Refining aerosol optical depth retrievals over land by constructing the relationship of spectral surface reflectances through deep learning: Application to Himawari-8

Impact of Aerosol Vertical Distribution on Aerosol Optical Depth Retrieval from Passive Satellite Sensors

(2020) Chong Li et al.   Remote Sensing

Estimation of Surface Shortwave Radiation From Himawari-8 Satellite Data Based on a Combination of Radiative Transfer and Deep Neural Network

(2020) Run Ma et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep learning PM2.5 concentrations with bidirectional LSTM RNN

(2019) Weitian Tong et al.   Air Quality Atmosphere and Health

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

(2019) Markus Reichstein et al.   NATURE

Comparison and evaluation of MODIS Multi-angle Implementation of Atmospheric Correction (MAIAC) aerosol product over South Asia

(2019) Alaa Mhawish et al.   REMOTE SENSING OF ENVIRONMENT

New Era of Air Quality Monitoring from Space: Geostationary Environment Monitoring Spectrometer (GEMS)

(2019) Jhoon Kim et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Estimating 1-km-resolution PM2.5 concentrations across China using the space-time random forest approach

(2019) Jing Wei et al.   REMOTE SENSING OF ENVIRONMENT

Satellite-Derived 1-km-Resolution PM1 Concentrations from 2014 to 2018 across China

(2019) Jing Wei et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Declining Summertime Local‐Scale Precipitation Frequency Over China and the United States, 1981–2012: The Disparate Roles of Aerosols

(2019) Jianping Guo et al.   GEOPHYSICAL RESEARCH LETTERS

Evaluation and uncertainty estimate of next-generation geostationary meteorological Himawari-8/AHI aerosol products

(2019) Jing Wei et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A new method to retrieve the diurnal variability of planetary boundary layer height from lidar under different thermodynamic stability conditions

(2019) Tianning Su et al.   REMOTE SENSING OF ENVIRONMENT

Comprehensive Study of Optical, Physical, Chemical, and Radiative Properties of Total Columnar Atmospheric Aerosols over China: An Overview of Sun–Sky Radiometer Observation Network (SONET) Measurements

(2018) Z. Q. Li et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Methods for interpreting and understanding deep neural networks

(2018) Grégoire Montavon et al.   DIGITAL SIGNAL PROCESSING

Vertical profile of polarization over Vladivostok using horizon shadowing: Clues to understanding the altitude variation of reflectance of aerosol particles

(2018) Andrey N. Pavlov et al.   JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER

Common Retrieval of Aerosol Properties for Imaging Satellite Sensors

(2018) Mayumi YOSHIDA et al.   JOURNAL OF THE METEOROLOGICAL SOCIETY OF JAPAN

Visual interpretability for deep learning: a survey

(2018) Quan-shi Zhang et al.   Frontiers of Information Technology & Electronic Engineering

MODIS Collection 6.1 aerosol optical depth products over land and ocean: validation and comparison

(2018) Jing Wei et al.   ATMOSPHERIC ENVIRONMENT

An Improved High-Spatial-Resolution Aerosol Retrieval Algorithm for MODIS Images Over Land

(2018) Jing Wei et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Validation of Himawari-8 aerosol optical depth retrievals over China

(2018) Zhaoyang Zhang et al.   ATMOSPHERIC ENVIRONMENT

Declining frequency of summertime local-scale precipitation over eastern China from 1970 to 2010 and its potential link to aerosols

(2017) Jianping Guo et al.   GEOPHYSICAL RESEARCH LETTERS

A survey of deep neural network architectures and their applications

(2017) Weibo Liu et al.   NEUROCOMPUTING

Evaluation of MODIS Collection 6 aerosol retrieval algorithms over Indo-Gangetic Plain: Implications of aerosols types and mass loading

(2017) Alaa Mhawish et al.   REMOTE SENSING OF ENVIRONMENT

Evaluation of VIIRS Land Aerosol Model Selection with AERONET Measurements

(2017) Wei Wang et al.   International Journal of Environmental Research and Public Health

Estimation of long-term population exposure to PM 2.5 for dense urban areas using 1-km MODIS data

(2016) Changqing Lin et al.   REMOTE SENSING OF ENVIRONMENT

The Sensitivity of AOD Retrieval to Aerosol Type and Vertical Distribution over Land with MODIS Data

(2016) Yerong Wu et al.   Remote Sensing

How well do satellite AOD observations represent the spatial and temporal variability of PM 2.5 concentration for the United States?

(2015) Jing Li et al.   ATMOSPHERIC ENVIRONMENT

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Using satellite remote sensing data to estimate the high-resolution distribution of ground-level PM2.5

(2015) Changqing Lin et al.   REMOTE SENSING OF ENVIRONMENT

Identifying causal gateways and mediators in complex spatio-temporal systems

(2015) Jakob Runge et al.   Nature Communications

Effect of the Aerosol Model Assumption on the Atmospheric Correction over Land: Case Studies with CHRIS/PROBA Hyperspectral Images over Benelux

(2015) Cecilia Tirelli et al.   Remote Sensing

Suomi-NPP VIIRS aerosol algorithms and data products

(2013) John M. Jackson et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Application of spectral analysis techniques in the intercomparison of aerosol data: 1. An EOF approach to analyze the spatial-temporal variability of aerosol optical depth using multiple remote sensing data sets

(2013) Jing Li et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Enhanced Deep Blue aerosol retrieval algorithm: The second generation

(2013) N. C. Hsu et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Multi-column deep neural network for traffic sign classification

(2012) Dan Cireşan et al.   NEURAL NETWORKS

Observationally constrained estimates of carbonaceous aerosol radiative forcing

(2012) C. E. Chung et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Long-term impacts of aerosols on the vertical development of clouds and precipitation

(2011) Zhanqing Li et al.   Nature Geoscience

Online simulations of global aerosol distributions in the NASA GEOS-4 model and comparisons to satellite and ground-based aerosol optical depth

(2010) Peter Colarco et al.   JOURNAL OF GEOPHYSICAL RESEARCH

MISR Aerosol Product Attributes and Statistical Comparisons With MODIS

(2009) R.A. Kahn et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Sensitivity Analysis of k-Fold Cross Validation in Prediction Error Estimation

(2009) J.D. Rodriguez et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Retrieving aerosol optical depth using visible and mid‐IR channels from geostationary satellite MTSAT‐1R

(2008) J. Kim et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Global aerosol climatology from the MODIS satellite sensors

(2008) Lorraine A. Remer et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Remote sensing of aerosol and radiation from geostationary satellites

(2007) Istvan Laszlo et al.   ADVANCES IN SPACE RESEARCH