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:
China Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R China
Minist Agr, Key Lab Remote Sensing Agrihazards, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R China
Huang, Jianxi
Ma, Hongyuan
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China Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R China
Ma, Hongyuan
Sedano, Fernando
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Univ Maryland, Dept Geog Sci, College Pk, MD 20742 USAChina Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R China
Sedano, Fernando
Lewis, Philip
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UCL, Dept Geog, Gower St, London WC1E 6BT, England
Natl Ctr Earth Observat, Gower St, London WC1E 6BT, EnglandChina Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R China
Lewis, Philip
Liang, Shunlin
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Univ Maryland, Dept Geog Sci, College Pk, MD 20742 USAChina Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R China
Liang, Shunlin
Wu, Qingling
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UCL, Dept Geog, Gower St, London WC1E 6BT, England
Natl Ctr Earth Observat, Gower St, London WC1E 6BT, EnglandChina Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R China
Wu, Qingling
Su, Wei
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China Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R China
Minist Agr, Key Lab Remote Sensing Agrihazards, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R China
Su, Wei
Zhang, Xiaodong
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China Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R China
Minist Agr, Key Lab Remote Sensing Agrihazards, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R China
Zhang, Xiaodong
Zhu, Dehai
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China Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R China
Minist Agr, Key Lab Remote Sensing Agrihazards, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R China
机构:
Chinese Acad Sci, Key Lab Digital Earth, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R ChinaChinese Acad Sci, Key Lab Digital Earth, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R China
Cheng, Zhiqiang
Meng, Jihua
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Chinese Acad Sci, Key Lab Digital Earth, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R ChinaChinese Acad Sci, Key Lab Digital Earth, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R China
Meng, Jihua
Wang, Yiming
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Chinese Acad Sci, Key Lab Digital Earth, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R ChinaChinese Acad Sci, Key Lab Digital Earth, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R China
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China Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Zhuo, Wen
Huang, Jianxi
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China Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Minist Agr & Rural Affairs, Key Lab Remote Sensing Agrihazards, Beijing 100083, Peoples R China
China Agr Univ, Coll Land Sci & Technol, 17 Qinghua East Rd, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Huang, Jianxi
Xiao, Xiangming
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机构:
Univ Oklahoma, Dept Microbiol & Plant Biol, Norman, OK 73019 USAChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Xiao, Xiangming
Huang, Hai
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China Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Huang, Hai
Bajgain, Rajen
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Univ Oklahoma, Dept Microbiol & Plant Biol, Norman, OK 73019 USAChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Bajgain, Rajen
Wu, Xiaocui
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Univ Oklahoma, Dept Microbiol & Plant Biol, Norman, OK 73019 USAChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Wu, Xiaocui
Gao, Xinran
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China Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Gao, Xinran
Wang, Jie
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Univ Oklahoma, Dept Microbiol & Plant Biol, Norman, OK 73019 USAChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Wang, Jie
Li, Xuecao
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China Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Minist Agr & Rural Affairs, Key Lab Remote Sensing Agrihazards, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Li, Xuecao
Wagle, Pradeep
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USDA, Agr Res Serv, Grazinglands Res Lab, El Reno, OK 73036 USAChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
机构:
China Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
China Meteorol Adm, Inst Arid Meteorol, Lanzhou 730020, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Zhuo, Wen
Huang, Hai
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China Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Huang, Hai
Gao, Xinran
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机构:
McMaster Univ, Sch Geog & Earth Sci, Hamilton, ON L8S 4L8, CanadaChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Gao, Xinran
Li, Xuecao
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机构:
China Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Minist Agr & Rural Affairs, Key Lab Remote Sensing Agrihazards, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Li, Xuecao
Huang, Jianxi
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机构:
China Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
Minist Agr & Rural Affairs, Key Lab Remote Sensing Agrihazards, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China