基于粒子群优化算法的东构造结滑坡清单建立与侵蚀速率估算
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耿豪鹏(1985—),男,博士,教授,主要从事坡面侵蚀过程与地貌演化研究。E-mail:hpgeng@lzu.edu.cn

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TP18;P548

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第二次青藏高原综合科学考察研究项目(2019QZKK0205);国家自然科学基金项目(42322101,42201003)


Identification and Estimation of Landslide Erosion Rate Based on Particle Swarm Optimization Algorithm
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    摘要:

    [目的] 构建喜马拉雅东构造结地区大范围的多时相滑坡清单,量化滑坡侵蚀速率,揭示滑坡过程在该区域的地貌学意义。[方法] 基于粒子群优化算法(particle swarm optimization,PSO)进行遥感影像归一化植被指数(normalized difference vegetation index,NDVI)的变化检测,构建1987-2021年东构造结地区的多时相滑坡清单;根据滑坡面积-体积经验公式计算该区域的滑坡侵蚀速率;结合气候和地形等参数,探讨滑坡过程的诱发因素。[结果] 研究区1987-2021年共识别滑坡1 323次,其中2017-2021年的滑坡数量最多,共389次;滑坡主要分布在雅鲁藏布江大拐弯附近的河谷两侧;研究区滑坡侵蚀速率为0~76.06 mm/a,平均值为0.44 mm/a,呈以雅鲁藏布江大拐弯段为中心向四周逐渐降低的变化趋势;滑坡侵蚀速率与地质尺度岩体的剥露速率及千年尺度流域平均侵蚀速率相近;研究区滑坡的发生与降雨过程和地震活动相关,主要发育在南向坡面上,并在海拔1 500~3 000 m和坡度35°~45°聚集。[结论] 滑坡是东构造结地区的主导侵蚀过程;降雨受迎风坡效应的影响在南向坡面富集,驱动该坡向上滑坡的集中分布。降水促进河流下切,以陡化边坡的方式诱发滑坡。

    Abstract:

    [Objective] To construct a comprehensive multi-temporal landslide inventory across the Eastern Himalayan Syntaxis and quantify landslide-driven erosion rates,thereby revealing the geomorphological significance of landslide processes in this region. [Methods] The Particle Swarm Optimization(PSO)algorithm was employed to detect the change of the Normalized Difference Vegetation Index(NDVI)from remote sensing images,and a multitemporal landslide inventory for the Eastern Syntaxis from 1987 to 2021 was constructed. The landslide erosion rate was calculated using an empirical landslide area-volume relationship. Additionally,the factors inducing landslide processes by considering climatic and topographic parameters were explored. [Results] A total of 1 323 landslides were identified in the study area between 1987 and 2021,with the highest occurrence of 389 landslides recorded between 2017 and 2021. The landslides predominantly occurred on both sides of the river valleys near the Yarlung Tsangpo River's Great Bend. The landslide erosion rates in the study area ranged from 0 to 76.06 mm/a,with an average rate of 0.44 mm/a. These rates showed a decreasing trend from the Great Bend section of the Yarlung Tsangpo River outward. The erosion rates were comparable to the exhumation rates of geological-scale rock bodies and the millennial-scale basin-wide average erosion rates. Landslide occurrences were associated with rainfall events and seismic activities,primarily developing on south-facing slopes and clustering within an elevation range of 1 500 to 3 000 meters and slopes of 35° to 45°. [Conclusion] Landslides represent the dominant erosion process in the Eastern Himalayan Syntaxis. Rainfall is influenced by the windward slope effect and concentrates on southfacing slopes,and drives the concentrated distribution of landslides on these slopes. Moreover,precipitation also triggers landslides by enhancing river incision,which steepens the adjacent slopes.

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耿豪鹏, 徐子怡, 郭宇, 张建.基于粒子群优化算法的东构造结滑坡清单建立与侵蚀速率估算[J].水土保持学报,2025,39(2):338~347

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  • 收稿日期:2024-08-18
  • 最后修改日期:2024-10-24
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  • 在线发布日期: 2025-05-07
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