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An AI-Driven Multimodal Sensing Framework Integrating UAV Imagery and Environmental Sensors for Intelligent Farmland Monitoring.

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Title: An AI-Driven Multimodal Sensing Framework Integrating UAV Imagery and Environmental Sensors for Intelligent Farmland Monitoring.
Authors: Li L; China Agricultural University, Beijing 100083, China.; College of Plant Sciences, Xizang Agricultural and Animal Husbandry University, Linzhi 860000, China., Song Y; China Agricultural University, Beijing 100083, China., Zhang Y; National School of Development, Peking University, Beijing 100871, China.; School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China., Guo P; National School of Development, Peking University, Beijing 100871, China., Wang X; National School of Development, Peking University, Beijing 100871, China., Ma Z; China Agricultural University, Beijing 100083, China., Yan S; China Agricultural University, Beijing 100083, China.; State Key Laboratory of Agricultural and Forestry Biosecurity, MARA Key Lab of Surveillance and Management for Plant Quarantine Pests, Beijing 100193, China.
Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 May 30; Vol. 26 (11). Date of Electronic Publication: 2026 May 30.
Publication Type: Journal Article
Journal Info: Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220 (Electronic) Linking ISSN: 14248220 NLM ISO Abbreviation: Sensors (Basel) Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: An AI-Driven Multimodal Sensing Framework Integrating UAV Imagery and Environmental Sensors for Intelligent Farmland Monitoring.
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  Data: <searchLink fieldCode="AU" term="%22Li+L%22">Li L</searchLink>; China Agricultural University, Beijing 100083, China.; College of Plant Sciences, Xizang Agricultural and Animal Husbandry University, Linzhi 860000, China.<br /><searchLink fieldCode="AU" term="%22Song+Y%22">Song Y</searchLink>; China Agricultural University, Beijing 100083, China.<br /><searchLink fieldCode="AU" term="%22Zhang+Y%22">Zhang Y</searchLink>; National School of Development, Peking University, Beijing 100871, China.; School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China.<br /><searchLink fieldCode="AU" term="%22Guo+P%22">Guo P</searchLink>; National School of Development, Peking University, Beijing 100871, China.<br /><searchLink fieldCode="AU" term="%22Wang+X%22">Wang X</searchLink>; National School of Development, Peking University, Beijing 100871, China.<br /><searchLink fieldCode="AU" term="%22Ma+Z%22">Ma Z</searchLink>; China Agricultural University, Beijing 100083, China.<br /><searchLink fieldCode="AU" term="%22Yan+S%22">Yan S</searchLink>; China Agricultural University, Beijing 100083, China.; State Key Laboratory of Agricultural and Forestry Biosecurity, MARA Key Lab of Surveillance and Management for Plant Quarantine Pests, Beijing 100193, China.
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  Data: <searchLink fieldCode="JN" term="%22101204366%22">Sensors (Basel, Switzerland)</searchLink> [Sensors (Basel)] 2026 May 30; Vol. 26 (11). <i>Date of Electronic Publication: </i>2026 May 30.
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