A Google Earth Engine Tool to Investigate, Map and Monitor Volcanic Thermal Anomalies at Global Scale by Means of Mid-High Spatial Resolution Satellite Data

被引:47
作者
Genzano, Nicola [1 ]
Pergola, Nicola [2 ]
Marchese, Francesco [2 ]
机构
[1] Univ Basilicata, Sch Engn, Via Ateneo Lucano, I-85100 Potenza, Italy
[2] CNR, Inst Methodol Environm Anal, I-85050 Tito, Pz, Italy
关键词
volcanoes; Sentinel-2; Landsat-8; NHI; MOUNT ST-HELENS; OLDOINYO-LENGAI; ERUPTION; IMAGES; SENTINEL-2A; OLI;
D O I
10.3390/rs12193232
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Several satellite-based systems have been developed over the years to study and monitor thermal volcanic activity. Most of them use high temporal resolution satellite data, provided by sensors like the Moderate Resolution Imaging Spectroradiometer (MODIS) that if on the one hand guarantee a continuous monitoring of active volcanic areas on the other hand are less suited to map thermal anomalies, and to provide accurate information about their features. The Multispectral Instrument (MSI) and the Operational Land Imager (OLI), respectively, onboard the Sentinel-2 and Landsat-8 satellites, providing Short-Wave Infrared (SWIR) data at 20 m (MSI) and 30 m (OLI) spatial resolution, may make an important contribution in this area. In this work, we present the first Google Earth Engine (GEE) App to investigate, map and monitor volcanic thermal anomalies at global scale, integrating Landsat-8 OLI and Sentinel-2 MSI observations. This open tool, which implements the Normalized Hot spot Indices (NHI) algorithm, enables the analysis of more than 1400 active volcanoes, with very low processing times, thanks to the high GEE computational resources. Performance and limitations of the tool, such as its next upgrades, aiming at increasing the user-friendly experience and extending the temporal range of data analyses, are analyzed and discussed.
引用
收藏
页码:1 / 22
页数:22
相关论文
共 74 条
[1]   Google Earth Engine Cloud Computing Platform for Remote Sensing Big Data Applications: A Comprehensive Review [J].
Amani, Meisam ;
Ghorbanian, Arsalan ;
Ahmadi, Seyed Ali ;
Kakooei, Mohammad ;
Moghimi, Armin ;
Mirmazloumi, S. Mohammad ;
Moghaddam, Sayyed Hamed Alizadeh ;
Mahdavi, Sahel ;
Ghahremanloo, Masoud ;
Parsian, Saeid ;
Wu, Qiusheng ;
Brisco, Brian .
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2020, 13 :5326-5350
[2]  
Anantrasirichai N., 2018, ARXIV180300380
[3]  
[Anonymous], 2013, VOLCANOES WORLD, DOI [DOI 10.5479/SI.GVP.VOTW4-2013, 10.5479/si.GVP.VOTW4-2013]
[4]   Using Window Regression to Gap-Fill Landsat ETM plus Post SLC-Off Data [J].
Brooks, Evan B. ;
Wynne, Randolph H. ;
Thomas, Valerie A. .
REMOTE SENSING, 2018, 10 (10)
[5]   A Fiasco of Volcanic Proportions? Eyjafjallajokull and the Closure of European Airspace [J].
Budd, Lucy ;
Griggs, Steven ;
Howarth, David ;
Ison, Stephen .
MOBILITIES, 2011, 6 (01) :31-40
[6]   Dynamics of the Mount Nyiragongo lava lake [J].
Burgi, P. -Y. ;
Darrah, T. H. ;
Tedesco, D. ;
Eymold, W. K. .
JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH, 2014, 119 (05) :4106-4122
[7]   Surface Temperature Multiscale Monitoring by Thermal Infrared Satellite and Ground Images at Campi Flegrei Volcanic Area (Italy) [J].
Caputo, Teresa ;
Sessa, Eliana Bellucci ;
Silvestri, Malvina ;
Buongiorno, Maria Fabrizia ;
Musacchio, Massimo ;
Sansivero, Fabio ;
Vilardo, Giuseppe .
REMOTE SENSING, 2019, 11 (09)
[8]   Empirical cross sensor comparison of Sentinel-2A and 2B MSI, Landsat-8 OLI, and Landsat-7 ETM + top of atmosphere spectral characteristics over the conterminous United States [J].
Chastain, Robert ;
Housman, Ian ;
Goldstein, Joshua ;
Finco, Mark ;
Tenneson, Karis .
REMOTE SENSING OF ENVIRONMENT, 2019, 221 :274-285
[9]  
Coppola D, 2016, GEOL SOC SPEC PUBL, V426, P181, DOI 10.1144/SP426.5
[10]  
Coppola D., 2019, FREAS, V7, P362, DOI DOI 10.3389/feart.2019.00362