Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources

S Salcedo-Sanz, P Ghamisi, M Piles, M Werner… - Information …, 2020 - Elsevier
This paper reviews the most important information fusion data-driven algorithms based on
Machine Learning (ML) techniques for problems in Earth observation. Nowadays we …

Understanding trade-offs and synergies of ecosystem services to support the decision-making in the Beijing–Tianjin–Hebei region

Z Feng, X Jin, T Chen, J Wu - Land Use Policy, 2021 - Elsevier
Understanding ecosystem service trade-offs and synergies is the foundation to achieve the
efficient management of the ecosystem and improve human well-being. However, the …

Urban flood mapping using SAR intensity and interferometric coherence via Bayesian network fusion

Y Li, S Martinis, M Wieland, S Schlaffer, R Natsuaki - Remote Sensing, 2019 - mdpi.com
Synthetic Aperture Radar (SAR) observations are widely used in emergency response for
flood mapping and monitoring. However, the current operational services are mainly …

Earth environmental monitoring using multi-temporal synthetic aperture radar: A critical review of selected applications

D Amitrano, G Di Martino, R Guida, P Iervolino… - Remote Sensing, 2021 - mdpi.com
Microwave remote sensing has widely demonstrated its potential in the continuous
monitoring of our rapidly changing planet. This review provides an overview of state-of-the …

Floodwater detection in urban areas using Sentinel-1 and WorldDEM data

DC Mason, SL Dance, HL Cloke - Journal of Applied Remote …, 2021 - spiedigitallibrary.org
Remote sensing using synthetic aperture radar (SAR) is an important tool for emergency
flood incident management. At present, operational services are mainly aimed at flood …

Enhanced flood mapping using synthetic aperture radar (SAR) images, hydraulic modelling, and social media: A case study of Hurricane Harvey (Houston, TX)

V Scotti, M Giannini, F Cioffi - Journal of Flood Risk …, 2020 - Wiley Online Library
Post event flooding maps are currently extracted from synthetic‐aperture radar (SAR) and/or
optical satellite images or developing using hydraulic model simulations. Several sources of …

Improving urban flood mapping by merging synthetic aperture radar-derived flood footprints with flood hazard maps

DC Mason, J Bevington, SL Dance, B Revilla-Romero… - Water, 2021 - mdpi.com
Remotely sensed flood extents obtained in near real-time can be used for emergency flood
incident management and as observations for assimilation into flood forecasting models …

Integrating C-and L-band SAR imagery for detailed flood monitoring of remote vegetated areas

A Refice, M Zingaro, A D'Addabbo, M Chini - Water, 2020 - mdpi.com
Flood detection and monitoring is increasingly important, especially on remote areas such
as African tropical river basins, where ground investigations are difficult. We present an …

Formation of fused images of the land surface from radar and optical images in spatially distributed on-board operational monitoring systems

VA Nenashev, IG Khanykov - Journal of Imaging, 2021 - mdpi.com
This paper considers the issues of image fusion in a spatially distributed small-size on-board
location system for operational monitoring. The purpose of this research is to develop a new …

High-Resolution Flood Monitoring Based on Advanced Statistical Modeling of Sentinel-1 Multi-Temporal Stacks

R Colacicco, A Refice, R Nutricato, F Bovenga… - Remote Sensing, 2024 - mdpi.com
High-resolution flood monitoring can be achieved relying on multi-temporal analysis of
remote sensing SAR data, through the implementation of semi-automated systems …