Study on the rainfall threshold of red strata landslides in Bazhong, Sichuan using Kriging interpolation method
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摘要:
降雨阈值是目前最常用的降雨型滑坡预警判据之一,然而目前经验性降雨阈值主要是针对滑坡的区域性预警,对于该区域内随空间变化的单个滑坡的降雨阈值还缺乏探讨。基于巴中2014—2021年降雨型滑坡历史数据以及小时降雨数据,采用克里金插值法,提取2014—2020年各滑坡灾害的四类致灾短期雨量(1 h、12 h、24 h、72 h)和相应的长期雨量(滑坡发生前7 d),由此分成4类阈值模型进行分析,确定每组模型长期和短期致灾雨量阈值分布情况,并用2021年滑坡灾害数据验证所得的降雨阈值。研究结果显示4类阈值模型的预测准确率分布在40%~65%,表明4类阈值都具有较好的应用前景。同时,预测准确率随短期降雨时长增加而提高,由72 h至7 d致灾雨量数据所计算的降雨阈值预测准确率最高,为62%;而1 h至7 d模型计算的降雨阈值预测准确率最低,为46%。基于模型的最高预测准确率,研究计算得到4类模型的最佳短期与长期致灾雨量的划分比例,从而定量划分了短期降雨致灾滑坡和长期降雨致灾滑坡。研究通过对致灾雨量空间分布的计算,可提取滑坡隐患点位上的降雨阈值,实现了区域一点一阈值的目标,丰富了现有降雨阈值计算模型。
Abstract:The Rainfall thresholds are among the most commonly used criteria for predicting rainfall-induced landslides. However, existing empirical rainfall thresholds mainly focused on regional landslide warnings, lacking consideration for the spatial variability of rainfall thresholds for individual landslides within the region. This study uses historical rainfall-induced landslide data and hourly rainfall data from Bazhong City (2014 – 2021) to employ Kriging interpolation methods. It extracts four types of short-term rainfall (1 hour, 12 hours, 24 hours, 72 hours) and their corresponding long-term rainfall (7 days before the landslide occurrence). In these four threshold models, the distribution of long-term and short-term rainfall thresholds in each group is calculated and then validated using landslide disaster data from 2021. The research results indicate that the prediction accuracy of the four threshold models ranges from 40% to 65%, suggesting good potential for practical application. Additionally, the prediction accuracy improves with the increase in the duration of short-term rainfall. The prediction accuracy for rainfall thresholds calculated from the 72-hour-7-day model is highest, reaching 62%, while the 1-hour-7-day model achieves 46%. Based on the highest prediction accuracy of these models, the study calculates the optimal ratios for short-term and long-term disaster-causing rainfall for four types of models. This leads to a quantitative division between short-term rainfall-induced landslides and long-term rainfall-induced landslides. By calculating the spatial distribution of disaster-causing rainfall, the study extracts rainfall thresholds at potential landslide locations, achieving the goal of one threshold per site in the region and enhancing existing models for calculating rainfall thresholds.
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Key words:
- Kriging interpolation /
- landslide /
- short-term rainfall /
- long-term rainfall /
- rainfall threshold
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[1] 蒋涛,崔圣华,许向宁,等. 基于遥感解译的典型强震区泥石流物源发育及演化——以四川都汶高速沿线为例[J/OL]. 地质通报(2023-12-13)[2024-03-15]. [JIANG Tao,CUI Shenghua,XU Xiangning,et al. Remote sensing images based observational study on distribution and evolution of debris flow in a typic meizoseismal area:A case study of the Sichuan Duwen expressway[J/OL]. Geological Bulletin of China(2023-12-13)[2024-03-15]. http://kns.cnki.net/kcms/detail/11.4648.P.20231212.1447.004.html. (in Chinese with English abstract)]
JIANG Tao, CUI Shenghua, XU Xiangning, et al. Remote sensing images based observational study on distribution and evolution of debris flow in a typic meizoseismal area: A case study of the Sichuan Duwen expressway[J/OL]. Geological Bulletin of China(2023-12-13)[2024-03-15]. http://kns.cnki.net/kcms/detail/11.4648.P.20231212.1447.004.html. (in Chinese with English abstract)
[2] 陶伟,胡晓波,姜元俊,等. 颗粒粒径对滑坡碎屑流动力特征及能量转化的影响——以四川省三溪村滑坡为例[J]. 地质通报,2023,42(9):1610 − 1619. [TAO Wei,HU Xiaobo,JIANG Yuanjun,et al. Influence of particle size on dynamic characteristics and energy conversion of debris flow in landslide:A case study of Sanxicun landslide in Sichuan Province[J]. Geological Bulletin of China,2023,42(9):1610 − 1619. (in Chinese with English abstract)]
TAO Wei, HU Xiaobo, JIANG Yuanjun, et al. Influence of particle size on dynamic characteristics and energy conversion of debris flow in landslide: A case study of Sanxicun landslide in Sichuan Province[J]. Geological Bulletin of China, 2023, 42(9): 1610 − 1619. (in Chinese with English abstract)
[3] 曹洪洋,任晓莹. 基于粗糙集理论的区域降雨型滑坡预测预报[J]. 水文地质工程地质,2017,44(2):117 − 123. [CAO Hongyang,REN Xiaoying. Rainfall-induced landslides prediction based on rough sets[J]. Hydrogeology & Engineering Geology,2017,44(2):117 − 123. (in Chinese with English abstract)]
CAO Hongyang, REN Xiaoying. Rainfall-induced landslides prediction based on rough sets[J]. Hydrogeology & Engineering Geology, 2017, 44(2): 117 − 123. (in Chinese with English abstract)
[4] 张勇,温智,程英建. 四川巴中市滑坡灾害与降雨雨型关系探讨[J]. 水文地质工程地质,2020,47(2):178 − 182. [ZHANG Yong,WEN Zhi,CHENG Yingjian. A discussion of the relationship between landslide disaster and rainfall types in Bazhong of Sichuan[J]. Hydrogeology & Engineering Geology,2020,47(2):178 − 182. (in Chinese with English abstract)]
ZHANG Yong, WEN Zhi, CHENG Yingjian. A discussion of the relationship between landslide disaster and rainfall types in Bazhong of Sichuan[J]. Hydrogeology & Engineering Geology, 2020, 47(2): 178 − 182. (in Chinese with English abstract)
[5] 赵彬如,陈恩泽,戴强,等. 基于水文-气象阈值的区域降雨型滑坡预测研究[J]. 测绘学报,2022,51(10):2216 − 2225. [ZHAO Binru,CHEN Enze,DAI Qiang,et al. Study on prediction of regional rainfall-induced landslides based on hydro-meteorological threshold[J]. Acta Geodaetica et Cartographica Sinica,2022,51(10):2216 − 2225. (in Chinese with English abstract)]
ZHAO Binru, CHEN Enze, DAI Qiang, et al. Study on prediction of regional rainfall-induced landslides based on hydro-meteorological threshold[J]. Acta Geodaetica et Cartographica Sinica, 2022, 51(10): 2216 − 2225. (in Chinese with English abstract)
[6] 铁永波,张宪政,龚凌枫,等. 西南山区典型地质灾害链成灾模式研究[J]. 地质力学学报,2022,28(6):1071 − 1080. [TIE Yongbo,ZHANG Xianzheng,GONG Lingfeng,et al. Research on the pattern of typical geohazard chains in the southwest mountainous region,China[J]. Journal of Geomechanics,2022,28(6):1071 − 1080. (in Chinese with English abstract)]
TIE Yongbo, ZHANG Xianzheng, GONG Lingfeng, et al. Research on the pattern of typical geohazard chains in the southwest mountainous region, China[J]. Journal of Geomechanics, 2022, 28(6): 1071 − 1080. (in Chinese with English abstract)
[7] 刘海知,徐辉,包红军,等. 区域降雨诱发滑坡阈值特征分析[J]. 自然灾害学报,2021,30(4):181 − 190. [LIU Haizhi,XU Hui,BAO Hongjun,et al. Characteristics analysis of rainfall-induced landslide thresholds in local regions[J]. Journal of Natural Disasters,2021,30(4):181 − 190. (in Chinese with English abstract)]
LIU Haizhi, XU Hui, BAO Hongjun, et al. Characteristics analysis of rainfall-induced landslide thresholds in local regions[J]. Journal of Natural Disasters, 2021, 30(4): 181 − 190. (in Chinese with English abstract)
[8] 黄润秋,徐则民,许模. 地下水的致灾效应及异常地下水流诱发地质灾害[J]. 地球与环境,2005,33(3):1 − 9. [HUANG Runqiu,XU Zemin,XU Mo. Hazardous effects of underground water and extraordinary water flow-induced geohazards[J]. Geology-geochemistry,2005,33(3):1 − 9. (in Chinese with English abstract)]
HUANG Runqiu, XU Zemin, XU Mo. Hazardous effects of underground water and extraordinary water flow-induced geohazards[J]. Geology-geochemistry, 2005, 33(3): 1 − 9. (in Chinese with English abstract)
[9] 李同录,李颖喆,赵丹旗,等. 对水致黄土斜坡破坏模式及稳定性分析原则的思考[J]. 中国地质灾害与防治学报,2022,33(2):25 − 32. [LI Tonglu,LI Yingzhe,ZHAO Danqi,et al. Thoughts on modes of loess slope failure triggered by water infiltration and the principals for stability analysis[J]. The Chinese Journal of Geological Hazard and Control,2022,33(2):25 − 32. (in Chinese with English abstract)]
LI Tonglu, LI Yingzhe, ZHAO Danqi, et al. Thoughts on modes of loess slope failure triggered by water infiltration and the principals for stability analysis[J]. The Chinese Journal of Geological Hazard and Control, 2022, 33(2): 25 − 32. (in Chinese with English abstract)
[10] 魏占玺,谢东武,毋远召,等. 基于动态残余强度的不同含水率条件下滑坡稳定性研究[J]. 水文地质工程地质,2022,49(2):126 − 136. [WEI Zhanxi,XIE Dongwu,WU Yuanzhao,et al. Research on landslide stability under different water content conditions based on the dynamic residual strength[J]. Hydrogeology & Engineering Geology,2022,49(2):126 − 136. (in Chinese with English abstract)]
WEI Zhanxi, XIE Dongwu, WU Yuanzhao, et al. Research on landslide stability under different water content conditions based on the dynamic residual strength[J]. Hydrogeology & Engineering Geology, 2022, 49(2): 126 − 136. (in Chinese with English abstract)
[11] 宋宇飞,曹琰波,范文,等. 基于贝叶斯方法的降雨诱发滑坡概率型预警模型研究[J]. 岩石力学与工程学报,2023,42(3):558 − 574. [SONG Yufei,CAO Yanbo,FAN Wen,et al. Probabilistic early warning model for rainfall-induced landslides based on Bayesian approach[J]. Chinese Journal of Rock Mechanics and Engineering,2023,42(3):558 − 574. (in Chinese with English abstract)]
SONG Yufei, CAO Yanbo, FAN Wen, et al. Probabilistic early warning model for rainfall-induced landslides based on Bayesian approach[J]. Chinese Journal of Rock Mechanics and Engineering, 2023, 42(3): 558 − 574. (in Chinese with English abstract)
[12] MARIN R J,VEL ASQUEZ M F,GARC IA E F,et al. Assessing two methods of defining rainfall intensity and duration thresholds for shallow landslides in data-scarce catchments of the Colombian Andean Mountains[J]. Catena,2021,206:105563. doi: 10.1016/j.catena.2021.105563
[13] 宋昭富,张勇,佘涛,等. 基于易发性分区的区域滑坡降雨预警阈值确定——以云南龙陵县为例[J]. 中国地质灾害与防治学报,2023,34(4):22 − 29. [SONG Zhaofu,ZHANG Yong,SHE Tao,et al. Determination of regional landslide rainfall warning threshold based on susceptibility zoning:A case study in Longling County of Yunnan Province[J]. The Chinese Journal of Geological Hazard and Control,2023,34(4):22 − 29. (in Chinese with English abstract)]
SONG Zhaofu, ZHANG Yong, SHE Tao, et al. Determination of regional landslide rainfall warning threshold based on susceptibility zoning: A case study in Longling County of Yunnan Province[J]. The Chinese Journal of Geological Hazard and Control, 2023, 34(4): 22 − 29. (in Chinese with English abstract)
[14] 刘谢攀,殷坤龙,肖常贵,等. 基于I-D-R阈值模型的滑坡气象预警[J]. 地球科学,2024,49(3):1039 − 1051. [LIU Xiepan,YIN Kunlong,XIAO Changgui,et al. Meteorological early warning of landslide based on I-D-R threshold model[J]. Earth Science,2024,49(3):1039 − 1051. (in Chinese with English abstract)]
LIU Xiepan, YIN Kunlong, XIAO Changgui, et al. Meteorological early warning of landslide based on I-D-R threshold model[J]. Earth Science, 2024, 49(3): 1039 − 1051. (in Chinese with English abstract)
[15] 陈洪凯,魏来,谭玲. 降雨型滑坡经验性降雨阈值研究综述[J]. 重庆交通大学学报(自然科学版),2012,31(5):990 − 996. [CHEN Hongkai,WEI Lai,TAN Ling. Review of research on empirical rainfall threshold of rainfall-induced landslide[J]. Journal of Chongqing Jiaotong University (Natural Science),2012,31(5):990 − 996. (in Chinese with English abstract)]
CHEN Hongkai, WEI Lai, TAN Ling. Review of research on empirical rainfall threshold of rainfall-induced landslide[J]. Journal of Chongqing Jiaotong University (Natural Science), 2012, 31(5): 990 − 996. (in Chinese with English abstract)
[16] 刘帅,王涛,曹佳文,等. 基于优化随机森林模型的降雨群发滑坡易发性评价研究——以西秦岭极端降雨事件为例[J/OL]. 地质通报(2024-01-19)[2024-03-15]. [LIU Shuai,WANG Tao,CAO Jiawen,et al. A case study on susceptibility assessment of precipitation-induced mass landslides based on optimal random forest model,west Qinling Mountains[J/OL]. Geological Bulletin of China,(2024-01-19)[2024-03-15]. http://kns.cnki.net/kcms/detail/11.4648.P.20240118.1821.002.html. (in Chinese with English abstract)]
LIU Shuai, WANG Tao, CAO Jiawen, et al. A case study on susceptibility assessment of precipitation-induced mass landslides based on optimal random forest model, west Qinling Mountains[J/OL]. Geological Bulletin of China, (2024-01-19)[2024-03-15]. http://kns.cnki.net/kcms/detail/11.4648.P.20240118.1821.002.html. (in Chinese with English abstract)
[17] 冉涛,徐如阁,周洪福,等. 雅砻江流域深切河谷区滑坡类型、成因及分布规律——以子拖西―麻郎错河段为例[J]. 中国地质,2024,51(2):511 − 524. [RAN Tao,XU Ruge,ZHOU Hongfu,et al. Type, formation mechanism and distribution regularity of landslides in the deeply incised valley area of Yalong River Basin:A case study of Zituoxi–Malangcuo river section[J]. Geology in China,2024,51(2):511 − 524. (in Chinese with English abstract)]
RAN Tao, XU Ruge, ZHOU Hongfu, et al. Type, formation mechanism and distribution regularity of landslides in the deeply incised valley area of Yalong River Basin: A case study of Zituoxi–Malangcuo river section[J]. Geology in China, 2024, 51(2): 511 − 524. (in Chinese with English abstract)
[18] MARIN R J. Physically based and distributed rainfall intensity and duration thresholds for shallow landslides[J]. Landslides,2020,17(12):2907 − 2917. doi: 10.1007/s10346-020-01481-9
[19] BAUM R L,GODT J W. Early warning of rainfall-induced shallow landslides and debris flows in the USA[J]. Landslides,2010,7(3):259 − 272. doi: 10.1007/s10346-009-0177-0
[20] PERUCCACCI S,BRUNETTI M T,GARIANO S L,et al. Rainfall thresholds for possible landslide occurrence in Italy[J]. Geomorphology,2017,290:39 − 57. doi: 10.1016/j.geomorph.2017.03.031
[21] GUZZETTI F,GARIANO S L,PERUCCACCI S,et al. Geographical landslide early warning systems[J]. Earth Science Reviews,2020,200:102973. doi: 10.1016/j.earscirev.2019.102973
[22] 马思远. 地震降雨多场景下触发滑坡分布规律和危险性概率评估研究[D]. 中国地震局地质研究所,2022. [MA Siyuan. The distribution characteristics and hazard assessment of landslide under various earthquake and rainfall scenarios[D]. Institute of Geology,China Earthquake Administrator,2022. (in Chinese with English abstract)]
MA Siyuan. The distribution characteristics and hazard assessment of landslide under various earthquake and rainfall scenarios[D]. Institute of Geology, China Earthquake Administrator, 2022. (in Chinese with English abstract)
[23] HONG Yang,ADLER R,HUFFMAN G. Evaluation of the potential of NASA multi-satellite precipitation analysis in global landslide hazard assessment[J]. Geophysical Research Letters,2006,33(22):L22402.
[24] GUZZETTI F,PERUCCACCI S,ROSSI M,et al. Rainfall thresholds for the initiation of landslides in central and southern Europe[J]. Meteorology and Atmospheric Physics,2007,98(3):239 − 267.
[25] GUZZETTI F,PERUCCACCI S,ROSSI M,et al. The rainfall intensity–duration control of shallow landslides and debris flows:An update[J]. Landslides,2008,5(1):3 − 17. doi: 10.1007/s10346-007-0112-1
[26] SEGONI S,PICIULLO L,GARIANO S L. A review of the recent literature on rainfall thresholds for landslide occurrence[J]. Landslides,2018,15(8):1483 − 1501. doi: 10.1007/s10346-018-0966-4
[27] ROSI A,PETERNEL T,JEMEC-AUFLIČ M,et al. Rainfall thresholds for rainfall-induced landslides in Slovenia[J]. Landslides,2016,13(6):1571 − 1577. doi: 10.1007/s10346-016-0733-3
[28] LEONARDUZZI E,MOLNAR P. Deriving rainfall thresholds for landsliding at the regional scale:Daily and hourly resolutions,normalisation,and antecedent rainfall[J]. Natural Hazards and Earth System Sciences,2020,20(11):2905 − 2919. doi: 10.5194/nhess-20-2905-2020
[29] 陈静静,姚蓉,文强,等. 湖南省降雨型地质灾害致灾雨量阈值分析[J]. 灾害学,2014,29(2):42 − 47. [CHEN Jingjing,YAO Rong,WEN Qiang,et al. Hazard rainfall threshold analysis of rainfall-induced geological disasters in Hunan Province[J]. Journal of Catastrophology,2014,29(2):42 − 47. (in Chinese with English abstract)]
CHEN Jingjing, YAO Rong, WEN Qiang, et al. Hazard rainfall threshold analysis of rainfall-induced geological disasters in Hunan Province[J]. Journal of Catastrophology, 2014, 29(2): 42 − 47. (in Chinese with English abstract)
[30] 黄发明,陈佳武,范宣梅,等. 降雨型滑坡时间概率的逻辑回归拟合及连续概率滑坡危险性建模[J]. 地球科学,2022,47(12):4609 − 4628. [HUANG Faming,CHEN Jiawu,FAN Xuanmei,et al. Logistic regression fitting of rainfall-induced landslide occurrence probability and continuous landslide hazard prediction modelling[J]. Earth Science,2022,47(12):4609 − 4628. (in Chinese with English abstract)]
HUANG Faming, CHEN Jiawu, FAN Xuanmei, et al. Logistic regression fitting of rainfall-induced landslide occurrence probability and continuous landslide hazard prediction modelling[J]. Earth Science, 2022, 47(12): 4609 − 4628. (in Chinese with English abstract)
[31] STEGER S,MORENO M,CRESPI A,et al. Deciphering seasonal effects of triggering and preparatory precipitation for improved shallow landslide prediction using generalized additive mixed models[J]. Natural Hazards and Earth System Sciences,2023,23(4):1483 − 1506. doi: 10.5194/nhess-23-1483-2023
[32] VESSIA G,DI CURZIO D,CHIAUDANI A,et al. Regional rainfall threshold maps drawn through multivariate geostatistical techniques for shallow landslide hazard zonation[J]. Sci Total Environ,2020,705:135815. doi: 10.1016/j.scitotenv.2019.135815
[33] GUZZETTI F. Invited perspectives:landslide populations–can they be predicted?[J]. Natural Hazards and Earth System Sciences,2021,21(5):1467 − 1471. doi: 10.5194/nhess-21-1467-2021
[34] 铁永波,葛华,高延超,等. 二十世纪以来西南地区地质灾害研究历程与展望[J]. 沉积与特提斯地质,2022,42(4):653 − 665. [TIE Yongbo,GE Hua,GAO Yanchao,et al. The research progress and prospect of geological hazards in Southwest China since the 20th Century[J]. Sedimentary Geology and Tethyan Geology,2022,42(4):653 − 665. (in Chinese with English abstract)]
TIE Yongbo, GE Hua, GAO Yanchao, et al. The research progress and prospect of geological hazards in Southwest China since the 20th Century[J]. Sedimentary Geology and Tethyan Geology, 2022, 42(4): 653 − 665. (in Chinese with English abstract)
[35] 孙强, 刘明军, 张泰丽, 等. 诱发台风暴雨型滑坡的降雨阈值研究——以泰顺县为例[J]. 水文地质工程地质,2024,51(4):197 − 205. [SUN Qiang, LIU Mingjun, ZHANG Taili, et al. Rainfall thresholds of typhoon rainstorm induce landslides: A case study over Taishun County[J]. Hydrogeology & Engineering Geology,2024,51(4):197 − 205. (in Chinese with English abstract)]
SUN Qiang, LIU Mingjun, ZHANG Taili, et al. Rainfall thresholds of typhoon rainstorm induce landslides: A case study over Taishun County[J]. Hydrogeology & Engineering Geology, 2024, 51(4): 197 − 205. (in Chinese with English abstract)
[36] 郭永春,谢强,文江泉. 红层软岩结构特征与工程评价初探[J]. 水文地质工程地质,2010,37(6):86 − 90. [GUO Yongchun,XIE Qiang,WEN Jiangquan. Engineering criterion of structure-stability of soft rocks of red beds[J]. Hydrogeology & Engineering Geology,2010,37(6):86 − 90. (in Chinese with English abstract)]
GUO Yongchun, XIE Qiang, WEN Jiangquan. Engineering criterion of structure-stability of soft rocks of red beds[J]. Hydrogeology & Engineering Geology, 2010, 37(6): 86 − 90. (in Chinese with English abstract)
[37] 易靖松,程英建,徐乙,等. 基于过程降雨的红层丘陵低山区滑坡灾害气象预警阈值研究[J]. 水土保持通报,2024,44(2):215 − 222. [YI Jingsong,CHENG Yingjian,XU Yi,et al. Meteorological warning thresholds for regional landslide disasters in red bed hills at low mountain area based on process rainfall[J]. Bulletin of Soil and Water Conservation,2024,44(2):215 − 222. (in Chinese with English abstract)]
YI Jingsong, CHENG Yingjian, XU Yi, et al. Meteorological warning thresholds for regional landslide disasters in red bed hills at low mountain area based on process rainfall[J]. Bulletin of Soil and Water Conservation, 2024, 44(2): 215 − 222. (in Chinese with English abstract)
[38] YANG Hongjuan,WEI Fangqiang,MA Zhenfeng,et al. Rainfall threshold for landslide activity in Dazhou,southwest China[J]. Landslides,2020,17(1):61 − 77. doi: 10.1007/s10346-019-01270-z
[39] ZHUANG Jianqi,IQBAL J,PENG Jianbing,et al. Probability prediction model for landslide occurrences in Xi’an,Shaanxi Province,China[J]. Journal of Mountain Science,2014,11(2):345 − 359. doi: 10.1007/s11629-013-2809-z
-