Integrating multiple information sources for landslide hazard assessment: the case of Italy

被引:11
|
作者
Franceschini, Rachele [1 ]
Rosi, Ascanio [2 ]
del Soldato, Matteo [1 ]
Catani, Filippo [2 ]
Casagli, Nicola [1 ,3 ]
机构
[1] Univ Florence, Dept Earth Sci, Via Giorgio La Pira 4, I-50121 Florence, Italy
[2] Univ Padua, Dept Geosci, Via G Gradenigo 6, I-35131 Padua, Italy
[3] Natl Inst Oceanog & Appl Geophys OGS, Borgo Grotta Gigante 42-C, Trieste, Italy
关键词
CLIMATE-CHANGE; FLOOD RISK; PRECIPITATION; INVENTORY; DISASTERS; MODEL;
D O I
10.1038/s41598-022-23577-z
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Landslides are the most frequent and diffuse natural hazards in Italy causing the greatest number of fatalities and damage to urban areas. The integration of natural hazard information and social media data could improve warning systems to enhance the awareness of disaster managers and citizens about emergency events. The news about landslide events in newspapers or crowdsourcing platforms allows fast observation, surveying and classification. Currently, few studies have been produced on the combination of social media data and traditional sensors. This gap indicates that it is unclear how their integration can effectively provide emergency managers with appropriate knowledge. In this work, rainfall, human lives, and earmarked fund data sources were correlated to "landslide news". Analysis was applied to obtain information about temporal (2010-2019) and spatial (regional and warning hydrological zone scale) distribution. The temporal distribution of the data shows a continuous increase from 2015 until 2019 for both landslide and rainfall events. The number of people involved and the amount of earmarked funds do not exhibit any clear trend. The spatial distribution displays good correlation between "landslide news", traditional sensors (e.g., pluviometers) and possible effects in term of fatalities. In addition, the cost of soil protection, in monetary terms, indicates the effects of events.
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收藏
页数:17
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