区域尺度泥石流敏感性模拟的统计和概念方法的结合,不列颠哥伦比亚省,加拿大

IF 5.4 1区 农林科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Txomin Bornaetxea , Andrée Blais-Stevens , Brendan Miller , Ivan Marchesini
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引用次数: 0

摘要

本文描述了用于评估加拿大不列颠哥伦比亚省中东部Valemount地区泥石流的起始和跳动敏感性的数据和方法方法。泥石流在这一地区频繁发生,影响了道路和民居。研究区面积约1200平方公里。该地区的滑坡清单描绘了过去的泥石流,包括其源区和沉积物。该清单包括山坡和河道化的泥石流,从而能够为每种类型的事件开发单独的模型。对于山坡泥石流,使用监督多元回归技术来确定可能的起始区。然后,训练概念模型并应用于模拟跳动,并根据跳动敏感性对区域进行分类。到达主要河谷河道的模拟山坡泥石流沉积物被认为是河道化泥石流的潜在源区的代表,尽管源区沉积物也可能是其他过程的结果,包括邻近斜坡的逐渐侵蚀或大块运动。然后,概念建模也应用于第二种类型。将两种模型的结果结合起来,根据泥石流跳动的易感性对该地区进行分类。除了用于训练模型的数据集之外,还使用了泥石流数据集来优化和验证模型。结果表明,在考虑两种泥石流类型的情况下,模拟的敏感区与验证的泥石流扇之间的一致性为75%。这表明该模型能够有效区分潜在的泥石流扇区和非泥石流扇区。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Combination of statistical and conceptual approaches for debris-flow susceptibility modelling at a regional scale, British Columbia, Canada
This paper describes the data and methodological approaches used to assess the initiation and runout susceptibility of debris-flows in the Valemount area, east-central British Columbia, Canada. Debris-flows are frequent in this area and have impacted the roads and dwellings. The study area covers about 1200 km2. A landslide inventory for this area delineates past debris-flows, including their source areas and deposits. This inventory includes hillslope and channelized debris-flows, enabling the development of separate models for each type of event. For hillslope debris-flows, a supervised multivariate regression technique was used to identify possible initiation zones. Subsequently, a conceptual model was trained and applied to simulate runout and classify areas according to runout susceptibility.
Modeled hillslope debris-flow deposits reaching the main valley channels were considered as a proxy for potential source areas for channelized debris-flows, even though source sediments may also result from other processes, including gradual erosion or mass movements from adjacent slopes. Conceptual modelling was then applied to this second type as well. The results of the two models were combined to classify the area according to its predisposition to debris-flow runout. Debris-flow datasets other than those used to train the models, were used to optimize and validate the models. Results indicate that, considering both debris-flow types, there is a 75 % of agreement between the modeled susceptible areas and the validation debris-flow fans. This suggests that the models can effectively distinguish between potential debris-flow fan areas and non-debris-flow areas.
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来源期刊
Catena
Catena 环境科学-地球科学综合
CiteScore
10.50
自引率
9.70%
发文量
816
审稿时长
54 days
期刊介绍: Catena publishes papers describing original field and laboratory investigations and reviews on geoecology and landscape evolution with emphasis on interdisciplinary aspects of soil science, hydrology and geomorphology. It aims to disseminate new knowledge and foster better understanding of the physical environment, of evolutionary sequences that have resulted in past and current landscapes, and of the natural processes that are likely to determine the fate of our terrestrial environment. Papers within any one of the above topics are welcome provided they are of sufficiently wide interest and relevance.
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