{"id":"https://openalex.org/W4226326803","doi":"https://doi.org/10.3390/rs14071748","title":"Machine Learning for Defining the Probability of Sentinel-1 Based Deformation Trend Changes Occurrence","display_name":"Machine Learning for Defining the Probability of Sentinel-1 Based Deformation Trend Changes Occurrence","publication_year":2022,"publication_date":"2022-04-05","ids":{"openalex":"https://openalex.org/W4226326803","doi":"https://doi.org/10.3390/rs14071748"},"language":"en","primary_location":{"id":"doi:10.3390/rs14071748","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14071748","pdf_url":"https://www.mdpi.com/2072-4292/14/7/1748/pdf?version=1649220488","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/14/7/1748/pdf?version=1649220488","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009002995","display_name":"Pierluigi Confuorto","orcid":"https://orcid.org/0000-0003-4291-4604"},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Pierluigi Confuorto","raw_affiliation_strings":["Earth Science Department, University of Firenze, Via G. La Pira 4, 50121 Firenze, Italy"],"affiliations":[{"raw_affiliation_string":"Earth Science Department, University of Firenze, Via G. La Pira 4, 50121 Firenze, Italy","institution_ids":["https://openalex.org/I45084792"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021434045","display_name":"Camilla Medici","orcid":"https://orcid.org/0000-0001-7711-8419"},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Camilla Medici","raw_affiliation_strings":["Earth Science Department, University of Firenze, Via G. La Pira 4, 50121 Firenze, Italy"],"affiliations":[{"raw_affiliation_string":"Earth Science Department, University of Firenze, Via G. La Pira 4, 50121 Firenze, Italy","institution_ids":["https://openalex.org/I45084792"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048233148","display_name":"Silvia Bianchini","orcid":"https://orcid.org/0000-0003-2724-5641"},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Silvia Bianchini","raw_affiliation_strings":["Earth Science Department, University of Firenze, Via G. La Pira 4, 50121 Firenze, Italy"],"affiliations":[{"raw_affiliation_string":"Earth Science Department, University of Firenze, Via G. La Pira 4, 50121 Firenze, Italy","institution_ids":["https://openalex.org/I45084792"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033431329","display_name":"Matteo Del Soldato","orcid":"https://orcid.org/0000-0001-7539-5850"},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Matteo Del Soldato","raw_affiliation_strings":["Earth Science Department, University of Firenze, Via G. La Pira 4, 50121 Firenze, Italy"],"affiliations":[{"raw_affiliation_string":"Earth Science Department, University of Firenze, Via G. La Pira 4, 50121 Firenze, Italy","institution_ids":["https://openalex.org/I45084792"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071000390","display_name":"Ascanio Rosi","orcid":"https://orcid.org/0000-0001-8930-5705"},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ascanio Rosi","raw_affiliation_strings":["Earth Science Department, University of Firenze, Via G. La Pira 4, 50121 Firenze, Italy"],"affiliations":[{"raw_affiliation_string":"Earth Science Department, University of Firenze, Via G. La Pira 4, 50121 Firenze, Italy","institution_ids":["https://openalex.org/I45084792"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009471635","display_name":"Samuele Segoni","orcid":"https://orcid.org/0000-0002-6030-1046"},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Samuele Segoni","raw_affiliation_strings":["Earth Science Department, University of Firenze, Via G. La Pira 4, 50121 Firenze, Italy"],"affiliations":[{"raw_affiliation_string":"Earth Science Department, University of Firenze, Via G. La Pira 4, 50121 Firenze, Italy","institution_ids":["https://openalex.org/I45084792"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012274844","display_name":"Nicola Casagli","orcid":"https://orcid.org/0000-0002-8684-7848"},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nicola Casagli","raw_affiliation_strings":["Earth Science Department, University of Firenze, Via G. La Pira 4, 50121 Firenze, Italy"],"affiliations":[{"raw_affiliation_string":"Earth Science Department, University of Firenze, Via G. La Pira 4, 50121 Firenze, Italy","institution_ids":["https://openalex.org/I45084792"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5009002995"],"corresponding_institution_ids":["https://openalex.org/I45084792"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":3.8899,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.93089681,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"14","issue":"7","first_page":"1748","last_page":"1748"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10801","display_name":"Synthetic Aperture Radar (SAR) Applications and Techniques","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10644","display_name":"Cryospheric studies and observations","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/geohazard","display_name":"Geohazard","score":0.8058446645736694},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.6620152592658997},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.5806846022605896},{"id":"https://openalex.org/keywords/landslide","display_name":"Landslide","score":0.5293351411819458},{"id":"https://openalex.org/keywords/displacement","display_name":"Displacement (psychology)","score":0.5180647373199463},{"id":"https://openalex.org/keywords/geodesy","display_name":"Geodesy","score":0.5132546424865723},{"id":"https://openalex.org/keywords/subsidence","display_name":"Subsidence","score":0.4519557058811188},{"id":"https://openalex.org/keywords/interferometric-synthetic-aperture-radar","display_name":"Interferometric synthetic aperture radar","score":0.43310976028442383},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.4196040630340576},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4162417948246002},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3202785849571228},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.23930388689041138},{"id":"https://openalex.org/keywords/synthetic-aperture-radar","display_name":"Synthetic aperture radar","score":0.18102487921714783},{"id":"https://openalex.org/keywords/geomorphology","display_name":"Geomorphology","score":0.1509608030319214},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.13418227434158325},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.0916050374507904}],"concepts":[{"id":"https://openalex.org/C2779629037","wikidata":"https://www.wikidata.org/wiki/Q5535282","display_name":"Geohazard","level":3,"score":0.8058446645736694},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.6620152592658997},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.5806846022605896},{"id":"https://openalex.org/C186295008","wikidata":"https://www.wikidata.org/wiki/Q167903","display_name":"Landslide","level":2,"score":0.5293351411819458},{"id":"https://openalex.org/C107551265","wikidata":"https://www.wikidata.org/wiki/Q1458245","display_name":"Displacement (psychology)","level":2,"score":0.5180647373199463},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.5132546424865723},{"id":"https://openalex.org/C180851071","wikidata":"https://www.wikidata.org/wiki/Q849953","display_name":"Subsidence","level":3,"score":0.4519557058811188},{"id":"https://openalex.org/C22286887","wikidata":"https://www.wikidata.org/wiki/Q1666056","display_name":"Interferometric synthetic aperture radar","level":3,"score":0.43310976028442383},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.4196040630340576},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4162417948246002},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3202785849571228},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.23930388689041138},{"id":"https://openalex.org/C87360688","wikidata":"https://www.wikidata.org/wiki/Q740686","display_name":"Synthetic aperture radar","level":2,"score":0.18102487921714783},{"id":"https://openalex.org/C114793014","wikidata":"https://www.wikidata.org/wiki/Q52109","display_name":"Geomorphology","level":1,"score":0.1509608030319214},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.13418227434158325},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0916050374507904},{"id":"https://openalex.org/C109007969","wikidata":"https://www.wikidata.org/wiki/Q749565","display_name":"Structural basin","level":2,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/rs14071748","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14071748","pdf_url":"https://www.mdpi.com/2072-4292/14/7/1748/pdf?version=1649220488","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5c78df4058f04fc9ae71f00faa6ae034","is_oa":true,"landing_page_url":"https://doaj.org/article/5c78df4058f04fc9ae71f00faa6ae034","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 14, Iss 7, p 1748 (2022)","raw_type":"article"},{"id":"pmh:oai:flore.unifi.it:2158/1269159","is_oa":true,"landing_page_url":"https://www.mdpi.com/2072-4292/14/7/1748","pdf_url":null,"source":{"id":"https://openalex.org/S4306402033","display_name":"Florence Research (University of Florence)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45084792","host_organization_name":"University of Florence","host_organization_lineage":["https://openalex.org/I45084792"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/7/1748/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14071748","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 14; Issue 7; Pages: 1748","raw_type":"Text"},{"id":"pmh:oai:www.research.unipd.it:11577/3485382","is_oa":true,"landing_page_url":"https://hdl.handle.net/11577/3485382","pdf_url":null,"source":{"id":"https://openalex.org/S4377196283","display_name":"Research Padua  Archive (University of Padua)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/rs14071748","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14071748","pdf_url":"https://www.mdpi.com/2072-4292/14/7/1748/pdf?version=1649220488","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.44999998807907104,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4226326803.pdf","grobid_xml":"https://content.openalex.org/works/W4226326803.grobid-xml"},"referenced_works_count":77,"referenced_works":["https://openalex.org/W9288028","https://openalex.org/W255189610","https://openalex.org/W596984334","https://openalex.org/W1541774929","https://openalex.org/W1547451812","https://openalex.org/W1973074708","https://openalex.org/W1978115215","https://openalex.org/W1978901367","https://openalex.org/W1980324470","https://openalex.org/W1982623886","https://openalex.org/W2049466036","https://openalex.org/W2050638137","https://openalex.org/W2064384381","https://openalex.org/W2071968219","https://openalex.org/W2082081125","https://openalex.org/W2097453203","https://openalex.org/W2117350110","https://openalex.org/W2120630093","https://openalex.org/W2123632763","https://openalex.org/W2208293910","https://openalex.org/W2300188074","https://openalex.org/W2324360419","https://openalex.org/W2332183900","https://openalex.org/W2483870642","https://openalex.org/W2491159077","https://openalex.org/W2551716218","https://openalex.org/W2595832959","https://openalex.org/W2600879464","https://openalex.org/W2604369655","https://openalex.org/W2625676861","https://openalex.org/W2734428930","https://openalex.org/W2744351284","https://openalex.org/W2744728920","https://openalex.org/W2768638539","https://openalex.org/W2791008380","https://openalex.org/W2793831793","https://openalex.org/W2800735270","https://openalex.org/W2805689038","https://openalex.org/W2883123736","https://openalex.org/W2894734498","https://openalex.org/W2899433660","https://openalex.org/W2904486608","https://openalex.org/W2911964244","https://openalex.org/W2915483120","https://openalex.org/W2921208133","https://openalex.org/W2951169526","https://openalex.org/W2958869361","https://openalex.org/W2960786458","https://openalex.org/W2964393055","https://openalex.org/W2966966260","https://openalex.org/W2970168469","https://openalex.org/W2974206351","https://openalex.org/W2990038629","https://openalex.org/W2990579439","https://openalex.org/W3008412476","https://openalex.org/W3021491793","https://openalex.org/W3024298195","https://openalex.org/W3025999562","https://openalex.org/W3032913569","https://openalex.org/W3033272821","https://openalex.org/W3036911812","https://openalex.org/W3037574091","https://openalex.org/W3041335005","https://openalex.org/W3047462331","https://openalex.org/W3084677173","https://openalex.org/W3096823811","https://openalex.org/W3096889504","https://openalex.org/W3111588349","https://openalex.org/W3134558900","https://openalex.org/W3138633680","https://openalex.org/W3141269485","https://openalex.org/W3164048959","https://openalex.org/W3184781494","https://openalex.org/W4205925639","https://openalex.org/W6722960724","https://openalex.org/W6765808609","https://openalex.org/W6799051681"],"related_works":["https://openalex.org/W2965519650","https://openalex.org/W2964382370","https://openalex.org/W4321495493","https://openalex.org/W2127359929","https://openalex.org/W2113346282","https://openalex.org/W2374921833","https://openalex.org/W2130313420","https://openalex.org/W2367032543","https://openalex.org/W2365547495","https://openalex.org/W4294237504"],"abstract_inverted_index":{"The":[0,144,167,198],"continuous":[1],"monitoring":[2],"of":[3,42,54,56,80,82,131,141,151,156,164,194,200,207,210,236],"displacements":[4],"occurring":[5],"on":[6],"the":[7,26,33,51,70,78,83,99,103,126,132,138,142,162,170,187,192,195,205,208,231,237],"Earth":[8],"surface":[9],"by":[10,25,50,86,186],"exploiting":[11],"MTInSAR":[12,211],"(Multi":[13],"Temporal":[14],"Interferometry":[15],"SAR)":[16],"Sentinel-1":[17],"data":[18],"is":[19],"a":[20,64,153,174,201],"solid":[21],"reality,":[22],"as":[23,48,69,115,215],"testified":[24],"ongoing":[27],"operational":[28],"ground":[29],"motion":[30],"service":[31],"in":[32,173,227],"Tuscany":[34],"region":[35],"(Central":[36],"Italy).":[37],"In":[38,61],"this":[39,62],"framework,":[40],"anomalies":[41,84,93,171,212],"movement,":[43],"i.e.,":[44],"accelerations":[45],"or":[46],"deceleration":[47],"seen":[49],"time":[52],"series":[53],"displacement":[55,157],"radar":[57,139],"targets,":[58],"are":[59],"identified.":[60],"work,":[63],"Machine":[65],"Learning":[66],"algorithm":[67],"such":[68],"Random":[71],"Forest":[72],"has":[73,190],"been":[74],"used":[75,114],"to":[76,125,137,221,229],"assess":[77],"probability":[79,206],"occurrence":[81,209],"induced":[85],"slope":[87,100],"instability":[88,101],"and":[89,96,102,110,112,128,135,178,182,225],"subsidence.":[90],"About":[91],"20,000":[92],"(about":[94],"7000":[95],"13,000":[97],"for":[98,203],"subsidence,":[104],"respectively)":[105],"were":[106,113,121],"collected":[107,172],"between":[108],"2018":[109],"2020":[111],"input,":[116],"while":[117],"ten":[118],"different":[119],"variables":[120],"selected,":[122],"five":[123,136],"related":[124],"morphological":[127],"geological":[129],"setting":[130],"study":[133],"area":[134],"characteristics":[140],"data.":[143],"resulting":[145],"maps":[146],"may":[147,159,213],"provide":[148],"useful":[149],"indications":[150],"where":[152],"sudden":[154],"change":[155],"trend":[158],"occur,":[160],"analyzing":[161],"contribution":[163],"each":[165],"factor.":[166],"cross-validation":[168],"with":[169,179],"following":[175],"timespan":[176],"(2020\u20132021)":[177],"official":[180],"landslide":[181],"subsidence":[183],"inventories":[184],"provided":[185],"regional":[188],"authority":[189],"confirmed":[191],"reliability":[193],"final":[196],"maps.":[197],"adoption":[199],"map":[202],"assessing":[204],"serve":[214],"an":[216],"enhanced":[217],"geohazard":[218],"prevention":[219],"measurement,":[220],"be":[222],"periodically":[223],"updated":[224],"refined":[226],"order":[228],"have":[230],"most":[232],"precise":[233],"knowledge":[234],"possible":[235],"territory.":[238]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3}],"updated_date":"2026-04-15T08:11:43.952461","created_date":"2022-05-05T00:00:00"}