Skip to main content
Top

2021 | OriginalPaper | Chapter

3. Sentinel-1 InSAR Data for the Continuous Monitoring of Ground Deformation and Infrastructures at Regional Scale

Authors : Nicola Casagli, Silvia Bianchini, Andrea Ciampalini, Matteo Del Soldato, Pablo Ezquierro, Roberto Montalti, Monan Shan, Lorenzo Solari, Federico Raspini

Published in: Advances in Remote Sensing for Infrastructure Monitoring

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

A continuous monitoring system of ground deformation, based on radar images acquired by ESA (European Space Agency) Sentinel-1 constellation, is active over the Tuscany Region (Central Italy). The potential of repeat-pass satellite SAR (Synthetic Aperture Radar) interferometry has been exploited to investigate spatial patterns and temporal evolution of regional and local ground deformation that affect man-made infrastructures. With one million of points for each geometry of acquisition, ground deformation maps for Tuscany Region provide information that can be exploited to scan wide areas and to flag ground instabilities. These areas become targets for detailed analysis with high-resolution sensors (e.g., COSMO-SkyMed satellites of the Italian Space Agency) to create a virtual constellation, in which different satellite data sources are synergically used to create a more effective and robust Earth observation system. The results obtained are presented and discussed through the case studies of Pistoia and Guasticce (Livorno), where land subsidence threatens linear and areal strategic infrastructures. The examples highlight the capability of radar satellite missions to provide regularly spatially continuous information, which are of fundamental importance for monitoring ground deformation caused by land subsidence.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference Aguzzi, M., A. Amorosi, M.L. Colalongo, M. Ricci Lucchi, V. Rossi, G. Sarti, and S.C. Vaiani. 2007. Late quaternary climatic evolution of the Arno Coastal Plain (Western Tuscany, Italy) from subsurface data. Sedimentary Geology 202 (1-2): 211–229.CrossRef Aguzzi, M., A. Amorosi, M.L. Colalongo, M. Ricci Lucchi, V. Rossi, G. Sarti, and S.C. Vaiani. 2007. Late quaternary climatic evolution of the Arno Coastal Plain (Western Tuscany, Italy) from subsurface data. Sedimentary Geology 202 (1-2): 211–229.CrossRef
go back to reference Bakon, M., D. Perissin, M. Lazecky, and J. Papco. 2014. Infrastructure non-linear deformation monitoring via satellite radar interferometry. Procedia Technology 16: 294–300.CrossRef Bakon, M., D. Perissin, M. Lazecky, and J. Papco. 2014. Infrastructure non-linear deformation monitoring via satellite radar interferometry. Procedia Technology 16: 294–300.CrossRef
go back to reference Bandini, A., P. Berry, and D. Boldini. 2015. Tunnelling-induced landslides: The Val di Sambro Tunnel Case Study. Engineering Geology 196: 71–87.CrossRef Bandini, A., P. Berry, and D. Boldini. 2015. Tunnelling-induced landslides: The Val di Sambro Tunnel Case Study. Engineering Geology 196: 71–87.CrossRef
go back to reference Bartolini, C., N. D’Agostino, and F. Dramis. 2003. Topography, exhumation, and drainage network evolution of the Apennines. Episodes 26 (3): 212–216.CrossRef Bartolini, C., N. D’Agostino, and F. Dramis. 2003. Topography, exhumation, and drainage network evolution of the Apennines. Episodes 26 (3): 212–216.CrossRef
go back to reference Bianchini, S., F. Pratesi, T. Nolesini, and N. Casagli. 2015. Building deformation assessment by means of persistent scatterer interferometry analysis on a landslide-affected area: The Volterra (Italy) Case Study. Remote Sensing 7 (4): 4678–4701.CrossRef Bianchini, S., F. Pratesi, T. Nolesini, and N. Casagli. 2015. Building deformation assessment by means of persistent scatterer interferometry analysis on a landslide-affected area: The Volterra (Italy) Case Study. Remote Sensing 7 (4): 4678–4701.CrossRef
go back to reference Bortolotti, V. 1992. The Tuscany–Emilian Apennine. Regional Geological Guidebook 4. S.G.I. BEMA ed, 329. Bortolotti, V. 1992. The Tuscany–Emilian Apennine. Regional Geological Guidebook 4. S.G.I. BEMA ed, 329.
go back to reference Canuti, P., N. Casagli, P. Farina, A. Ferretti, F. Marks, and G. Menduni. 2006. Analisi dei fenomeni di subsidenza nel bacino del fiume arno mediante interferometria radar. Giornale di Geologia Applicata 4: 131–136. Canuti, P., N. Casagli, P. Farina, A. Ferretti, F. Marks, and G. Menduni. 2006. Analisi dei fenomeni di subsidenza nel bacino del fiume arno mediante interferometria radar. Giornale di Geologia Applicata 4: 131–136.
go back to reference Capecchi, F. 1975. Il Bacino Lacustre Di Firenze-Prato-Pistoia Geologia Del Sottosuolo E Ricostruzione Evolutiva. Capecchi, F. 1975. Il Bacino Lacustre Di Firenze-Prato-Pistoia Geologia Del Sottosuolo E Ricostruzione Evolutiva.
go back to reference Chang, L., R.P. Dollevoet, and R.F. Hanssen. 2016. Nationwide railway monitoring using satellite SAR interferometry. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 10 (2): 596–604.CrossRef Chang, L., R.P. Dollevoet, and R.F. Hanssen. 2016. Nationwide railway monitoring using satellite SAR interferometry. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 10 (2): 596–604.CrossRef
go back to reference Ciampalini, A., F. Bardi, S. Bianchini, W. Frodella, C. Del Ventisette, S. Moretti, and N. Casagli. 2014. Analysis of building deformation in landslide area using multisensor PSInSAR technique. International Journal of Applied Earth Observation and Geoinformation 33: 166–180.CrossRef Ciampalini, A., F. Bardi, S. Bianchini, W. Frodella, C. Del Ventisette, S. Moretti, and N. Casagli. 2014. Analysis of building deformation in landslide area using multisensor PSInSAR technique. International Journal of Applied Earth Observation and Geoinformation 33: 166–180.CrossRef
go back to reference Ciampalini, A., L. Solari, R. Giannecchini, Y. Galanti, and S. Moretti. 2019. Evaluation of subsidence induced by long-lasting buildings load using InSAR technique and geotechnical data: The case study of a freight terminal (Tuscany, Italy). International Journal of Applied Earth Observation and Geoinformation 82: 101925.CrossRef Ciampalini, A., L. Solari, R. Giannecchini, Y. Galanti, and S. Moretti. 2019. Evaluation of subsidence induced by long-lasting buildings load using InSAR technique and geotechnical data: The case study of a freight terminal (Tuscany, Italy). International Journal of Applied Earth Observation and Geoinformation 82: 101925.CrossRef
go back to reference Colesanti, C., A. Ferretti, R. Locatelli, F. Novali, and G. Savio 2003. Permanent scatterers: Precision assessment and multi-platform analysis. In International Geoscience Remote Sensing Symposium, Toulouse, France: IEEE. Colesanti, C., A. Ferretti, R. Locatelli, F. Novali, and G. Savio 2003. Permanent scatterers: Precision assessment and multi-platform analysis. In International Geoscience Remote Sensing Symposium, Toulouse, France: IEEE.
go back to reference Colombo, D., P. Farina, S. Moretti, G. Nico, and C. Prati 2003. Land subsidence in the Firenze-Prato-Pistoia Basin measured by means of spaceborne SAR interferometry. In Proceedings of the IGARSS 2003 IEEE International Geoscience and Remote Sensing Symposium, Toulouse, France, 21–25 July 2003; IEEE: Piscataway, NJ, 2003; pp. 2927–2929. Colombo, D., P. Farina, S. Moretti, G. Nico, and C. Prati 2003. Land subsidence in the Firenze-Prato-Pistoia Basin measured by means of spaceborne SAR interferometry. In Proceedings of the IGARSS 2003 IEEE International Geoscience and Remote Sensing Symposium, Toulouse, France, 21–25 July 2003; IEEE: Piscataway, NJ, 2003; pp. 2927–2929.
go back to reference D’Amato Avanzi, G., D. Marchetti, and A. Puccinelli. 2006. Cultural heritage and geological hazards: The case of the Calomini Hermitage in Tuscany (Italy). Landslides 3 (4): 331–340.CrossRef D’Amato Avanzi, G., D. Marchetti, and A. Puccinelli. 2006. Cultural heritage and geological hazards: The case of the Calomini Hermitage in Tuscany (Italy). Landslides 3 (4): 331–340.CrossRef
go back to reference Del Soldato, M., G. Farolfi, A. Rosi, F. Raspini, and N. Casagli. 2018. Subsidence evolution of the Firenze–Prato–Pistoia Plain (Central Italy) combining PSI and GNSS data. Remote Sensing 10 (7): 1146.CrossRef Del Soldato, M., G. Farolfi, A. Rosi, F. Raspini, and N. Casagli. 2018. Subsidence evolution of the Firenze–Prato–Pistoia Plain (Central Italy) combining PSI and GNSS data. Remote Sensing 10 (7): 1146.CrossRef
go back to reference Del Ventisette, C., F. Raspini, A. Ciampalini, F. Di Traglia, M. Moscatelli, A. Pagliaroli, and S. Moretti. 2015. Use of PSInSAR data to map highly compressible soil layers. Geologica Acta: An International Earth Science Journal 13 (4): 309–323. Del Ventisette, C., F. Raspini, A. Ciampalini, F. Di Traglia, M. Moscatelli, A. Pagliaroli, and S. Moretti. 2015. Use of PSInSAR data to map highly compressible soil layers. Geologica Acta: An International Earth Science Journal 13 (4): 309–323.
go back to reference Elter, P., G. Giglia, M. Tongiorgi, and L. Trevisan. 1975. Tensional and compressional areas in recent (Tortonian to present) evolution of Northern Apennines. Transactions-American Geophysical Union 56 (3): 166–169. Elter, P., G. Giglia, M. Tongiorgi, and L. Trevisan. 1975. Tensional and compressional areas in recent (Tortonian to present) evolution of Northern Apennines. Transactions-American Geophysical Union 56 (3): 166–169.
go back to reference Farina, P., D. Colombo, A. Fumagalli, F. Marks, and S. Moretti. 2006. Permanent scatterers for landslide investigations: Outcomes from the ESA-SLAM Project. Engineering Geology 88 (3–4): 200–217.CrossRef Farina, P., D. Colombo, A. Fumagalli, F. Marks, and S. Moretti. 2006. Permanent scatterers for landslide investigations: Outcomes from the ESA-SLAM Project. Engineering Geology 88 (3–4): 200–217.CrossRef
go back to reference Ferretti, A., A. Fumagalli, F. Novali, C. Prati, F. Rocca, and A. Rucci. 2011. A new algorithm for processing interferometric data-stacks: SqueeSAR. IEEE Transactions on Geoscience and Remote Sensing 49 (9): 3460–3470.CrossRef Ferretti, A., A. Fumagalli, F. Novali, C. Prati, F. Rocca, and A. Rucci. 2011. A new algorithm for processing interferometric data-stacks: SqueeSAR. IEEE Transactions on Geoscience and Remote Sensing 49 (9): 3460–3470.CrossRef
go back to reference Ferretti, A., C. Prati, and F. Rocca. 2001. Permanent scatterers in SAR interferometry. IEEE Transactions on Geoscience and Remote Sensing 39 (1): 8–20.CrossRef Ferretti, A., C. Prati, and F. Rocca. 2001. Permanent scatterers in SAR interferometry. IEEE Transactions on Geoscience and Remote Sensing 39 (1): 8–20.CrossRef
go back to reference Fornaro, G., D. Reale, and S. Verde. 2012. Bridge thermal dilation monitoring with millimeter sensitivity via multidimensional SAR imaging. IEEE Geoscience and Remote Sensing Letters 10 (4): 677–681.CrossRef Fornaro, G., D. Reale, and S. Verde. 2012. Bridge thermal dilation monitoring with millimeter sensitivity via multidimensional SAR imaging. IEEE Geoscience and Remote Sensing Letters 10 (4): 677–681.CrossRef
go back to reference Giannico, C., A. Ferretti, L. Jurina, and M. Ricci 2012. Application of satellite radar interferometry for structural damage assessment and monitoring. In Life-cycle and Sustainability of Civil Infrastructure Systems: Proceedings of the Third International Symposium on Life-Cycle Civil Engineering (IALCCE’12), Vienna, Austria, October 3–6. Boca Raton, FL: CRC Press, p. 420. Giannico, C., A. Ferretti, L. Jurina, and M. Ricci 2012. Application of satellite radar interferometry for structural damage assessment and monitoring. In Life-cycle and Sustainability of Civil Infrastructure Systems: Proceedings of the Third International Symposium on Life-Cycle Civil Engineering (IALCCE’12), Vienna, Austria, October 3–6. Boca Raton, FL: CRC Press, p. 420.
go back to reference Kaloop, M., E. Elbeltagi, J. Hu, and A. Elrefai. 2017. Recent advances of structures monitoring and evaluation using GPS-time series monitoring systems: A review. ISPRS International Journal of Geo-Information 6 (12): 382.CrossRef Kaloop, M., E. Elbeltagi, J. Hu, and A. Elrefai. 2017. Recent advances of structures monitoring and evaluation using GPS-time series monitoring systems: A review. ISPRS International Journal of Geo-Information 6 (12): 382.CrossRef
go back to reference Lu, P., N. Casagli, F. Catani, and V. Tofani. 2010. Persistent scatterers interferometry hotspot and cluster analysis (PSI-HCA) for detection of extremely slow-moving landslides. International Journal of Remote Sensing 33 (2): 466–489.CrossRef Lu, P., N. Casagli, F. Catani, and V. Tofani. 2010. Persistent scatterers interferometry hotspot and cluster analysis (PSI-HCA) for detection of extremely slow-moving landslides. International Journal of Remote Sensing 33 (2): 466–489.CrossRef
go back to reference Milillo, P., R. Bürgmann, P. Lundgren, J. Salzer, D. Perissin, E. Fielding, Filippo Biondi, and G. Milillo. 2016. Space geodetic monitoring of engineered structures: The ongoing destabilization of the Mosul dam, Iraq. Scientific Reports 6: 37408.CrossRef Milillo, P., R. Bürgmann, P. Lundgren, J. Salzer, D. Perissin, E. Fielding, Filippo Biondi, and G. Milillo. 2016. Space geodetic monitoring of engineered structures: The ongoing destabilization of the Mosul dam, Iraq. Scientific Reports 6: 37408.CrossRef
go back to reference North, M., T. Farewell, S. Hallett, and A. Bertelle. 2017. Monitoring the response of roads and railways to seasonal soil movement with persistent scatterers interferometry over six UK sites. Remote Sensing 9 (9): 922.CrossRef North, M., T. Farewell, S. Hallett, and A. Bertelle. 2017. Monitoring the response of roads and railways to seasonal soil movement with persistent scatterers interferometry over six UK sites. Remote Sensing 9 (9): 922.CrossRef
go back to reference Ozden, A., A. Faghri, M. Li, and K. Tabrizi. 2016. Evaluation of synthetic aperture radar satellite remote sensing for pavement and infrastructure monitoring. Procedia Engineering 145: 752–759.CrossRef Ozden, A., A. Faghri, M. Li, and K. Tabrizi. 2016. Evaluation of synthetic aperture radar satellite remote sensing for pavement and infrastructure monitoring. Procedia Engineering 145: 752–759.CrossRef
go back to reference Polcari, M., M. Moro, V. Romaniello, and S. Stramondo. 2019. Anthropogenic subsidence along railway and road infrastructures in Northern Italy highlighted by Cosmo-SkyMed Satellite Data. Journal of Applied Remote Sensing 13 (2): 024515.CrossRef Polcari, M., M. Moro, V. Romaniello, and S. Stramondo. 2019. Anthropogenic subsidence along railway and road infrastructures in Northern Italy highlighted by Cosmo-SkyMed Satellite Data. Journal of Applied Remote Sensing 13 (2): 024515.CrossRef
go back to reference Raspini, F., C. Loupasakis, D. Rozos, and S. Moretti. 2013. Advanced interpretation of land subsidence by validating multi-interferometric SAR data: The case study of the Anthemountas Basin (Northern Greece). Natural Hazards and Earth System Science 13 (10): 2425–2440.CrossRef Raspini, F., C. Loupasakis, D. Rozos, and S. Moretti. 2013. Advanced interpretation of land subsidence by validating multi-interferometric SAR data: The case study of the Anthemountas Basin (Northern Greece). Natural Hazards and Earth System Science 13 (10): 2425–2440.CrossRef
go back to reference Rosi, A., V. Tofani, A. Agostini, L. Tanteri, C.T. Stefanelli, F. Catani, and N. Casagli. 2016. Subsidence mapping at regional scale using persistent scatters interferometry (psi): The case of Tuscany Region (Italy). International Journal of Applied Earth Observation and Geoinformation 52: 328–337.CrossRef Rosi, A., V. Tofani, A. Agostini, L. Tanteri, C.T. Stefanelli, F. Catani, and N. Casagli. 2016. Subsidence mapping at regional scale using persistent scatters interferometry (psi): The case of Tuscany Region (Italy). International Journal of Applied Earth Observation and Geoinformation 52: 328–337.CrossRef
go back to reference Rosi, A., V. Tofani, L. Tanteri, C.T. Stefanelli, A. Agostini, F. Catani, and N. Casagli. 2018. The New Landslide Inventory of Tuscany (Italy) updated with PS-InSAR: Geomorphological features and landslide distribution. Landslides 15 (1): 5–19.CrossRef Rosi, A., V. Tofani, L. Tanteri, C.T. Stefanelli, A. Agostini, F. Catani, and N. Casagli. 2018. The New Landslide Inventory of Tuscany (Italy) updated with PS-InSAR: Geomorphological features and landslide distribution. Landslides 15 (1): 5–19.CrossRef
go back to reference Rosi, A., P. Vannocci, V. Tofani, G. Gigli, and N. Casagli. 2013. Landslide characterization using satellite interferometry (PSI), geotechnical investigations and numerical modelling: The case study of Ricasoli Village (Italy). International Journal of Geosciences 4: 904–918.CrossRef Rosi, A., P. Vannocci, V. Tofani, G. Gigli, and N. Casagli. 2013. Landslide characterization using satellite interferometry (PSI), geotechnical investigations and numerical modelling: The case study of Ricasoli Village (Italy). International Journal of Geosciences 4: 904–918.CrossRef
go back to reference Sarti, G., V. Rossi, and S. Giacomelli. 2015. The Upper Pleistocene “Isola di Coltano sands” (Arno coastal plain, Tuscany, Italy): Review of stratigraphic data and tectonic implications for the southern margin of the Viareggio Basin. Atti Della Società Toscana di Scienze Naturali 122: 75–84. Sarti, G., V. Rossi, and S. Giacomelli. 2015. The Upper Pleistocene “Isola di Coltano sands” (Arno coastal plain, Tuscany, Italy): Review of stratigraphic data and tectonic implications for the southern margin of the Viareggio Basin. Atti Della Società Toscana di Scienze Naturali 122: 75–84.
go back to reference Solari, L., A. Ciampalini, F. Raspini, S. Bianchini, and S. Moretti. 2016. PSInSAR analysis in the Pisa Urban Area (Italy): A case study of subsidence related to stratigraphical factors and urbanization. Remote Sensor 8 (2): 120.CrossRef Solari, L., A. Ciampalini, F. Raspini, S. Bianchini, and S. Moretti. 2016. PSInSAR analysis in the Pisa Urban Area (Italy): A case study of subsidence related to stratigraphical factors and urbanization. Remote Sensor 8 (2): 120.CrossRef
go back to reference Solari, L., M. Del Soldato, R. Montalti, S. Bianchini, F. Raspini, P. Thuegaz, Davidi Bertolo, Veronica Tofani, and N. Casagli. 2019. A Sentinel-1 based hot-spot analysis: landslide mapping in North-Western Italy. International Journal of Remote Sensing 40 (20): 7898–7921.CrossRef Solari, L., M. Del Soldato, R. Montalti, S. Bianchini, F. Raspini, P. Thuegaz, Davidi Bertolo, Veronica Tofani, and N. Casagli. 2019. A Sentinel-1 based hot-spot analysis: landslide mapping in North-Western Italy. International Journal of Remote Sensing 40 (20): 7898–7921.CrossRef
go back to reference Terzaghi, K., and R.B. Peck. 1967. Soil Mechanics in Engineering Practice. Hoboken, NJ: Wiley. Terzaghi, K., and R.B. Peck. 1967. Soil Mechanics in Engineering Practice. Hoboken, NJ: Wiley.
go back to reference Torres, R., P. Snoeij, D. Geudtner, D. Bibby, M. Davidson, E. Attema, Pierre Potin, et al. 2012. GMES Sentinel-1 Mission. Remote Sensing of Environment 120: 9–24.CrossRef Torres, R., P. Snoeij, D. Geudtner, D. Bibby, M. Davidson, E. Attema, Pierre Potin, et al. 2012. GMES Sentinel-1 Mission. Remote Sensing of Environment 120: 9–24.CrossRef
go back to reference Tralli, D.M., R.G. Blom, V. Zlotnicki, A. Donnellan, and D.L. Evans. 2005. Satellite remote sensing of earthquake, volcano, flood, landslide and coastal inundation hazards. ISPRS Journal of Photogrammetry and Remote Sensing 59 (4): 185–198.CrossRef Tralli, D.M., R.G. Blom, V. Zlotnicki, A. Donnellan, and D.L. Evans. 2005. Satellite remote sensing of earthquake, volcano, flood, landslide and coastal inundation hazards. ISPRS Journal of Photogrammetry and Remote Sensing 59 (4): 185–198.CrossRef
go back to reference Vai, G.B., and I.P. Martini. 2001. Anatomy of an Orogen: The Apennines and Adjacent Mediterranean Basins, 632. Dordrecht: Kluwer Academic Publishers.CrossRef Vai, G.B., and I.P. Martini. 2001. Anatomy of an Orogen: The Apennines and Adjacent Mediterranean Basins, 632. Dordrecht: Kluwer Academic Publishers.CrossRef
go back to reference Wasowski, J., F. Bovenga, R. Nutricato, D.O. Nitti, and M.T. Chiaradia. 2017. High resolution satellite multi-temporal interferometry for monitoring infrastructure instability hazards. Innovative Infrastructure Solutions 2 (1): 27.CrossRef Wasowski, J., F. Bovenga, R. Nutricato, D.O. Nitti, and M.T. Chiaradia. 2017. High resolution satellite multi-temporal interferometry for monitoring infrastructure instability hazards. Innovative Infrastructure Solutions 2 (1): 27.CrossRef
Metadata
Title
Sentinel-1 InSAR Data for the Continuous Monitoring of Ground Deformation and Infrastructures at Regional Scale
Authors
Nicola Casagli
Silvia Bianchini
Andrea Ciampalini
Matteo Del Soldato
Pablo Ezquierro
Roberto Montalti
Monan Shan
Lorenzo Solari
Federico Raspini
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-59109-0_3

Premium Partner