STA-GAN: A Spatio-Temporal Attention Generative Adversarial Network for Missing Value Imputation in Satellite Data

High-Resolution Seamless Daily Sea Surface Temperature Based on Satellite Data Fusion and Machine Learning over Kuroshio Extension

(2022) Sihun Jung et al.   Remote Sensing

Variability of Chlorophyll-a and Secchi Disk Depth (1997–2019) in the Bohai Sea Based on Monthly Cloud-Free Satellite Data Reconstructions

(2022) Junting Guo et al.   Remote Sensing

Missing Data Imputation in GNSS Monitoring Time Series Using Temporal and Spatial Hankel Matrix Factorization

(2022) Hanlin Liu et al.   Remote Sensing

Data reconstruction of daily MODIS chlorophyll-a concentration and spatio-temporal variations in the Northwestern Pacific

(2022) Mingming Xing et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Prediction of Sea Surface Temperature by Combining Interdimensional and Self-Attention with Neural Networks

(2022) Xing Guo et al.   Remote Sensing

Spatial-temporal attention network for multistep-ahead forecasting of chlorophyll

(2021) Xiaoyu He et al.   APPLIED INTELLIGENCE

A machine learning approach for spatiotemporal imputation of MODIS chlorophyll-a

(2021) Hamid Mohebzadeh et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Reconstruction of arctic SST data and generation of multi-source satellite fusion products with high temporal and spatial resolutions

(2021) Yuheng Li et al.   Remote Sensing Letters

Data-Driven Interpolation of Sea Surface Suspended Concentrations Derived from Ocean Colour Remote Sensing Data

(2021) Jean-Marie Vient et al.   Remote Sensing

Two-Decade Variability of Sea Surface Temperature and Chlorophyll-a in the Northern South China Sea as Revealed by Reconstructed Cloud-Free Satellite Data

(2021) Chunlei Ma et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Application of DINCAE to Reconstruct the Gaps in Chlorophyll-a Satellite Observations in the South China Sea and West Philippine Sea

(2020) Zhaohui Han et al.   Remote Sensing

Deep learning in environmental remote sensing: Achievements and challenges

(2020) Qiangqiang Yuan et al.   REMOTE SENSING OF ENVIRONMENT

Machine learning techniques for regional scale estimation of high-resolution cloud-free daily sea surface temperatures from MODIS data

(2020) Swathy Sunder et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Data Reconstruction for Remotely Sensed Chlorophyll-a Concentration in the Ross Sea Using Ensemble-Based Machine Learning

(2020) Jinku Park et al.   Remote Sensing

Purely satellite data–driven deep learning forecast of complicated tropical instability waves

(2020) Gang Zheng et al.   Science Advances

Improvements of the Daily Optimum Interpolation Sea Surface Temperature (DOISST) Version 2.1

(2020) Boyin Huang et al.   JOURNAL OF CLIMATE

SolarGAN: Multivariate Solar Data Imputation Using Generative Adversarial Network

(2020) Wenjie Zhang et al.   IEEE Transactions on Sustainable Energy

A Machine Learning Approach to Estimate Surface Chlorophyll a Concentrations in Global Oceans From Satellite Measurements

(2020) Chuanmin Hu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep Learning for Spatio-Temporal Data Mining: A Survey

(2020) Senzhang Wang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

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

(2019) Markus Reichstein et al.   NATURE

Prediction of a typhoon track using a generative adversarial network and satellite images

(2019) Mario Rüttgers et al.   Scientific Reports

Reconstruction of Ocean Color Data Using Machine Learning Techniques in Polar Regions: Focusing on Off Cape Hallett, Ross Sea

(2019) Jinku Park et al.   Remote Sensing

Red tide detection using deep learning and high-spatial resolution optical satellite imagery

(2019) Min-Sun Lee et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

An Adaptive Scale Sea Surface Temperature Predicting Method Based on Deep Learning With Attention Mechanism

(2019) Jiang Xie et al.   IEEE Geoscience and Remote Sensing Letters

A nowcasting model for the prediction of typhoon tracks based on a long short term memory neural network

(2018) Song Gao et al.   ACTA OCEANOLOGICA SINICA

Gap Filling of Missing Data for VIIRS Global Ocean Color Products Using the DINEOF Method

(2018) Xiaoming Liu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Red tide time series forecasting by combining ARIMA and deep belief network

(2017) Mengjiao Qin et al.   KNOWLEDGE-BASED SYSTEMS

In Situ Eddy Analysis in a High-Resolution Ocean Climate Model

(2016) Jonathan Woodring et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Global Daily High-Resolution Satellite-Based Foundation Sea Surface Temperature Dataset: Development and Validation against Two Definitions of Foundation SST

(2016) Kohtaro Hosoda et al.   Remote Sensing

Spatial Interpolation to Predict Missing Attributes in GIS Using Semantic Kriging

(2014) Shrutilipi Bhattacharjee et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Spatial and Temporal Distribution of Clouds Observed by MODIS Onboard the Terra and Aqua Satellites

(2013) Michael D. King et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Reconstruction of satellite chlorophyll images under heavy cloud coverage using a neural classification method

(2013) Manel Jouini et al.   REMOTE SENSING OF ENVIRONMENT

The Operational Sea Surface Temperature and Sea Ice Analysis (OSTIA) system

(2011) Craig J. Donlon et al.   REMOTE SENSING OF ENVIRONMENT

Interpretation of sea surface wind interannual vector EOFs over the China seas

(2010) Xixi Zhao et al.   CHINESE JOURNAL OF OCEANOLOGY AND LIMNOLOGY