Coupled estimation of global 500m daily aerodynamic roughness length, zero-plane displacement height and canopy height

Development of the GLASS 250-m leaf area index product (version 6) from MODIS data using the bidirectional LSTM deep learning model

(2022) Han Ma et al.   REMOTE SENSING OF ENVIRONMENT

Assessment of surface roughness and fractional vegetation coverage in the CoLM for modeling regional land surface temperature

(2021) Xiuliang Yuan et al.   AGRICULTURAL AND FOREST METEOROLOGY

Estimating global aerodynamic parameters in 1982–2017 using remote-sensing data and a turbulent transfer model

(2021) Ye Liu et al.   REMOTE SENSING OF ENVIRONMENT

Mapping multi-layered mangroves from multispectral, hyperspectral, and LiDAR data

(2021) Qiaosi Li et al.   REMOTE SENSING OF ENVIRONMENT

Deep Learning for Geophysics: Current and Future Trends

(2021) Siwei Yu et al.   REVIEWS OF GEOPHYSICS

Global estimates of 500 m daily aerodynamic roughness length from MODIS data

(2021) Zhong Peng et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Performance evaluation of GEDI and ICESat-2 laser altimeter data for terrain and canopy height retrievals

(2021) Aobo Liu et al.   REMOTE SENSING OF ENVIRONMENT

The ERA5 Global Reanalysis

(2020) Hans Hersbach et al.   QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY

Improving surface roughness lengths estimation using machine learning algorithms

(2020) Xiaolong Hu et al.   AGRICULTURAL AND FOREST METEOROLOGY

Mapping global forest canopy height through integration of GEDI and Landsat data

(2020) Peter Potapov et al.   REMOTE SENSING OF ENVIRONMENT

Machine learning for data-driven discovery in solid Earth geoscience

(2019) Karianne J. Bergen et al.   SCIENCE

Coupled estimation of 500 m and 8-day resolution global evapotranspiration and gross primary production in 2002–2017

(2019) Yongqiang Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

The FLUXCOM ensemble of global land-atmosphere energy fluxes

(2019) Martin Jung et al.   Scientific Data

On the Application of Linear Regression to Surface-Layer Wind Profiles for Deducing Roughness Length and Friction Velocity

(2019) Philippe Barnéoud et al.   BOUNDARY-LAYER METEOROLOGY

Reconstructed Solar-Induced Fluorescence: A Machine Learning Vegetation Product Based on MODIS Surface Reflectance to Reproduce GOME-2 Solar-Induced Fluorescence

(2018) P. Gentine et al.   GEOPHYSICAL RESEARCH LETTERS

Estimation of daily maximum and minimum air temperatures in urban landscapes using MODIS time series satellite data

(2018) Cheolhee Yoo et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Temporal Dynamics of Aerodynamic Canopy Height Derived From Eddy Covariance Momentum Flux Data Across North American Flux Networks

(2018) Housen Chu et al.   GEOPHYSICAL RESEARCH LETTERS

Simple Parameterization of Aerodynamic Roughness Lengths and the Turbulent Heat Fluxes at the Top of Midlatitude August-One Glacier, Qilian Mountains, China

(2018) Shuhai Guo et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Estimating Ground-Level PM2.5 by Fusing Satellite and Station Observations: A Geo-Intelligent Deep Learning Approach

(2017) Tongwen Li et al.   GEOPHYSICAL RESEARCH LETTERS

An End-Member-Based Two-Source Approach for Estimating Land Surface Evapotranspiration From Remote Sensing Data

(2017) Ronglin Tang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Climatologies at high resolution for the earth’s land surface areas

(2017) Dirk Nikolaus Karger et al.   Scientific Data

Effects of Roughness Length Parameterizations on Regional-Scale Land Surface Modeling of Alpine Grasslands in the Yangtze River Basin

(2016) Ying Huang et al.   JOURNAL OF HYDROMETEOROLOGY

A combined GLAS and MODIS estimation of the global distribution of mean forest canopy height

(2016) Yuanyuan Wang et al.   REMOTE SENSING OF ENVIRONMENT

A Method for Estimating the Aerodynamic Roughness Length with NDVI and BRDF Signatures Using Multi-Temporal Proba-V Data

(2016) Mingzhao Yu et al.   Remote Sensing

Seeing the Fields and Forests: Application of Surface-Layer Theory and Flux-Tower Data to Calculating Vegetation Canopy Height

(2015) Sam Pennypacker et al.   BOUNDARY-LAYER METEOROLOGY

Machine learning: Trends, perspectives, and prospects

(2015) M. I. Jordan et al.   SCIENCE

Estimation of Aerodynamic Roughness Length over Oasis in the Heihe River Basin by Utilizing Remote Sensing and Ground Data

(2015) Qiting Chen et al.   Remote Sensing

Intercomparison of Methods for the Simultaneous Estimation of Zero-Plane Displacement and Aerodynamic Roughness Length from Single-Level Eddy-Covariance Data

(2014) Alexander Graf et al.   BOUNDARY-LAYER METEOROLOGY

The NCEP Climate Forecast System Version 2

(2013) Suranjana Saha et al.   JOURNAL OF CLIMATE

Assessment of Roughness Length Schemes Implemented within the Noah Land Surface Model for High-Altitude Regions

(2013) Donghai Zheng et al.   JOURNAL OF HYDROMETEOROLOGY

Significant Decrease of Uncertainties in Sensible Heat Flux Simulation Using Temporally Variable Aerodynamic Roughness in Two Typical Forest Ecosystems of China

(2012) Yanlian Zhou et al.   Journal of Applied Meteorology and Climatology

An Improvement of Roughness Height Parameterization of the Surface Energy Balance System (SEBS) over the Tibetan Plateau

(2012) Xuelong Chen et al.   Journal of Applied Meteorology and Climatology

Estimating zero-plane displacement height and aerodynamic roughness length using synthesis of LiDAR and SPOT-5 data

(2011) X. Tian et al.   REMOTE SENSING OF ENVIRONMENT

Recent decline in the global land evapotranspiration trend due to limited moisture supply

(2010) Martin Jung et al.   NATURE

Parameterisation of aerodynamic roughness over boreal, cool- and warm-temperate forests

(2008) Taro Nakai et al.   AGRICULTURAL AND FOREST METEOROLOGY

Turbulent Flux Transfer over Bare-Soil Surfaces: Characteristics and Parameterization

(2008) Kun Yang et al.   Journal of Applied Meteorology and Climatology