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Shallow landslide susceptibility analysis in relation to land use scenarios

机译:与土地利用情景有关的浅层滑坡敏感性分析

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Shallow landslides can represent a destructive phenomena due to the absence of incipient movement evidence and to their high velocity, especially when turning into debris flows. The occurrence and the behavior of rainfall-triggered shallow landslides are often influenced by land use. In particular, the analysis of the changes in land use through time may represent a relevant indicator to evaluate different shallow landslide susceptibility scenarios. In this work, a semi-parametric nonlinear regression technique, namely the Generalized Additive Model (GAM), was applied for landslide susceptibility mapping. The model was applied to four different study sites which recently were affected by widespread rainfall-induced shallow landsliding: the Rio Frate and the Versa catchments (Oltrepo Pavese-southern Lombardy), the Vernazza catchment (Cinque Terre-Eastern Liguria) and the Pogliaschina catchment (Vara Valley-Eastern Liguria). Moreover, the elaboration of different land use scenarios were used to assess the influence of the land use change on the landslides occurrence.
机译:浅层滑坡可能代表破坏性现象,这是由于缺乏初期运动证据和它们的高速度,特别是当变成泥石流时。降雨触发的浅层滑坡的发生和行为通常受土地利用的影响。特别是,对土地利用随时间变化的分析可能代表了评估不同浅层滑坡敏感性场景的相关指标。在这项工作中,将半参数非线性回归技术,即广义可加模型(GAM),用于滑坡敏感性地图绘制。该模型已应用于最近受降雨引起的浅层滑坡影响的四个不同的研究地点:里约费拉特河和韦尔萨河集水区(奥特雷波·帕维斯南部伦巴第),韦尔纳扎河集水区(五渔村-东利古里亚)和波利亚斯纳河集水区(瓦拉河谷东利古里亚)。此外,详细阐述了不同的土地利用情景,以评估土地利用变化对滑坡发生的影响。

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