Processing Thermal Infrared Imagery Time-Series from Volcano Permanent Ground-Based Monitoring Network. Latest Methodological Improvements to Characterize Surface Temperatures Behavior of Thermal Anomaly Areas
Language
English
Obiettivo Specifico
1IT. Reti di monitoraggio e sorveglianza
Status
Published
JCR Journal
JCR Journal
Peer review journal
Yes
Journal
Issue/vol(year)
/11 (2019)
Pages (printed)
id 553
Date Issued
March 6, 2019
Alternative Location
Subjects
05.06. Methods
Abstract
Abstract: In this technical paper, the state-of-art of automated procedures to process thermal infrared (TIR) scenes acquired by a permanent ground-based surveillance system, is discussed. TIR scenes regard diffuse degassing areas at Campi Flegrei and Vesuvio in the Neapolitan volcanic district (Italy). The processing system was developed in-house by using the flexible and fast processing Matlab© environment. The multi-step procedure, starting from raw infrared (IR) frames, generates a final product consisting mainly of de-seasoned temperatures and heat fluxes time-series as well as maps of
yearly rates of temperature change of the IR frames. Accurate descriptions of all operational phases and of the procedures of analysis are illustrated; a Matlab© code (Natick, MA, USA) is provided as supplementary material. This product is ordinarily addressed to study volcanic dynamics and improve the forecasting of the volcanic activity. Nevertheless, it can be a useful tool to investigate the surface temperature field of any areas subjected to thermal anomalies, both of natural and anthropic origin.
yearly rates of temperature change of the IR frames. Accurate descriptions of all operational phases and of the procedures of analysis are illustrated; a Matlab© code (Natick, MA, USA) is provided as supplementary material. This product is ordinarily addressed to study volcanic dynamics and improve the forecasting of the volcanic activity. Nevertheless, it can be a useful tool to investigate the surface temperature field of any areas subjected to thermal anomalies, both of natural and anthropic origin.
References
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using a K alman filter technique. In Remote Sensing of Volcanoes and Volcanic Process; Pyle, D.M., Mather, T.A.,
Biggs, J., Eds.; Geological Society of London Special Publications: London, UK, 2013; Volume 380,
pp. 139–160.
11. Vaughan, R.G.; Heasler, H.; Jaworowski, C.; Lowenstern, J.B.; Keszthelyi, L.P. Provisional maps of thermal
areas in Yellowstone National Park, based on satellite thermal infrared imaging and field observations.
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[CrossRef]
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Quantitative Determination of Multi-Species Emission Fluxes. Geosciences 2018, 8, 44. [CrossRef]
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inferred from thermal imaging and infrasound array. Earth Planet. Sci. Lett. 2018, 500, 192–204. [CrossRef]
18. Chiodini, G.; Vilardo, G.; Augusti, V.; Granieri, D.; Caliro, S.; Minopoli, C.; Terranova, C. Thermal monitoring
of hydrothermal activity by permanent infrared automatic stations: Results obtained at Solfatara di Pozzuoli,
Campi Flegrei (Italy). J. Geophys. Res. 2007, 112, B12206. [CrossRef]
19. Sansivero, F.; Scarpato, G.; Vilardo, G. The automated infrared thermal imaging system for the continuous
long-term monitoring of the surface temperature of the Vesuvius crater. Ann. Geophys. 2013, 56, S0454.
[CrossRef]
20. Vilardo, G.; Sansivero, F.; Chiodini, G. Long-term TIR imagery processing for spatiotemporal monitoring
of surface thermal features in volcanic environment: A case study in the Campi Flegrei (Southern Italy).
J. Geophys. Res. Solid Earth 2015, 120, 812–826. [CrossRef]
21. Kieffer, H.H.; Frank, D.; Friedman, J.D. Thermal infrared surveys at Mount St. Helens—observations prior
to the eruption of May 18. In: Lipman P.W., Mullineaux D.R. (Eds). The 1980 eruptions of Mount St. Helens,
Washington. USGS Prof. Pap. 1981, 1250, 257–278.
22. Bonaccorso, A.; Calvari, S.; Garfì, G.; Lodato, L.; Patanè, D. Dynamics of the December 2002 flank failure and
tsunami at Stromboli volcano inferred by volcanological and geophysical observations. Geophys. Res. Lett.
2003, 30, 1941–1944. [CrossRef]
23. Hernández, P.A.; Pérez, N.M.; Varekamp, J.C.; Henriquez, B.; Hernández, A.; Barrancos, J.; Padron, E.;
Calvo, D.; Melian, G. Crater lake temperature changes of the 2005 eruption of Santa Ana Volcano, El Salvador,
Central America. Pure. App. Geophys. 2007, 164, 2507–2522. [CrossRef]
24. Yokoo, A. Continuous thermal monitoring of the 2008 eruptions at Showa crater of Sakurajima volcano,
Japan. Earth Planets Space 2009, 61, 1345–1350. [CrossRef]
25. Di Vito, M.A.; Acocella, V.; Aiello, G.; Barra, D.; Battaglia, M.; Carandente, A.; Del Gaudio, C.; de Vita, S.;
Ricciardi, G.P.; Ricco, C.; Scandone, R.; Terrasi, F. Magma transfer at Campi Flegrei caldera (Italy) before the
1538 AD eruption. Sci. Rep. 2016, 6, 32245. [CrossRef] [PubMed]
26. Caliro, S.; Chiodini, G.; Moretti, R.; Avino, R.; Granieri, D.; Russo, M.; Fiebig, J. The origin of the fumaroles
of La Solfatara (Campi Flegrei, south Italy). Geochim. Cosmochim. Acta 2007, 71, 3040–3055. [CrossRef]
27. Chiodini, G.; Vandemeulebrouck, J.; Caliro, S.; D’Auria, L.; De Martino, P.; Mangiacapra, A.; Petrillo, Z.
Evidence of thermal-driven processes triggering the 2005–2014 unrest at Campi Flegrei caldera. Earth Planet.
Sci. Lett. 2015, 414, 58–67. [CrossRef]
28. Montanaro, C.; Scheu, B.; Mayer, K.; Orsi, G.; Moretti, R.; Isaia, R.; Dingwell, D.B. Experimental investigations
on the explosivity of steam-driven eruptions: A case study of Solfatara volcano (Campi Flegrei). J. Geophys.
Res. Solid Earth 2016, 121, 7996–8014. [CrossRef] 29. Cubellis, E.; Marturano, A.; Pappalardo, L. The last Vesuvius eruption in March 1944: Reconstruction of the
eruptive dynamic and its impact on the environment and people through witness reports and volcanological
evidence. Nat. Hazards 2016, 82, 95. [CrossRef]
30. Caliro, S.; Chiodini, G.; Avino, R.; Cardellini, C.; Frondini, F. Volcanic degassing at Somma-Vesuvio (Italy)
inferred by chemical and isotopic signatures of groundwater. Appl. Geochem. 2005, 20, 1060–1076. [CrossRef]
31. De Lorenzo, S.; Di Rienzo, I.; Civetta, L.; D’antonio, M.; Gasparini, P. Thermal model of the Vesuvius magma
chamber. Geophys. Res. Lett. 2006. [CrossRef]
32. Caliro, S.; Chiodini, G.; Avino, R.; Minopoli, C.; Bocchino, B. Long time-series of chemical and isotopic
compositions of Vesuvius fumaroles: Evidence for deep and shallow processes. Ann. Geophys. 2011, 54,
137–149. [CrossRef]
33. Spampinato, L.; Calvari, S.; Oppenheimer, C.; Boschi, E. Volcano surveillance using infrared cameras.
Earth-Sci. Rev. 2011, 106, 63–91. [CrossRef]
34. Merucci, L.; Bogliolo M., P.; Buongiorno M., F.; Teggi, S. Spectral emissivity and temperature maps of the
Solfatara crater from DAIS hyperspectral images. Ann. Geophys. 2006, 49, 235–244. [CrossRef]
35. Sawyer, G.M.; Burton, M.R. Effects of a volcanic plume on thermal imaging data. Geophys. Res. Lett. 2006,
33, L14311. [CrossRef]
36. Seward, A.; Salman, S.; Robert Reeves, R.; Chris Bromley, C. Improved environmental monitoring of
surface geothermal features through comparisons of thermal infrared, satellite remote sensing and terrestrial
calorimetry. Geothermics 2018, 73, 60–73. [CrossRef]
37. Gaudin, D.; Beauducel, F.; Allemand, P.; Delacourt, C.; Finizola, A. Heat flux measurement from thermal
infrared imagery in low-flux fumarolic zones: Example of the Ty fault (La Soufrière de Guadeloupe).
J. Volcanol. Geotherm. Res. 2013, 267, 47–56. [CrossRef]
38. Pantaleo, M.; Walter, T.R. The ring-shaped thermal field of Stefanos crater, Nisyros Island: A conceptual
model. Solid Earth 2014, 5, 183–198. [CrossRef]
39. Liu, C.; Yuen, J.; Torralba, A. SIFT Flow: Dense Correspondence across Scenes and its Applications. IEEE
Trans. Pattern Anal. Mach. Intell. 2011, 33, 978–994. [CrossRef]
40. Cleveland, R.B.; Cleveland, W.S.; McRae, J.E.; Terpenning, I.J. STL: A seasonal-trend decomposition
procedure based on loess. J. Off. Stat. 1990, 6, 3–73.
41. R Core Team (2018) R: A Language and Environment for Statistical Computing. R Foundation for Statistical
Computing, Vienna. Available online: https://www.R-project.org (accessed on 22 January 2019).
42. Dozier, J. A method for satellite identification of surface temperature fields of subpixel resolution. Remote
Sens. Environ. 1981, 11, 221–229. [CrossRef]
43. Harris, A.J.L.; Lodato, L.; Dehn, J.; Spampinato, L. Thermal characterization of the Vulcano fumarole field.
Bull. Volcanol. 2009, 71, 441–458. [CrossRef]
Res. 2006, 111, B11203. [CrossRef]
2. Lagios, E.; Vassilopoulou, S.; Sakkas, V.; Dietrich, V.; Damiata, B.N.; Ganas, A. Testing satellite and ground
thermal imaging of low-temperature fumarolic fields: The dormant Nisyros Volcano (Greece). ISPRS J.
Photogramm. Remote Sens. 2007, 62, 447–460. [CrossRef]
3. Stevenson, J.A.; Varley, N. Fumarole monitoring with a handheld infrared camera: Volcan de Colima, Mexico,
2006–2007. J. Volcanol. Geotherm. Res. 2008, 177, 911–924. [CrossRef]
4. Oppenheimer, C.; Lomakina, A.S.; Kyle, P.R.; Kingsbury, N.G.; Boichu, M. Pulsatory magma supply to a
phonolite lava lake. Earth Planet. Sci. Lett. 2009, 284, 392–398. [CrossRef]
5. Calvari, S.; Lodato, L.; Steffke, A.; Cristaldi, A.; Harris, A.J.L.; Spampinato, L.; Boschi, E. The 2007 Stromboli
eruption: Event chronology and effusion rates using thermal infrared data. J. Geophys. Res. 2010, 115, B04201.
[CrossRef]
6. Schöpa, A.; Pantaleo, M.; Walter, T.R. Scale-dependent location of hydrothermal vents: Stress field models
and infrared field observations on the Fossa Cone, Vulcano Island, Italy. J. Volcanol. Geotherm. Res. 2011, 203,
133–145. [CrossRef]
7. Spampinato, L.; Calvari, S.; Oppenheimer, C.; Boschi, E. Volcano surveillance using infrared cameras. Earth
Sci. Rev. 2011, 106, 63–91. [CrossRef]
8. Vaughan, R.G.; Keszthelyi, L.P.; Lowenstern, J.B.; Jaworowski, C.; Heasler, H. Use of ASTER and MODIS
thermal infrared data to quantify heat flow and hydrothermal change at Yellowstone National Park.
J. Volcanol. Geotherm. Res. 2012, 233–234, 72–89. [CrossRef]
9. Spampinato, L.; Ganci, G.; Hernández, P.A.; Calvo, D.; Tedesco, D.; Pérez, N.M.; Calvari, S.; Del Negro, C.;
Yalire, M.M. Thermal insights into the dynamics of Nyiragongo lava lake from ground and satellite
measurements. J. Geophys. Res. Solid Earth 2013, 118, 5771–5784. [CrossRef] 10. Zaksek, K.; Shirzaei, M.; Hort, M. Constraining the uncertainties of volcano thermal anomaly monitoring
using a K alman filter technique. In Remote Sensing of Volcanoes and Volcanic Process; Pyle, D.M., Mather, T.A.,
Biggs, J., Eds.; Geological Society of London Special Publications: London, UK, 2013; Volume 380,
pp. 139–160.
11. Vaughan, R.G.; Heasler, H.; Jaworowski, C.; Lowenstern, J.B.; Keszthelyi, L.P. Provisional maps of thermal
areas in Yellowstone National Park, based on satellite thermal infrared imaging and field observations.
US Geol. Surv. Sci. Investig. Rep. 2014, 5137, 22.
12. Patrick, R.M.; Orr, T.; Antolik, L.; Lopaka, L.; Kamibayashi, K. Continuous monitoring of Hawaiian volcanoes
with thermal cameras. J. Appl. Volcanol. 2014, 3, 1. [CrossRef]
13. Cerminara, M.; Esposti Ongaro, T.; Valade, S.; Harris, A.J.L. Volcanic plume vent conditions retrieved from
infrared images: A forward and inverse modeling approach. J. Volcanol. Geotherm. Res. 2015, 300, 129–147.
[CrossRef]
14. Lewis, A.; Hilley, G.E.; Lewicki, J.L. Integrated thermal infrared imaging and structure-from-motion
photogrammetry to map apparent temperature and radiant hydrothermal heat flux at Mammoth Mountain,
CA, USA. J. Volcanol. Geotherm. Res. 2015, 303, 16–24. [CrossRef]
15. Bombrun, M.; Jessop, D.; Harris, A.; Barra, B. An algorithm for the detection and characterisation of volcanic
plumes using thermal camera imagery. J. Volcanol. Geotherm. Res. 2018, 352, 26–37. [CrossRef]
16. Platt, U.; Bobrowski, N.; Butz, A. Ground-Based Remote Sensing and Imaging of Volcanic Gases and
Quantitative Determination of Multi-Species Emission Fluxes. Geosciences 2018, 8, 44. [CrossRef]
17. Valade, S.; Ripepe, M.; Giuffrida, G.; Karume, K.; Tedesco, D. Dynamics of Mount Nyiragongo lava lake
inferred from thermal imaging and infrasound array. Earth Planet. Sci. Lett. 2018, 500, 192–204. [CrossRef]
18. Chiodini, G.; Vilardo, G.; Augusti, V.; Granieri, D.; Caliro, S.; Minopoli, C.; Terranova, C. Thermal monitoring
of hydrothermal activity by permanent infrared automatic stations: Results obtained at Solfatara di Pozzuoli,
Campi Flegrei (Italy). J. Geophys. Res. 2007, 112, B12206. [CrossRef]
19. Sansivero, F.; Scarpato, G.; Vilardo, G. The automated infrared thermal imaging system for the continuous
long-term monitoring of the surface temperature of the Vesuvius crater. Ann. Geophys. 2013, 56, S0454.
[CrossRef]
20. Vilardo, G.; Sansivero, F.; Chiodini, G. Long-term TIR imagery processing for spatiotemporal monitoring
of surface thermal features in volcanic environment: A case study in the Campi Flegrei (Southern Italy).
J. Geophys. Res. Solid Earth 2015, 120, 812–826. [CrossRef]
21. Kieffer, H.H.; Frank, D.; Friedman, J.D. Thermal infrared surveys at Mount St. Helens—observations prior
to the eruption of May 18. In: Lipman P.W., Mullineaux D.R. (Eds). The 1980 eruptions of Mount St. Helens,
Washington. USGS Prof. Pap. 1981, 1250, 257–278.
22. Bonaccorso, A.; Calvari, S.; Garfì, G.; Lodato, L.; Patanè, D. Dynamics of the December 2002 flank failure and
tsunami at Stromboli volcano inferred by volcanological and geophysical observations. Geophys. Res. Lett.
2003, 30, 1941–1944. [CrossRef]
23. Hernández, P.A.; Pérez, N.M.; Varekamp, J.C.; Henriquez, B.; Hernández, A.; Barrancos, J.; Padron, E.;
Calvo, D.; Melian, G. Crater lake temperature changes of the 2005 eruption of Santa Ana Volcano, El Salvador,
Central America. Pure. App. Geophys. 2007, 164, 2507–2522. [CrossRef]
24. Yokoo, A. Continuous thermal monitoring of the 2008 eruptions at Showa crater of Sakurajima volcano,
Japan. Earth Planets Space 2009, 61, 1345–1350. [CrossRef]
25. Di Vito, M.A.; Acocella, V.; Aiello, G.; Barra, D.; Battaglia, M.; Carandente, A.; Del Gaudio, C.; de Vita, S.;
Ricciardi, G.P.; Ricco, C.; Scandone, R.; Terrasi, F. Magma transfer at Campi Flegrei caldera (Italy) before the
1538 AD eruption. Sci. Rep. 2016, 6, 32245. [CrossRef] [PubMed]
26. Caliro, S.; Chiodini, G.; Moretti, R.; Avino, R.; Granieri, D.; Russo, M.; Fiebig, J. The origin of the fumaroles
of La Solfatara (Campi Flegrei, south Italy). Geochim. Cosmochim. Acta 2007, 71, 3040–3055. [CrossRef]
27. Chiodini, G.; Vandemeulebrouck, J.; Caliro, S.; D’Auria, L.; De Martino, P.; Mangiacapra, A.; Petrillo, Z.
Evidence of thermal-driven processes triggering the 2005–2014 unrest at Campi Flegrei caldera. Earth Planet.
Sci. Lett. 2015, 414, 58–67. [CrossRef]
28. Montanaro, C.; Scheu, B.; Mayer, K.; Orsi, G.; Moretti, R.; Isaia, R.; Dingwell, D.B. Experimental investigations
on the explosivity of steam-driven eruptions: A case study of Solfatara volcano (Campi Flegrei). J. Geophys.
Res. Solid Earth 2016, 121, 7996–8014. [CrossRef] 29. Cubellis, E.; Marturano, A.; Pappalardo, L. The last Vesuvius eruption in March 1944: Reconstruction of the
eruptive dynamic and its impact on the environment and people through witness reports and volcanological
evidence. Nat. Hazards 2016, 82, 95. [CrossRef]
30. Caliro, S.; Chiodini, G.; Avino, R.; Cardellini, C.; Frondini, F. Volcanic degassing at Somma-Vesuvio (Italy)
inferred by chemical and isotopic signatures of groundwater. Appl. Geochem. 2005, 20, 1060–1076. [CrossRef]
31. De Lorenzo, S.; Di Rienzo, I.; Civetta, L.; D’antonio, M.; Gasparini, P. Thermal model of the Vesuvius magma
chamber. Geophys. Res. Lett. 2006. [CrossRef]
32. Caliro, S.; Chiodini, G.; Avino, R.; Minopoli, C.; Bocchino, B. Long time-series of chemical and isotopic
compositions of Vesuvius fumaroles: Evidence for deep and shallow processes. Ann. Geophys. 2011, 54,
137–149. [CrossRef]
33. Spampinato, L.; Calvari, S.; Oppenheimer, C.; Boschi, E. Volcano surveillance using infrared cameras.
Earth-Sci. Rev. 2011, 106, 63–91. [CrossRef]
34. Merucci, L.; Bogliolo M., P.; Buongiorno M., F.; Teggi, S. Spectral emissivity and temperature maps of the
Solfatara crater from DAIS hyperspectral images. Ann. Geophys. 2006, 49, 235–244. [CrossRef]
35. Sawyer, G.M.; Burton, M.R. Effects of a volcanic plume on thermal imaging data. Geophys. Res. Lett. 2006,
33, L14311. [CrossRef]
36. Seward, A.; Salman, S.; Robert Reeves, R.; Chris Bromley, C. Improved environmental monitoring of
surface geothermal features through comparisons of thermal infrared, satellite remote sensing and terrestrial
calorimetry. Geothermics 2018, 73, 60–73. [CrossRef]
37. Gaudin, D.; Beauducel, F.; Allemand, P.; Delacourt, C.; Finizola, A. Heat flux measurement from thermal
infrared imagery in low-flux fumarolic zones: Example of the Ty fault (La Soufrière de Guadeloupe).
J. Volcanol. Geotherm. Res. 2013, 267, 47–56. [CrossRef]
38. Pantaleo, M.; Walter, T.R. The ring-shaped thermal field of Stefanos crater, Nisyros Island: A conceptual
model. Solid Earth 2014, 5, 183–198. [CrossRef]
39. Liu, C.; Yuen, J.; Torralba, A. SIFT Flow: Dense Correspondence across Scenes and its Applications. IEEE
Trans. Pattern Anal. Mach. Intell. 2011, 33, 978–994. [CrossRef]
40. Cleveland, R.B.; Cleveland, W.S.; McRae, J.E.; Terpenning, I.J. STL: A seasonal-trend decomposition
procedure based on loess. J. Off. Stat. 1990, 6, 3–73.
41. R Core Team (2018) R: A Language and Environment for Statistical Computing. R Foundation for Statistical
Computing, Vienna. Available online: https://www.R-project.org (accessed on 22 January 2019).
42. Dozier, J. A method for satellite identification of surface temperature fields of subpixel resolution. Remote
Sens. Environ. 1981, 11, 221–229. [CrossRef]
43. Harris, A.J.L.; Lodato, L.; Dehn, J.; Spampinato, L. Thermal characterization of the Vulcano fumarole field.
Bull. Volcanol. 2009, 71, 441–458. [CrossRef]
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