{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T05:26:51Z","timestamp":1773811611980,"version":"3.50.1"},"reference-count":83,"publisher":"MDPI AG","issue":"16","license":[{"start":{"date-parts":[[2024,8,20]],"date-time":"2024-08-20T00:00:00Z","timestamp":1724112000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"CERI research center at Sapienza University of Rome and the ABDAC project","award":["000158_2021_ABDAC_Scarascia"],"award-info":[{"award-number":["000158_2021_ABDAC_Scarascia"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Monitoring slow-moving landslides is a crucial task for socioeconomic risk prevention and\/or mitigation. Persistent scatterer interferometric synthetic aperture radar (PS-InSAR) is an advanced remote sensing method for monitoring ground deformation. In this research, PS-InSAR time series derived from COSMO-SkyMed (descending orbit) and Sentinel-1 (ascending orbit) are analyzed for a region in Central Apennines in Italy. The sequential turning point detection method (STPD) is implemented to detect the trend turning dates and their directions in the PS-InSAR time series within areas of interest susceptible to landslides. The monthly maps of significant turning points and their directions for years 2018, 2019, 2020, and 2021 are produced and classified for four Italian administrative regions, namely, Marche, Umbria, Abruzzo, and Lazio. Monthly global precipitation measurement (GPM) images at 0.1\u2218\u00d70.1\u2218 spatial resolution and four local precipitation time series are also analyzed by STPD to investigate when the precipitation rate has changed and how they might have reactivated slow-moving landslides. Generally, a strong correlation (r\u22650.7) is observed between GPM (satellite-based) and local precipitation (station-based) with similar STPD results. Marche and Abruzzo (the coastal regions) have an insignificant precipitation rate while Umbria and Lazio have a significant increase in precipitation from 2017 to 2023. The coastal regions also exhibit relatively lower precipitation amounts. The results indicate a strong correlation between the trend turning dates of the accumulated precipitation and displacement time series, especially for Lazio during summer and fall 2020, where relatively more significant precipitation rate of change is observed. The findings of this study may guide stakeholders and responsible authorities for risk management and mitigating damage to infrastructures.<\/jats:p>","DOI":"10.3390\/rs16163055","type":"journal-article","created":{"date-parts":[[2024,8,20]],"date-time":"2024-08-20T06:07:35Z","timestamp":1724134055000},"page":"3055","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":31,"title":["Estimating Reactivation Times and Velocities of Slow-Moving Landslides via PS-InSAR and Their Relationship with Precipitation in Central Italy"],"prefix":"10.3390","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5165-1773","authenticated-orcid":false,"given":"Ebrahim","family":"Ghaderpour","sequence":"first","affiliation":[{"name":"Department of Earth Sciences & CERI Research Centre, Sapienza University of Rome, P.le Aldo Moro, 5, 00185 Rome, Italy"},{"name":"NHAZCA s.r.l., Via Vittorio Bachelet, 12, 00185 Rome, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6320-6071","authenticated-orcid":false,"given":"Claudia","family":"Masciulli","sequence":"additional","affiliation":[{"name":"Department of Earth Sciences & CERI Research Centre, Sapienza University of Rome, P.le Aldo Moro, 5, 00185 Rome, Italy"},{"name":"NHAZCA s.r.l., Via Vittorio Bachelet, 12, 00185 Rome, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8890-0331","authenticated-orcid":false,"given":"Marta","family":"Zocchi","sequence":"additional","affiliation":[{"name":"Department of Earth Sciences & CERI Research Centre, Sapienza University of Rome, P.le Aldo Moro, 5, 00185 Rome, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0297-842X","authenticated-orcid":false,"given":"Francesca","family":"Bozzano","sequence":"additional","affiliation":[{"name":"Department of Earth Sciences & CERI Research Centre, Sapienza University of Rome, P.le Aldo Moro, 5, 00185 Rome, Italy"},{"name":"NHAZCA s.r.l., Via Vittorio Bachelet, 12, 00185 Rome, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2917-0324","authenticated-orcid":false,"given":"Gabriele","family":"Scarascia Mugnozza","sequence":"additional","affiliation":[{"name":"Department of Earth Sciences & CERI Research Centre, Sapienza University of Rome, P.le Aldo Moro, 5, 00185 Rome, Italy"},{"name":"NHAZCA s.r.l., Via Vittorio Bachelet, 12, 00185 Rome, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0042-3444","authenticated-orcid":false,"given":"Paolo","family":"Mazzanti","sequence":"additional","affiliation":[{"name":"Department of Earth Sciences & CERI Research Centre, Sapienza University of Rome, P.le Aldo Moro, 5, 00185 Rome, Italy"},{"name":"NHAZCA s.r.l., Via Vittorio Bachelet, 12, 00185 Rome, Italy"}]}],"member":"1968","published-online":{"date-parts":[[2024,8,20]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"404","DOI":"10.1038\/s43017-020-0072-8","article-title":"Life and death of slow-moving landslides","volume":"1","author":"Lacroix","year":"2020","journal-title":"Nat. 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