Soil moisture content estimation of drip-irrigated citrus orchard based on UAV images and machine learning algorithm in Southwest China
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DOI: 10.1016/j.agwat.2024.109069
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- Chen, Fei & Cui, Ningbo & Jiang, Shouzheng & Li, Hongping & Wang, Yaosheng & Gong, Daozhi & Hu, Xiaotao & Zhao, Lu & Liu, Chunwei & Qiu, Rangjian, 2022. "Effects of water deficit at different growth stages under drip irrigation on fruit quality of citrus in the humid areas of South China," Agricultural Water Management, Elsevier, vol. 262(C).
- Cheng, Minghan & Jiao, Xiyun & Liu, Yadong & Shao, Mingchao & Yu, Xun & Bai, Yi & Wang, Zixu & Wang, Siyu & Tuohuti, Nuremanguli & Liu, Shuaibing & Shi, Lei & Yin, Dameng & Huang, Xiao & Nie, Chenwei , 2022. "Estimation of soil moisture content under high maize canopy coverage from UAV multimodal data and machine learning," Agricultural Water Management, Elsevier, vol. 264(C).
- Zhou, Yongcai & Lao, Congcong & Yang, Yalong & Zhang, Zhitao & Chen, Haiying & Chen, Yinwen & Chen, Junying & Ning, Jifeng & Yang, Ning, 2021. "Diagnosis of winter-wheat water stress based on UAV-borne multispectral image texture and vegetation indices," Agricultural Water Management, Elsevier, vol. 256(C).
- Zhu, Shidan & Cui, Ningbo & Jin, Huaan & Jin, Xiuliang & Guo, Li & Jiang, Shouzheng & Wu, Zongjun & Lv, Min & Chen, Fei & Liu, Quanshan & Wang, Mingjun, 2024. "Optimization of multi-dimensional indices for kiwifruit orchard soil moisture content estimation using UAV and ground multi-sensors," Agricultural Water Management, Elsevier, vol. 294(C).
- Mwinuka, Paul Reuben & Mbilinyi, Boniface P. & Mbungu, Winfred B. & Mourice, Sixbert K. & Mahoo, H.F. & Schmitter, Petra, 2021. "The feasibility of hand-held thermal and UAV-based multispectral imaging for canopy water status assessment and yield prediction of irrigated African eggplant (Solanum aethopicum L)," Agricultural Water Management, Elsevier, vol. 245(C).
- Filgueiras, Roberto & Almeida, Thomé Simpliciano & Mantovani, Everardo Chartuni & Dias, Santos Henrique Brant & Fernandes-Filho, Elpídio Inácio & da Cunha, Fernando França & Venancio, Luan Peroni, 2020. "Soil water content and actual evapotranspiration predictions using regression algorithms and remote sensing data," Agricultural Water Management, Elsevier, vol. 241(C).
- Cheng, Minghan & Li, Binbin & Jiao, Xiyun & Huang, Xiao & Fan, Haiyan & Lin, Rencai & Liu, Kaihua, 2022. "Using multimodal remote sensing data to estimate regional-scale soil moisture content: A case study of Beijing, China," Agricultural Water Management, Elsevier, vol. 260(C).
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Keywords
Soil moisture content (SMC); Multi-spectral; Soil and plant analyzer development (SPAD); Genetic algorithm-optimized random forest (GA-RF); Biswas model;All these keywords.
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