Mapping Recent Lava Flows at Mount Etna Using Multispectral Sentinel-2 Images and Machine Learning Techniques
Published 2019 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Mapping Recent Lava Flows at Mount Etna Using Multispectral Sentinel-2 Images and Machine Learning Techniques
Authors
Keywords
-
Journal
Remote Sensing
Volume 11, Issue 16, Pages 1916
Publisher
MDPI AG
Online
2019-08-19
DOI
10.3390/rs11161916
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Role of Emissivity in Lava Flow ‘Distance-to-Run’ Estimates from Satellite-Based Volcano Monitoring
- (2019) Nikola Rogic et al. Remote Sensing
- The 2014–2015 Lava Flow Field at Holuhraun, Iceland: Using Airborne Hyperspectral Remote Sensing for Discriminating the Lava Surface
- (2019) Muhammad Aufaristama et al. Remote Sensing
- Smart Decision Support Systems for Volcanic Applications
- (2019) Claudia Corradino et al. Energies
- Towards Global Volcano Monitoring Using Multisensor Sentinel Missions and Artificial Intelligence: The MOUNTS Monitoring System
- (2019) Sébastien Valade et al. Remote Sensing
- A cloud detection algorithm for satellite imagery based on deep learning
- (2019) Jacob Høxbroe Jeppesen et al. REMOTE SENSING OF ENVIRONMENT
- Changing Eruptive Styles at the South-East Crater of Mount Etna: Implications for Assessing Lava Flow Hazards
- (2019) Annalisa Cappello et al. Frontiers in Earth Science
- Land cover classification analysis of volcanic island in Aleutian Arc using an artificial neural network (ANN) and a support vector machine (SVM) from Landsat imagery
- (2018) Prima Riza Kadavi et al. GEOSCIENCES JOURNAL
- Temperature Model Identification of FTU Liquid Lithium Limiter
- (2018) Maria Laura Apicella et al. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY
- The emplacement of the active lava flow at Sinabung Volcano, Sumatra, Indonesia, documented by structure-from-motion photogrammetry
- (2018) Brett B. Carr et al. JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH
- The effect of inflation on the morphology-derived rheological parameters of lava flows and its implications for interpreting remote sensing data - A case study on the 2014/2015 eruption at Holuhraun, Iceland
- (2018) S. Kolzenburg et al. JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH
- New Insights for Detecting and Deriving Thermal Properties of Lava Flow Using Infrared Satellite during 2014–2015 Effusive Eruption at Holuhraun, Iceland
- (2018) Muhammad Aufaristama et al. Remote Sensing
- Multilevel Cloud Detection for High-Resolution Remote Sensing Imagery Using Multiple Convolutional Neural Networks
- (2018) Yang Chen et al. ISPRS International Journal of Geo-Information
- The Volume of Lava Erupted During the 2014 to 2015 Eruption at Holuhraun, Iceland: A Comparison Between Satellite- and Ground-Based Measurements
- (2018) E. Bonny et al. JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH
- Satellite-driven modeling approach for monitoring lava flow hazards during the 2017 Etna eruption
- (2018) Annalisa Cappello et al. ANNALS OF GEOPHYSICS
- 3D Lava flow mapping of the 17–25 May 2016 Etna eruption using tri-stereo optical satellite data
- (2018) Gaetana Ganci et al. ANNALS OF GEOPHYSICS
- Application of Machine Learning to Classification of Volcanic Deformation in Routinely Generated InSAR Data
- (2018) N. Anantrasirichai et al. JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH
- Reconstructing lava flow emplacement histories with rheological and morphological analyses: the Harrat Rahat volcanic field, Kingdom of Saudi Arabia
- (2018) Hannah R. Dietterich et al. BULLETIN OF VOLCANOLOGY
- Effect of barriers and distance on song, genetic, and morphological divergence in the highland endemic Timberline Wren (Thryorchilus browni, Troglodytidae)
- (2018) Andrés Camacho-Alpízar et al. PLoS One
- Influence of topographic data uncertainties and model resolution on the numerical simulation of lava flows
- (2018) Giuseppe Bilotta et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Integrating multisensor satellite data merging and image reconstruction in support of machine learning for better water quality management
- (2017) Ni-Bin Chang et al. JOURNAL OF ENVIRONMENTAL MANAGEMENT
- Testing random forest classification for identifying lava flows and mapping age groups on a single Landsat 8 image
- (2017) Long Li et al. JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH
- Lava field evolution and emplacement dynamics of the 2014–2015 basaltic fissure eruption at Holuhraun, Iceland
- (2017) G.B.M. Pedersen et al. JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH
- Lidar surveys reveal eruptive volumes and rates at Etna, 2007-2010
- (2016) Boris Behncke et al. GEOPHYSICAL RESEARCH LETTERS
- High-resolution digital elevation model from tri-stereo Pleiades-1 satellite imagery for lava flow volume estimates at Fogo Volcano
- (2016) Marco Bagnardi et al. GEOPHYSICAL RESEARCH LETTERS
- Emplacement conditions of the 1256 AD Al-Madinah lava flow field in Harrat Rahat, Kingdom of Saudi Arabia — Insights from surface morphology and lava flow simulations
- (2016) Gábor Kereszturi et al. JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH
- Spatial prediction of rainfall-induced landslides for the Lao Cai area (Vietnam) using a hybrid intelligent approach of least squares support vector machines inference model and artificial bee colony optimization
- (2016) Dieu Tien Bui et al. Landslides
- Machine learning in geosciences and remote sensing
- (2016) David J. Lary et al. Geoscience Frontiers
- Lava flow hazard modeling during the 2014-2015 Fogo eruption, Cape Verde
- (2016) Annalisa Cappello et al. JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH
- Lava flow mapping and volume calculations for the 2012–2013 Tolbachik, Kamchatka, fissure eruption using bistatic TanDEM-X InSAR
- (2015) Julia Kubanek et al. BULLETIN OF VOLCANOLOGY
- Quantifying lava flow hazards in response to effusive eruption
- (2015) Ciro Del Negro et al. GEOLOGICAL SOCIETY OF AMERICA BULLETIN
- Lava flow hazards—An impending threat at Miyakejima volcano, Japan
- (2015) Annalisa Cappello et al. JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH
- Impact of effusive eruptions from the Eguas–Carvão fissure system, São Miguel Island, Azores Archipelago (Portugal)
- (2015) Dario Pedrazzi et al. JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH
- Exploring lava-flow hazards at Pico Island, Azores Archipelago (Portugal)
- (2015) Annalisa Cappello et al. TERRA NOVA
- High-resolution TanDEM-X DEM: An accurate method to estimate lava flow volumes at Nyamulagira Volcano (D. R. Congo)
- (2015) F. Albino et al. JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH
- Numerical simulation of basaltic lava flows in the Auckland Volcanic Field, New Zealand—implication for volcanic hazard assessment
- (2014) Gábor Kereszturi et al. BULLETIN OF VOLCANOLOGY
- Comparison of Classification Algorithms and Training Sample Sizes in Urban Land Classification with Landsat Thematic Mapper Imagery
- (2014) Congcong Li et al. Remote Sensing
- From source to surface: dynamics of Etna’s lava fountains investigated by continuous strain, magnetic, ground and satellite thermal data
- (2013) A. Bonaccorso et al. BULLETIN OF VOLCANOLOGY
- How volcanoes work: A 25 year perspective
- (2013) K. V. Cashman et al. GEOLOGICAL SOCIETY OF AMERICA BULLETIN
- Lava flow hazards at Mount Etna: constraints imposed by eruptive history and numerical simulations
- (2013) Ciro Del Negro et al. Scientific Reports
- Probabilistic modeling of future volcanic eruptions at Mount Etna
- (2013) Annalisa Cappello et al. JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH
- Sensitivity analysis of the MAGFLOW Cellular Automaton model for lava flow simulation
- (2012) Giuseppe Bilotta et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Tracking lava flow emplacement on the east rift zone of Kīlauea, Hawai‘i, with synthetic aperture radar coherence
- (2012) Hannah R. Dietterich et al. GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS
- An emergent strategy for volcano hazard assessment: From thermal satellite monitoring to lava flow modeling
- (2012) Gaetana Ganci et al. REMOTE SENSING OF ENVIRONMENT
- Mapping lava flows from Nyamuragira volcano (1967–2011) with satellite data and automated classification methods
- (2012) Elisabet M. Head et al. Geomatics Natural Hazards & Risk
- LIBSVM
- (2012) Chih-Chung Chang et al. ACM Transactions on Intelligent Systems and Technology
- Development of a machine learning technique for automatic analysis of seafloor image data: Case example, Pogonophora coverage at mud volcanoes
- (2011) A. Lüdtke et al. COMPUTERS & GEOSCIENCES
- Dynamics of a lava fountain revealed by geophysical, geochemical and thermal satellite measurements: The case of the 10 April 2011 Mt Etna eruption
- (2011) A. Bonaccorso et al. GEOPHYSICAL RESEARCH LETTERS
- Near-real-time forecasting of lava flow hazards during the 12-13 January 2011 Etna eruption
- (2011) A. Vicari et al. GEOPHYSICAL RESEARCH LETTERS
- Comparison of landslide susceptibility mapping methodologies for Koyulhisar, Turkey: conditional probability, logistic regression, artificial neural networks, and support vector machine
- (2009) Işık Yilmaz Environmental Earth Sciences
- Detecting the development of active lava flow fields with a very-long-range terrestrial laser scanner and thermal imagery
- (2009) M. R. James et al. GEOPHYSICAL RESEARCH LETTERS
- Spectral properties of volcanic materials from hyperspectral field and satellite data compared with LiDAR data at Mt. Etna
- (2009) Claudia Spinetti et al. International Journal of Applied Earth Observation and Geoinformation
- A probabilistic neural network for earthquake magnitude prediction
- (2009) Hojjat Adeli et al. NEURAL NETWORKS
- Neural networks as a tool for constructing continuous NDVI time series from AVHRR and MODIS
- (2008) M. E. Brown et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
Discover Peeref hubs
Discuss science. Find collaborators. Network.
Join a conversationFind the ideal target journal for your manuscript
Explore over 38,000 international journals covering a vast array of academic fields.
Search