with historical datasets. |
英文关键词 | Yield prediction wheat semi-arid ET MODIS |
类型 | Article |
语种 | 英语 |
国家 | India |
收录类别 | SCI-E |
WOS记录号 | WOS:000266797800037 |
WOS关键词 | AVHRR DATA ; MODEL |
WOS类目 | Agronomy ; Meteorology & Atmospheric Sciences |
WOS研究方向 | Agriculture ; Meteorology & Atmospheric Sciences |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/157842 |
作者单位 | 1.Anand Agr Univ, Deptt Agril Meteorol, Anand 388110, Gujarat, India; 2.ISRO, Ctr Space Applicat, Agr Forestry & Environm Grp, Ahmadabad 380015, Gujarat, India |
推荐引用方式 GB/T 7714 | Dakhore, K. K.,Bhattacharya, B. K.,Mallick, K.,et al. Wheat yield prediction in semi-arid region using moderate resolution satellite optical and thermal infrared data[J],2008,10:418-424. |
APA | Dakhore, K. K..,Bhattacharya, B. K..,Mallick, K..,Nigam, R..,Patel, N. K..,...&Shekh, A. M..(2008).Wheat yield prediction in semi-arid region using moderate resolution satellite optical and thermal infrared data.JOURNAL OF AGROMETEOROLOGY,10,418-424. |
MLA | Dakhore, K. K.,et al."Wheat yield prediction in semi-arid region using moderate resolution satellite optical and thermal infrared data".JOURNAL OF AGROMETEOROLOGY 10(2008):418-424. |
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