Few studies were focused on yield estimation of perennial fruit tree crops by integrating remotely-sensed information into crop models. This study presented an attempt to assimilate a single leaf area index (LAI) near to maximum vegetative development stages derived from Landsat satellite data into a calibrated WOFOST model to predict yields for jujube fruit trees at the field scale. Field experiments were conducted in three growth seasons to calibrate input parameters for WOFOST model, with a validated phenology error of -2, -3, and -3 days for emergence, flowering, and maturity, as well as an R-2 of 0.986 and RMSE of 0.624 t ha(-1) for total aboveground biomass (TAGP), R-2 of 0.95 and RMSE of 0.19 m(2) m(-2) for LAI, respectively. Normalized Difference Vegetation Index (NDVI) showed better performance for LAI estimation than a Soil-adjusted Vegetation Index (SAVI), with a better agreement (R-2 = 0.79) and prediction accuracy (RMSE = 0.17 m(2) m(-2)). The assimilation after forcing LAI improved the yield prediction accuracy compared with unassimilated simulation and remotely sensed NDVI regression method, showing a R-2 of 0.62 and RMSE of 0.74 t ha(-1) for 2016, and R-2 of 0.59 and RMSE of 0.87 t ha(-1) for 2017. This research would provide a strategy to employ remotely sensed state variables and a crop growth model to improve field-scale yield estimates for fruit tree crops.
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Ji, Fujiang
Meng, Jihua
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机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Meng, Jihua
Cheng, Zhiqiang
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Fujian Normal Univ, Inst Geog, Fuzhou 350007, Peoples R China
Fujian Normal Univ, Sch Geog Sci, Fuzhou 350007, Peoples R China
Fujian Normal Univ, Minist Sci & Technol & Fujian Prov, Key Lab Subtrop Mt Ecol, Fuzhou 350007, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Cheng, Zhiqiang
Fang, Huiting
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Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Fang, Huiting
Wang, Yanan
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机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Wang, Yanan
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING,
2022,
60