Estimation of root zone soil moisture from ground and remotely sensed soil information with multisensor data fusion and automated machine learning
出版年份 2021 全文链接
标题
Estimation of root zone soil moisture from ground and remotely sensed soil information with multisensor data fusion and automated machine learning
作者
关键词
Soil moisture, Soil properties, Automated machine learning, UAS, Remote sensing
出版物
REMOTE SENSING OF ENVIRONMENT
Volume 260, Issue -, Pages 112434
出版商
Elsevier BV
发表日期
2021-04-11
DOI
10.1016/j.rse.2021.112434
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注意：仅列出部分参考文献，下载原文获取全部文献信息。- A machine learning model for detecting invasive ductal carcinoma with Google Cloud AutoML Vision
- (2020) Yan Zeng et al. COMPUTERS IN BIOLOGY AND MEDICINE
- Using UAV Visible Images to Estimate the Soil Moisture of Steppe
- (2020) Fengshuai Lu et al. Water
- Urban Tree Species Classification Using a WorldView-2/3 and LiDAR Data Fusion Approach and Deep Learning
- (2019) Sean Hartling et al. SENSORS
- Ground, Proximal and Satellite Remote Sensing of Soil Moisture
- (2019) Ebrahim Babaeian et al. REVIEWS OF GEOPHYSICS
- Deep learning and process understanding for data-driven Earth system science
- (2019) Markus Reichstein et al. NATURE
- AutoML for Architecting Efficient and Specialized Neural Networks
- (2019) Han Cai et al. IEEE MICRO
- Verification of novel integrations of swarm intelligence algorithms into deep learning neural network for flood susceptibility mapping
- (2019) Quang-Thanh Bui et al. JOURNAL OF HYDROLOGY
- Soybean yield prediction from UAV using multimodal data fusion and deep learning
- (2019) Maitiniyazi Maimaitijiang et al. REMOTE SENSING OF ENVIRONMENT
- A hybrid training approach for leaf area index estimation via Cubist and random forests machine-learning
- (2018) Rasmus Houborg et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Mapping soil moisture with the OPtical TRApezoid Model (OPTRAM) based on long-term MODIS observations
- (2018) Ebrahim Babaeian et al. REMOTE SENSING OF ENVIRONMENT
- dPEN: deep Progressively Expanded Network for mapping heterogeneous agricultural landscape using WorldView-3 satellite imagery
- (2018) Paheding Sidike et al. REMOTE SENSING OF ENVIRONMENT
- UAV based soil moisture remote sensing in a karst mountainous catchment
- (2018) Wei Luo et al. CATENA
- Daily Evapotranspiration Mapping Using Regression Random Forest Models
- (2017) Consuelo Gonzalo-Martin et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Unmanned Aerial System (UAS)-based phenotyping of soybean using multi-sensor data fusion and extreme learning machine
- (2017) Maitiniyazi Maimaitijiang et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Comprehensive survey of deep learning in remote sensing: theories, tools, and challenges for the community
- (2017) John E. Ball et al. Journal of Applied Remote Sensing
- Assessment of the SMAP Level-4 Surface and Root-Zone Soil Moisture Product Using In Situ Measurements
- (2017) Rolf H. Reichle et al. JOURNAL OF HYDROMETEOROLOGY
- A Gradient-Boosting Machine for Hierarchically Clustered Data
- (2017) Patrick J. Miller et al. MULTIVARIATE BEHAVIORAL RESEARCH
- The optical trapezoid model: A novel approach to remote sensing of soil moisture applied to Sentinel-2 and Landsat-8 observations
- (2017) Morteza Sadeghi et al. REMOTE SENSING OF ENVIRONMENT
- Spatiotemporal predictions of soil properties and states in variably saturated landscapes
- (2017) Trenton E. Franz et al. Journal of Geophysical Research-Biogeosciences
- Machine learning in geosciences and remote sensing
- (2016) David J. Lary et al. Geoscience Frontiers
- UAVs challenge to assess water stress for sustainable agriculture
- (2015) J. Gago et al. AGRICULTURAL WATER MANAGEMENT
- A linear physically-based model for remote sensing of soil moisture using short wave infrared bands
- (2015) Morteza Sadeghi et al. REMOTE SENSING OF ENVIRONMENT
- Index of Soil Moisture Using Raw Landsat Image Digital Count Data in Texas High Plains
- (2015) Sanaz Shafian et al. Remote Sensing
- Unmanned aerial systems for photogrammetry and remote sensing: A review
- (2014) I. Colomina et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- On the spatio-temporal dynamics of soil moisture at the field scale
- (2013) H. Vereecken et al. JOURNAL OF HYDROLOGY
- The ASCAT Soil Moisture Product: A Review of its Specifications, Validation Results, and Emerging Applications
- (2013) Wolfgang Wagner et al. METEOROLOGISCHE ZEITSCHRIFT
- Soil moisture mapping using Sentinel-1 images: Algorithm and preliminary validation
- (2013) S. Paloscia et al. REMOTE SENSING OF ENVIRONMENT
- Connecting Satellite Observations with Water Cycle Variables Through Land Data Assimilation: Examples Using the NASA GEOS-5 LDAS
- (2013) Rolf H. Reichle et al. SURVEYS IN GEOPHYSICS
- Assimilation of passive and active microwave soil moisture retrievals
- (2012) C. S. Draper et al. GEOPHYSICAL RESEARCH LETTERS
- Sensitivity study of soil moisture on the temporal evolution of surface temperature over bare surfaces
- (2012) Wei Zhao et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Electromagnetic induction for mapping textural contrasts of mine tailing deposits
- (2012) Grey S. Nearing et al. JOURNAL OF APPLIED GEOPHYSICS
- The Soil Moisture Active Passive (SMAP) Mission
- (2010) Dara Entekhabi et al. PROCEEDINGS OF THE IEEE
- Physical controls of near-surface soil moisture across varying spatial scales in an agricultural landscape during SMEX02
- (2010) Champa Joshi et al. WATER RESOURCES RESEARCH
- Soil Moisture Measurement for Ecological and Hydrological Watershed-Scale Observatories: A Review
- (2008) D. A. Robinson et al. VADOSE ZONE JOURNAL
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