{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,9]],"date-time":"2025-11-09T03:37:41Z","timestamp":1762659461914,"version":"build-2065373602"},"reference-count":31,"publisher":"MDPI AG","issue":"2","license":[{"start":{"date-parts":[[2016,2,16]],"date-time":"2016-02-16T00:00:00Z","timestamp":1455580800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100003407","name":"Ministero dell\u2019Istruzione, dell\u2019Universit\u00e0 e della Ricerca","doi-asserted-by":"publisher","award":["PON01-02710"],"award-info":[{"award-number":["PON01-02710"]}],"id":[{"id":"10.13039\/501100003407","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>The knowledge of the topographic features, the building properties, and the road infrastructure settings are relevant operational tasks for managing post-crisis events, restoration activities, and for supporting search and rescue operations. Within such a framework, airborne remote sensing tools have demonstrated to be powerful instruments, whose joint use can provide meaningful analyses to support the risk assessment of urban environments. Based on this rationale, in this study, the operational benefits obtained by combining airborne LiDAR and hyperspectral measurements are shown. Terrain and surface digital models are gathered by using LiDAR data. Information about roads and roof materials are provided through the supervised classification of hyperspectral images. The objective is to combine such products within a geographic information system (GIS) providing value-added maps to be used for the seismic vulnerability assessment of urban environments. Experimental results are gathered for the city of Cosenza, Italy.<\/jats:p>","DOI":"10.3390\/rs8020146","type":"journal-article","created":{"date-parts":[[2016,2,16]],"date-time":"2016-02-16T10:39:15Z","timestamp":1455619155000},"page":"146","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["The Combined Use of Airborne Remote Sensing Techniques within a GIS Environment for the Seismic Vulnerability Assessment of Urban Areas: An Operational Application"],"prefix":"10.3390","volume":"8","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4549-5612","authenticated-orcid":false,"given":"Antonio","family":"Costanzo","sequence":"first","affiliation":[{"name":"Istituto Nazionale di Geofisica e Vulcanologia, Centro Nazionale Terremoti, Via P. Bucci Cubo 30c, 87036 Rende (CS), Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Antonio","family":"Montuori","sequence":"additional","affiliation":[{"name":"Istituto Nazionale di Geofisica e Vulcanologia, Centro Nazionale Terremoti, Via P. Bucci Cubo 30c, 87036 Rende (CS), Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Juan","family":"Silva","sequence":"additional","affiliation":[{"name":"Comisi\u00f3n Nacional de Actividades Espaciales (CONAE), Agencia de Recaudaci\u00f3n de la Provincia de Buenos Aires (ARBA), Calle 45, 1900 La Plata, Argentina"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6519-3868","authenticated-orcid":false,"given":"Malvina","family":"Silvestri","sequence":"additional","affiliation":[{"name":"Istituto Nazionale di Geofisica e Vulcanologia, Centro Nazionale Terremoti, Via di Vigna Murata 605, 00143 Roma, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6235-1565","authenticated-orcid":false,"given":"Massimo","family":"Musacchio","sequence":"additional","affiliation":[{"name":"Istituto Nazionale di Geofisica e Vulcanologia, Centro Nazionale Terremoti, Via di Vigna Murata 605, 00143 Roma, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fawzi","family":"Doumaz","sequence":"additional","affiliation":[{"name":"Istituto Nazionale di Geofisica e Vulcanologia, Centro Nazionale Terremoti, Via di Vigna Murata 605, 00143 Roma, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Salvatore","family":"Stramondo","sequence":"additional","affiliation":[{"name":"Istituto Nazionale di Geofisica e Vulcanologia, Centro Nazionale Terremoti, Via di Vigna Murata 605, 00143 Roma, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maria","family":"Buongiorno","sequence":"additional","affiliation":[{"name":"Istituto Nazionale di Geofisica e Vulcanologia, Centro Nazionale Terremoti, Via di Vigna Murata 605, 00143 Roma, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2016,2,16]]},"reference":[{"key":"ref_1","unstructured":"Heberlein, C. Geo Cities Manual. Guidelines for Integrated. Environmental Assessment of Urban Areas, Zo\u00ef Environment Network. Available online: http:\/\/www.unep.org\/ieacp\/files\/pdf\/Geo_Cities_Manual_ECCA.pdf."},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Tucker, B.E., and Erdik, M. (1994). Issues in Urban Earthquake Risk, Kluwer.","DOI":"10.1007\/978-94-015-8338-1"},{"key":"ref_3","unstructured":"White, G.F., and Hass, J.E. (1975). Assessment of Research on Natural Hazards, MIT Press."},{"key":"ref_4","unstructured":"Sinnott, J.D. (1989). Everyday Problem Solving: Theory and Applications, Praeger."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"529","DOI":"10.1177\/030913259602000407","article-title":"Vulnerability to environmental hazards","volume":"20","author":"Cutter","year":"1996","journal-title":"Prog. Hum. Geogr."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"547","DOI":"10.1080\/1365881031000114071","article-title":"Assessing vulnerability to earthquake hazards through spatial multicriteria analysis of urban areas","volume":"17","author":"Rashed","year":"2003","journal-title":"Int. J. Geogr. Inf. Sci."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"917","DOI":"10.1007\/s11069-011-9808-6","article-title":"An integrated earthquake vulnerability assessment framework for urban areas","volume":"52","author":"Duzgun","year":"2011","journal-title":"Nat. Hazards"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1193\/1.1585942","article-title":"A multidisciplinary urban earthquake disaster risk index","volume":"13","author":"Davidson","year":"1997","journal-title":"Earthq. Spectra"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"129","DOI":"10.5721\/ItJRS201042310","article-title":"Active and passive remote sensing for supporting the evaluation of the urban seismic vulnerability","volume":"42","author":"Borfecchia","year":"2010","journal-title":"Ital. J. Remote Sens."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"43","DOI":"10.1016\/j.isprsjprs.2007.01.001","article-title":"Data fusion of high-resolution satellite imagery and LiDAR data for automatic building extraction","volume":"62","author":"Sohn","year":"2007","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_11","unstructured":"Longley, P.A. (1999). Geographical Information Systems, V 2: Management Issues and Applications, John Wiley & Sons Inc."},{"key":"ref_12","unstructured":"Murgante, B., Gervasi, O., Iglesias, A., Taniar, D., and Apduha, B.O. (2011). Springer."},{"key":"ref_13","unstructured":"Locati, M., Camassi, R., and Stucchi, E.M. (2011). DBMI11, the 2011 Version of the Italian Macroseismic Database, Available online: http:\/\/emidius.mi.ingv.it\/DBMI11."},{"key":"ref_14","first-page":"609","article-title":"Catalogue of Strong Italian Earthquakes","volume":"43","author":"Boschi","year":"2000","journal-title":"Ann. Geophys."},{"key":"ref_15","unstructured":"Gruppo di Lavoro MPS (2004). Redazione Della Mappa di Pericolosit\u00e0 Sismica Prevista Dall\u2019ordinanza PCM 3274 del 20 Marzo 2003, Rapporto Conclusivo Per il Dipartimento Della Protezione Civile; INGV."},{"key":"ref_16","first-page":"24","article-title":"Airborne Laser Scanning for Elevation Models","volume":"10","author":"Ackermann","year":"1996","journal-title":"Geomat. Inf. Mag."},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Prasad, S., Bruce, L.M., and Chanussot, J. (2011). Optical Remote Sensing\u2014Advances in Signal Processing and Exploitation Techniques, Springer-Verlag.","DOI":"10.1007\/978-3-642-14212-3"},{"key":"ref_18","unstructured":"Weng, Q.H. (2008). Taylor & Francis Series in Remote Sensing Applications, CRC Press."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1177\/0309133309339563","article-title":"A review of the status of satellite remote sensing and image processing techniques for mapping natural hazards and disasters","volume":"33","author":"Joyce","year":"2009","journal-title":"Prog. Phys. Geogr."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"2543","DOI":"10.3390\/rs70302543","article-title":"An Integrated Method Combining Remote Sensing Data and Local Knowledge for the Large-Scale Estimation of Seismic Loss Risks to Buildings in the Context of Rapid Socioeconomic Growth: A Case Study in Tangshan, China","volume":"7","author":"Su","year":"2015","journal-title":"Remote Sens."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1016\/0034-4257(93)90013-N","article-title":"The Spectral Image Processing System (SIPS)\u2014Interactive Visualization and Analysis of Imaging spectrometer Data","volume":"44","author":"Kruse","year":"1993","journal-title":"Remote Sens. Environ."},{"key":"ref_22","unstructured":"Costanzo, A., D\u2019Onofrio, A., Lanzo, G., Pagliaroli, A., Penna, A., Puglia, R., Santucci de Magistris, F., Sica, S., Silvestri, F., and Tommasi, P. (2007, January 25\u201328). Seismic response of historical centers in Italy: Selected case studies. Proceedings of the 4th International Conference on Earthquake Engineering, Workshop #2 on \u201cGeotechnical Earthquake Engineering Related to Monuments and Historical Centres\u201d, Thessaloniki, Greece."},{"key":"ref_23","unstructured":"Weiss, A.D. (2001, January 9\u201313). Topographic position and landforms analysis. Proceedings of the Poster Presentation, Annual Esri International User Conference, San Diego, CA, USA."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1016\/j.geomorph.2012.12.015","article-title":"Application of the topographic position index to heterogeneous landscapes","volume":"186","author":"Bourgeois","year":"2013","journal-title":"Geomorphology"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"593","DOI":"10.1007\/s10518-009-9133-6","article-title":"Empirical estimates of dynamic parameters on a large set of European buildings","volume":"8","author":"Gallipoli","year":"2010","journal-title":"Bull. Earthq. Eng."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1007\/s10518-004-2290-8","article-title":"A probabilistic displacement-based vulnerability assessment procedure for earthquake loss estimation","volume":"2","author":"Crowley","year":"2004","journal-title":"Bull. Earthq. Eng."},{"key":"ref_27","unstructured":"Lumantarna, E., Lam, N., Tsang, H.H., Wilson, J., Gad, E., and Goldsworthy, H. (2014, January 21\u201323). Review of Methodologies for Seismic Vulnerability Assessment of Buildings. Proceedings of the Australian Earthquake Engineering Society Conference, Lorne, Victoria."},{"key":"ref_28","unstructured":"Petrovici, R. (2014, January 26\u201329). Earthquake resilience of localities-Objectives and means. Proceedings of the International Conference on Architectural Research, Bucharest, Romania."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"405","DOI":"10.1007\/s11069-011-0082-4","article-title":"Buildings\u2019 seismic vulnerability assessment methods: A comparative study","volume":"62","author":"Alam","year":"2012","journal-title":"Nat. Hazards"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1007\/s10518-006-9004-3","article-title":"Road Network and Damaged Buildings in Urban Areas: Short and Long-term Interaction","volume":"4","author":"Goretti","year":"2006","journal-title":"Bull. Earthq. Eng."},{"key":"ref_31","unstructured":"Fiedrich, F. (2004). Ein High-Level-Architecture-Basiertes Multiagentensystem zur Ressourcenoptimierung Nach Starkbeben. [Ph.D. Thesis, Universit\u00e4t Karlsruhe (TH)]."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/8\/2\/146\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T19:19:11Z","timestamp":1760210351000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/8\/2\/146"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,2,16]]},"references-count":31,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2016,2]]}},"alternative-id":["rs8020146"],"URL":"https:\/\/doi.org\/10.3390\/rs8020146","relation":{},"ISSN":["2072-4292"],"issn-type":[{"type":"electronic","value":"2072-4292"}],"subject":[],"published":{"date-parts":[[2016,2,16]]}}}