Cargando…

Combining UAV-based hyperspectral imagery and machine learning algorithms for soil moisture content monitoring

Soil moisture content (SMC) is an important factor that affects agricultural development in arid regions. Compared with the space-borne remote sensing system, the unmanned aerial vehicle (UAV) has been widely used because of its stronger controllability and higher resolution. It also provides a more...

Descripción completa

Detalles Bibliográficos
Autores principales:	Ge, Xiangyu, Wang, Jingzhe, Ding, Jianli, Cao, Xiaoyi, Zhang, Zipeng, Liu, Jie, Li, Xiaohang
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	PeerJ Inc. 2019
Materias:	Ecosystem Science
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6501779/ https://www.ncbi.nlm.nih.gov/pubmed/31110930 http://dx.doi.org/10.7717/peerj.6926

Ejemplares similares

Machine-learning-based quantitative estimation of soil organic carbon content by VIS/NIR spectroscopy
por: Ding, Jianli, et al.
Publicado: (2018)

Prediction of soil moisture using BiGRU-LSTM model with STL decomposition in Qinghai–Tibet Plateau
por: Zhao, Lufei, et al.
Publicado: (2023)

Classification of Toona sinensis Young Leaves Using Machine Learning and UAV-Borne Hyperspectral Imagery
por: Wu, Haoran, et al.
Publicado: (2022)

Estimation of Soil Salt Content and Organic Matter on Arable Land in the Yellow River Delta by Combining UAV Hyperspectral and Landsat-8 Multispectral Imagery
por: Sun, Mingyue, et al.
Publicado: (2022)

Estimating soil moisture content under grassland with hyperspectral data using radiative transfer modelling and machine learning
por: Döpper, Veronika, et al.
Publicado: (2022)

Effects of soil pH and texture on soil carbon and nitrogen in soil profiles under different land uses in Mun River Basin, Northeast Thailand
por: Zhou, Wenxiang, et al.
Publicado: (2019)

Assessing soil degradation under land-use change: insight from soil erosion and soil aggregate stability in a small karst catchment in southwest China
por: Liu, Man, et al.
Publicado: (2020)

Classification of Rice Yield Using UAV-Based Hyperspectral Imagery and Lodging Feature
por: Wang, Jian, et al.
Publicado: (2021)

Distribution of soil nutrients and erodibility factor under different soil types in an erosion region of Southeast China
por: Liu, Man, et al.
Publicado: (2021)

Linkages between soil carbon, soil fertility and nitrogen fixation in Acacia senegal plantations of varying age in Sudan
por: Abaker, Wafa E., et al.
Publicado: (2018)

Does elevated atmospheric CO(2)affect soil carbon burial and soil weathering in a forest ecosystem?
por: Gonzalez-Meler, Miquel A., et al.
Publicado: (2018)

Classifying ecosystems with metaproperties from terrestrial laser scanner data
por: Paynter, Ian, et al.
Publicado: (2017)

Stable nitrogen and carbon isotope compositions in plant-soil systems under different land-use types in a red soil region, Southeast China
por: Liu, Man, et al.
Publicado: (2022)

Tea cultivar classification and biochemical parameter estimation from hyperspectral imagery obtained by UAV
por: Tu, Yexin, et al.
Publicado: (2018)

UAVs, Hyperspectral Remote Sensing, and Machine Learning Revolutionizing Reef Monitoring
por: Parsons, Mark, et al.
Publicado: (2018)

Greenhouse gas flux with reflooding of a drained salt marsh soil
por: Wollenberg, Jan T., et al.
Publicado: (2018)

Stochastic and deterministic drivers of seasonal variation of fungal community in tobacco field soil
por: Li, Xing, et al.
Publicado: (2019)

Hydrological and soil physiochemical variables determine the rhizospheric microbiota in subtropical lakeshore areas
por: Zhang, Xiaoke, et al.
Publicado: (2020)

Soil functional responses to drought under range‐expanding and native plant communities
por: Manrubia, Marta, et al.
Publicado: (2019)

Non-destructive monitoring of amylose content in rice by UAV-based hyperspectral images
por: Wang, Fumin, et al.
Publicado: (2022)

Estimation of soil salt content by combining UAV-borne multispectral sensor and machine learning algorithms
por: Wei, Guangfei, et al.
Publicado: (2020)

Effects of field-grown transgenic switchgrass carbon inputs on soil organic carbon cycling
por: Xu, Sutie, et al.
Publicado: (2019)

Soil carbon storage is related to tree functional composition in naturally regenerating tropical forests
por: Wallwork, Abby, et al.
Publicado: (2022)

Soil Moisture Retrival Based on Sentinel-1 Imagery under Sparse Vegetation Coverage
por: Huang, Shuai, et al.
Publicado: (2019)

Soil Moisture, Organic Carbon, and Nitrogen Content Prediction with Hyperspectral Data Using Regression Models
por: Datta, Dristi, et al.
Publicado: (2022)

Seasonal variation in apparent conductivity and soil salinity at two Narragansett Bay, RI salt marshes
por: McKinney, Richard, et al.
Publicado: (2019)

Estimation of Soil Organic Carbon Content in the Ebinur Lake Wetland, Xinjiang, China, Based on Multisource Remote Sensing Data and Ensemble Learning Algorithms
por: Xie, Boqiang, et al.
Publicado: (2022)

Prediction of End-Of-Season Tuber Yield and Tuber Set in Potatoes Using In-Season UAV-Based Hyperspectral Imagery and Machine Learning
por: Sun, Chen, et al.
Publicado: (2020)

Land use is the main driver of soil organic carbon spatial distribution in a high mountain ecosystem
por: Fusaro, Carmine, et al.
Publicado: (2019)

Arsenic transfer along the soil-sclerotium-stroma chain in Chinese cordyceps and the related health risk assessment
por: Liu, YuGuo, et al.
Publicado: (2021)

Mapping barrier island soil moisture using a radiative transfer model of hyperspectral imagery from an unmanned aerial system
por: Eon, Rehman S., et al.
Publicado: (2021)

Lightweight Object Detection Algorithm for UAV Aerial Imagery
por: Wang, Jian, et al.
Publicado: (2023)

Germination of Acacia harpophylla (Brigalow) seeds in relation to soil water potential: implications for rehabilitation of a threatened ecosystem
por: Arnold, Sven, et al.
Publicado: (2014)

Habitat fragmentation is linked to cascading effects on soil functioning and CO(2) emissions in Mediterranean holm-oak-forests
por: Flores-Rentería, Dulce, et al.
Publicado: (2018)

Spatial distribution and ecological risk assessment of heavy metals in karst soils from the Yinjiang County, Southwest China
por: Han, Ruiyin, et al.
Publicado: (2022)

Effects of establishing cultivated grassland on soil organic carbon fractions in a degraded alpine meadow on the Tibetan Plateau
por: Liu, Xiang, et al.
Publicado: (2022)

Land use conversion from peat swamp forest to oil palm agriculture greatly modifies microclimate and soil conditions
por: Anamulai, Subasini, et al.
Publicado: (2019)

The linkages of plant, litter and soil C:N:P stoichiometry and nutrient stock in different secondary mixed forest types in the Qinling Mountains, China
por: Pang, Yue, et al.
Publicado: (2020)

Soil temperatures and active carbon components as key drivers of C stock dynamics between two different stand ages of Larix principis-rupprechtii plantation
por: Ma, Junyong, et al.
Publicado: (2020)

Assessment of Soybean Lodging Using UAV Imagery and Machine Learning
por: Sarkar, Shagor, et al.
Publicado: (2023)

Cannot write session to /tmp/vufind_sessions/sess_73580fgb1pahod3a8ienpk4pbo