The 7th International Conference on Time Series and Forecasting 2021
DOI: 10.3390/engproc2021005005
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The Use of Satellite TIR Time Series for Thermal Anomalies’ Detection on Natural and Urban Areas

Abstract: In this work, the land surface temperature time series derived using Thermal InfraRed (TIR) satellite data offers the possibility to detect thermal anomalies by using the PCA method. This approach produces very detailed maps of thermal anomalies, both in geothermal areas and in urban areas. Tests were conducted on the following three Italian sites: Solfatara-Campi Flegrei (Naples), Parco delle Biancane (Grosseto) and Modena city.

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Cited by 2 publications
(4 citation statements)
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“…Campi Flegrei is a volcanic caldera located in southern Italy, west of the city of Naples, well known by the scientific community because of the very high volcanic risk associated. It is indeed a highly urbanized area undergoing periodic phases of unrest, causing inflation or deflation with ground deformation rate up to some mm/month and several related effects such as shallow depth seismic swarms 1 , 2 , soil temperature variations and degassing in the caldera center, i.e in the Solfatara-Pisciarelli volcanic district 3 5 . Such phenomenon of ground displacement, known as the Campi Flegrei bradyseism , has also been mapped by archaeological records 6 , 7 .…”
Section: Background and Summarymentioning
confidence: 99%
“…Campi Flegrei is a volcanic caldera located in southern Italy, west of the city of Naples, well known by the scientific community because of the very high volcanic risk associated. It is indeed a highly urbanized area undergoing periodic phases of unrest, causing inflation or deflation with ground deformation rate up to some mm/month and several related effects such as shallow depth seismic swarms 1 , 2 , soil temperature variations and degassing in the caldera center, i.e in the Solfatara-Pisciarelli volcanic district 3 5 . Such phenomenon of ground displacement, known as the Campi Flegrei bradyseism , has also been mapped by archaeological records 6 , 7 .…”
Section: Background and Summarymentioning
confidence: 99%
“…The images used in this work ( Table 2 ) were provided by the USGS EarthExplorer platform ( , accessed on 22 February 2022). For the thermal analyses, only nighttime data were used to minimize the effects of topography and surface insolation [ 25 , 26 , 27 , 44 ].…”
Section: Methodsmentioning
confidence: 99%
“…Due to the difficulty in quantitatively measuring the surface temperature due to pixel saturation problems or atmospheric attenuation, some studies are based on determining pixel value thresholds by isolating the background temperature found in each image. The anomalous pixel value may be above average plus a standard deviation (σ), as in [ 24 ], above average +2σ [ 25 ], or with multiple thresholds [ 26 ], since a maximum temperature in one image can represent a normality scenario in another [ 16 , 27 ].…”
Section: Introductionmentioning
confidence: 99%
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