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Erschienen in: Environmental Earth Sciences 8/2016

01.04.2016 | Thematic Issue

Spatial distribution and susceptibility zoning of geohazards along the Silk Road, Xian-Lanzhou

verfasst von: Jianqi Zhuang, Jianbing Peng, Xinghua Zhu, Wei Li, Penghui Ma, Tieming Liu

Erschienen in: Environmental Earth Sciences | Ausgabe 8/2016

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Abstract

The region between Xi’an and Lanzhou is the first and most important part of the so-called Silk Road in China. However, this section is highly susceptible to geohazards, including landslides, debris flows, etc., as a result of complex geological formations, steep landforms, seasonal heavy rainfall, and intensive anthropogenic activity that characterize this region. These geohazards have resulted in significant damage to the local infrastructure and economy and are becoming increasingly frequent with time. To identify the distribution of characteristics of geohazards and susceptibility zoning in this region, a frequency analysis and logistic analysis were used to study the spatial distribution of geohazards. The key factors of surface topography and geology associated with geohazards were considered, including slope gradient, height differential, profile curvature, slope aspect, and rock hardness. First, the distribution and frequency of geohazards were discussed in relation to the five factors. Second, each factor’s influence was evaluated by logistic regression and the relative importance of each of the variables was discussed. Finally, geohazard susceptibility zoning was mapped using logistic regression and geography information system tools. The results of the susceptibility zoning model were validated using the locations that had recorded geohazards in recent decades; the accuracy of the model was greater than 86.8 %. The model validation proved that there was good agreement between the susceptibility mapping and historically recorded geohazards. The logistic regression model produced acceptable results using a receiver operating characteristics curve in which the total area under the receiver operating characteristics curve was 0.879. The results of this study can assist in preliminary planning for land use, particularly with reference to construction projects in high risk areas.

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Literatur
Zurück zum Zitat Aleotti P, Chowdhury R (1999) Landslide hazard assessment: summary review and new perspectives. Bull Eng Geol Environ 58(1):21–44CrossRef Aleotti P, Chowdhury R (1999) Landslide hazard assessment: summary review and new perspectives. Bull Eng Geol Environ 58(1):21–44CrossRef
Zurück zum Zitat Anbalagan R (1992) Landslide hazard evaluation and zonation mapping in mountainous terrain. Eng Geol 32(4):269–277CrossRef Anbalagan R (1992) Landslide hazard evaluation and zonation mapping in mountainous terrain. Eng Geol 32(4):269–277CrossRef
Zurück zum Zitat Ayalew L, Yamagishi H (2005) The application of GIS-based logistic regression for landslide susceptibility mapping in the Kakuda-Yahiko Mountains, Central Japan. Geomorphology 65:15–31CrossRef Ayalew L, Yamagishi H (2005) The application of GIS-based logistic regression for landslide susceptibility mapping in the Kakuda-Yahiko Mountains, Central Japan. Geomorphology 65:15–31CrossRef
Zurück zum Zitat Baghem M, Chouabi B, Abdel M, Demdoum C, Abdeslem D (2012) Geologic, topographic and climatic controls in landslide hazard assessment using GIS modeling: a case study of Souk Ahras region, NE Algeria. Quat Int 302(17):224–237 Baghem M, Chouabi B, Abdel M, Demdoum C, Abdeslem D (2012) Geologic, topographic and climatic controls in landslide hazard assessment using GIS modeling: a case study of Souk Ahras region, NE Algeria. Quat Int 302(17):224–237
Zurück zum Zitat Bai S, Lu G, Wang J, Zhou P, Ding L (2010a) GIS-based rare events logistic regression for landslide-susceptibility mapping of Lianyungang, China. Environ Earth Sci 62(1):139–149CrossRef Bai S, Lu G, Wang J, Zhou P, Ding L (2010a) GIS-based rare events logistic regression for landslide-susceptibility mapping of Lianyungang, China. Environ Earth Sci 62(1):139–149CrossRef
Zurück zum Zitat Bai SB, Wang J, Lu G, Zhou P, Hou SS, Xu SN (2010b) GIS-based logistic regression for landslide susceptibility mapping of the Zhongxian segment in the Three Gorges area China. Geomorphology 115:23–31CrossRef Bai SB, Wang J, Lu G, Zhou P, Hou SS, Xu SN (2010b) GIS-based logistic regression for landslide susceptibility mapping of the Zhongxian segment in the Three Gorges area China. Geomorphology 115:23–31CrossRef
Zurück zum Zitat Carrara A, Pike RJ (2008) GIS technology and models for assessing landslide hazard and risk. Geomorphology 94(3):257–260CrossRef Carrara A, Pike RJ (2008) GIS technology and models for assessing landslide hazard and risk. Geomorphology 94(3):257–260CrossRef
Zurück zum Zitat Cui P, Zhou GGD, Zhu XH, Zhang JQ (2012) Scale amplification of natural debris flows caused by cascading landslide dam failures. Geomorphology 123:1–17 Cui P, Zhou GGD, Zhu XH, Zhang JQ (2012) Scale amplification of natural debris flows caused by cascading landslide dam failures. Geomorphology 123:1–17
Zurück zum Zitat Cui P, Zou Q, Xiang LZ, Zeng C (2013) Risk assessment of simultaneous debris flows in mountain townships. Prog Phys Geogr 37(4):516–542CrossRef Cui P, Zou Q, Xiang LZ, Zeng C (2013) Risk assessment of simultaneous debris flows in mountain townships. Prog Phys Geogr 37(4):516–542CrossRef
Zurück zum Zitat Cui P, Zhang J, Yang Z, Chen X, You Y, Li Y (2014) Activity and distribution of geohazards induced by the Lushan earthquake, April 2013. Nat Hazards 73(2):711–726CrossRef Cui P, Zhang J, Yang Z, Chen X, You Y, Li Y (2014) Activity and distribution of geohazards induced by the Lushan earthquake, April 2013. Nat Hazards 73(2):711–726CrossRef
Zurück zum Zitat Dai FC, Lee CF (2002) Landslide characteristics and slope instability modeling using GIS, Lantau Island, Hong Kong. Geomorphology 42:213–228CrossRef Dai FC, Lee CF (2002) Landslide characteristics and slope instability modeling using GIS, Lantau Island, Hong Kong. Geomorphology 42:213–228CrossRef
Zurück zum Zitat Dai FC, Lee CF, Zhang XH (2001) GIS-based geo-environmental evaluation for urban land-use planning: a case study. Eng Geol 61:257–271CrossRef Dai FC, Lee CF, Zhang XH (2001) GIS-based geo-environmental evaluation for urban land-use planning: a case study. Eng Geol 61:257–271CrossRef
Zurück zum Zitat Daneshvar MRM, Bagherzadeh A (2011) Landslide hazard zonation assessment using GIS analysis at Golmakan Watershed, northeast of Iran. Front Earth Sci 5(1):70–81CrossRef Daneshvar MRM, Bagherzadeh A (2011) Landslide hazard zonation assessment using GIS analysis at Golmakan Watershed, northeast of Iran. Front Earth Sci 5(1):70–81CrossRef
Zurück zum Zitat Ermini L, Catani F, Casagli N (2005) Artificial neural networks applied to landslide susceptibility assessment. Geomorphology 66:327–343CrossRef Ermini L, Catani F, Casagli N (2005) Artificial neural networks applied to landslide susceptibility assessment. Geomorphology 66:327–343CrossRef
Zurück zum Zitat Fawcett T (2006) An introduction to ROC analysis. Pattern Recogn Lett 27(8):861–874CrossRef Fawcett T (2006) An introduction to ROC analysis. Pattern Recogn Lett 27(8):861–874CrossRef
Zurück zum Zitat Fell R, Corominas J, Bonnard C, Cascini L, Leroi E, Savage WZ (2008) Guidelines for landslide susceptibility, hazard and risk zoning for land use planning. Eng Geol 102(3–4):85–98CrossRef Fell R, Corominas J, Bonnard C, Cascini L, Leroi E, Savage WZ (2008) Guidelines for landslide susceptibility, hazard and risk zoning for land use planning. Eng Geol 102(3–4):85–98CrossRef
Zurück zum Zitat Fernandes NF, Renato RF, Guimaraes RAT, Gomes BC, Vieira DR, Montgomery HG (2004) Topographic controls of landslides in Rio de Janeiro: field evidence and modeling. Catena 55:163–181CrossRef Fernandes NF, Renato RF, Guimaraes RAT, Gomes BC, Vieira DR, Montgomery HG (2004) Topographic controls of landslides in Rio de Janeiro: field evidence and modeling. Catena 55:163–181CrossRef
Zurück zum Zitat García-Rodríguez MJ, Malpica JA, Benito B, Díaz M (2008) Susceptibility assessment of earthquake-triggered landslides in El Salvador using logistic regression. Geomorphology 95:172–191CrossRef García-Rodríguez MJ, Malpica JA, Benito B, Díaz M (2008) Susceptibility assessment of earthquake-triggered landslides in El Salvador using logistic regression. Geomorphology 95:172–191CrossRef
Zurück zum Zitat Guzzetti F, Reichenbach P, Ardizzone F, Cardinali M, Galli M (2006) Estimating the quality of landslide susceptibility models. Geomorphology 81:166–184CrossRef Guzzetti F, Reichenbach P, Ardizzone F, Cardinali M, Galli M (2006) Estimating the quality of landslide susceptibility models. Geomorphology 81:166–184CrossRef
Zurück zum Zitat Guzzetti F, Peruccacci S, Rossi M, Stark CP (2008) The rainfall intensity-duration control of shallow landslides and debris flows: an update. Landslides 5(1):3–17CrossRef Guzzetti F, Peruccacci S, Rossi M, Stark CP (2008) The rainfall intensity-duration control of shallow landslides and debris flows: an update. Landslides 5(1):3–17CrossRef
Zurück zum Zitat Iverson RM (1997) The physics of debris flows. Rev Geophys 35:245–296CrossRef Iverson RM (1997) The physics of debris flows. Rev Geophys 35:245–296CrossRef
Zurück zum Zitat Kayastha P (2012) Application of fuzzy logic approach for landslide susceptibility mapping in Garuwa sub-basin, East Nepal. Front Earth Sci 6(4):420–432CrossRef Kayastha P (2012) Application of fuzzy logic approach for landslide susceptibility mapping in Garuwa sub-basin, East Nepal. Front Earth Sci 6(4):420–432CrossRef
Zurück zum Zitat Keefer DK, Wilson RC, Mark RK, Brabb EE, Brown WM (1987) Real-time landslide warning during heavy rainfall. Science 238(13):921–925CrossRef Keefer DK, Wilson RC, Mark RK, Brabb EE, Brown WM (1987) Real-time landslide warning during heavy rainfall. Science 238(13):921–925CrossRef
Zurück zum Zitat Lee S (2007) Comparison of landslide susceptibility maps generated through multiple logistic regression for three test areas in Korea. Earth Surf Proc Land 32(14):2133–2148CrossRef Lee S (2007) Comparison of landslide susceptibility maps generated through multiple logistic regression for three test areas in Korea. Earth Surf Proc Land 32(14):2133–2148CrossRef
Zurück zum Zitat Lee S, Min K (2001) Statistical analysis of landslide susceptibility at Yongin, Korea. Environ Geol 40(9):1095–1113CrossRef Lee S, Min K (2001) Statistical analysis of landslide susceptibility at Yongin, Korea. Environ Geol 40(9):1095–1113CrossRef
Zurück zum Zitat Lee S, Pradhan B (2007) Landslide hazard mapping at Selangor, Malaysia using frequency ratio and logistic regression models. Landslides 4:33–41CrossRef Lee S, Pradhan B (2007) Landslide hazard mapping at Selangor, Malaysia using frequency ratio and logistic regression models. Landslides 4:33–41CrossRef
Zurück zum Zitat Li YS (1992) Xi’an crack and the Weihe River basin active fault research. Seismological Press, Beijing (in Chinese with English Abstract) Li YS (1992) Xi’an crack and the Weihe River basin active fault research. Seismological Press, Beijing (in Chinese with English Abstract)
Zurück zum Zitat Li PY, Qian H, Wu JH (2014) Accelerate research on land creation. Nature 510:29–31CrossRef Li PY, Qian H, Wu JH (2014) Accelerate research on land creation. Nature 510:29–31CrossRef
Zurück zum Zitat Li P, Wu J, Qian H (2016a) Hydrochemical appraisal of groundwater quality for drinking and irrigation purposes and the major influencing factors: a case study in and around Hua County, China. Arab J Geosci 9(1):15. doi:10.1007/s12517-015-2059-1 CrossRef Li P, Wu J, Qian H (2016a) Hydrochemical appraisal of groundwater quality for drinking and irrigation purposes and the major influencing factors: a case study in and around Hua County, China. Arab J Geosci 9(1):15. doi:10.​1007/​s12517-015-2059-1 CrossRef
Zurück zum Zitat Li P, Wu J, Qian H (2016b) Preliminary assessment of hydraulic connectivity between river water and shallow groundwater and estimation of their transfer rate during dry season in the Shidi River, China. Environ Earth Sci 75(2):99. doi:10.1007/s12665-015-4949-7 CrossRef Li P, Wu J, Qian H (2016b) Preliminary assessment of hydraulic connectivity between river water and shallow groundwater and estimation of their transfer rate during dry season in the Shidi River, China. Environ Earth Sci 75(2):99. doi:10.​1007/​s12665-015-4949-7 CrossRef
Zurück zum Zitat Liu XL, Yu L, Liu CJ, Shi J, Yu PJ, Fang J, Shi WH (2012) Debris flow and landslide hazard mapping and risk analysis in China. Front Earth Sci 6(3):306–313CrossRef Liu XL, Yu L, Liu CJ, Shi J, Yu PJ, Fang J, Shi WH (2012) Debris flow and landslide hazard mapping and risk analysis in China. Front Earth Sci 6(3):306–313CrossRef
Zurück zum Zitat Ministry of Construction of the People’s Republic of China (2009) Code for investigation of geotechnical engineering 2009-GB 50021 2001 Ministry of Construction of the People’s Republic of China (2009) Code for investigation of geotechnical engineering 2009-GB 50021 2001
Zurück zum Zitat Montgomery DR, Dietrich WE (1994) A physically based model for the topographic control on shallow landsliding. Water Resour Res 30:1153–1171CrossRef Montgomery DR, Dietrich WE (1994) A physically based model for the topographic control on shallow landsliding. Water Resour Res 30:1153–1171CrossRef
Zurück zum Zitat Nandi A, Shakoor A (2010) A GIS-based landslide susceptibility evaluation using bivariate and multivariate statistical analyses. Eng Geol 110:11–20CrossRef Nandi A, Shakoor A (2010) A GIS-based landslide susceptibility evaluation using bivariate and multivariate statistical analyses. Eng Geol 110:11–20CrossRef
Zurück zum Zitat Nefeslioglu HA, Sezer E, Gokceoglu C, Bozkir AS, Duman TY (2010) Assessment of landslide susceptibility by decision trees in the metropolitan area of Istanbul, Turkey. Math Probl Eng 90(105):89–93 Nefeslioglu HA, Sezer E, Gokceoglu C, Bozkir AS, Duman TY (2010) Assessment of landslide susceptibility by decision trees in the metropolitan area of Istanbul, Turkey. Math Probl Eng 90(105):89–93
Zurück zum Zitat Owen LA, Kamp U, Khattak GA, Harp EL, Keefer DK, Bauer MA (2008) Landslides triggered by the 8 October 2005 Kashmir earthquake. Geomorphology 94(1):1–9CrossRef Owen LA, Kamp U, Khattak GA, Harp EL, Keefer DK, Bauer MA (2008) Landslides triggered by the 8 October 2005 Kashmir earthquake. Geomorphology 94(1):1–9CrossRef
Zurück zum Zitat Peng JB, Zhang J, Su SR, Mi FS (1992) Active faults and geological hazards in Wei Basin. Northwest University Press, Xi’an (in Chinese with English Abstract) Peng JB, Zhang J, Su SR, Mi FS (1992) Active faults and geological hazards in Wei Basin. Northwest University Press, Xi’an (in Chinese with English Abstract)
Zurück zum Zitat Peng J, Fan Z, Wu D, Zhuang J, Dai F, Chen W, Zhao C (2015) Heavy rainfall triggered loess-mudstone landslide and subsequent debris flow in Tianshui, China. Eng Geol 186:79–90CrossRef Peng J, Fan Z, Wu D, Zhuang J, Dai F, Chen W, Zhao C (2015) Heavy rainfall triggered loess-mudstone landslide and subsequent debris flow in Tianshui, China. Eng Geol 186:79–90CrossRef
Zurück zum Zitat Piacentini D, Troiani F, Soldati M, Notarnicola C, Savelli D, Schneiderbauer SSC (2012) Statistical analysis for assessing shallow-landslide susceptibility in South Tyrol (south-eastern Alps, Italy). Geomorphology 151–152:196–206CrossRef Piacentini D, Troiani F, Soldati M, Notarnicola C, Savelli D, Schneiderbauer SSC (2012) Statistical analysis for assessing shallow-landslide susceptibility in South Tyrol (south-eastern Alps, Italy). Geomorphology 151–152:196–206CrossRef
Zurück zum Zitat Pradhan B (2011) Use of GIS-based fuzzy logic relations and its cross application to produce landslide susceptibility maps in three test areas in Malaysia. Environ Earth Sci 63(2):329–349CrossRef Pradhan B (2011) Use of GIS-based fuzzy logic relations and its cross application to produce landslide susceptibility maps in three test areas in Malaysia. Environ Earth Sci 63(2):329–349CrossRef
Zurück zum Zitat Swets JA (1988) Measuring the accuracy of diagnostic systems. Science 240:1285–1293CrossRef Swets JA (1988) Measuring the accuracy of diagnostic systems. Science 240:1285–1293CrossRef
Zurück zum Zitat Tang C, Zhu J, Ding J, Cui XF, Chen L, Zhang JS (2011) Catastrophic debris flows triggered by a 14 August 2010 rainfall at the epicenter of the Wenchuan earthquake. Landslides 8(4):485–497CrossRef Tang C, Zhu J, Ding J, Cui XF, Chen L, Zhang JS (2011) Catastrophic debris flows triggered by a 14 August 2010 rainfall at the epicenter of the Wenchuan earthquake. Landslides 8(4):485–497CrossRef
Zurück zum Zitat Tang C, van Asch TWJ, Chang M, Chen GQ, Zhao XH, Huang XC (2012) Catastrophic debris flows on 13 August 2010 in the Qingping area, southwestern China: the combined effects of a strong earthquake and subsequent rainstorms. Geomorphology 139–140:559–576CrossRef Tang C, van Asch TWJ, Chang M, Chen GQ, Zhao XH, Huang XC (2012) Catastrophic debris flows on 13 August 2010 in the Qingping area, southwestern China: the combined effects of a strong earthquake and subsequent rainstorms. Geomorphology 139–140:559–576CrossRef
Zurück zum Zitat Wang NQ, Zhang ZY (2005) Research on loess landslide. Lanzhou University Press, Lanzhou Wang NQ, Zhang ZY (2005) Research on loess landslide. Lanzhou University Press, Lanzhou
Zurück zum Zitat Wang HB, Zhou B, Wu SR, Shi JS, Li B (2011) Characteristic analysis of large-scale loess landslides: a case study in Baoji City of Loess Plateau of Northwest China. Nat Hazards Earth Syst Sci 11(7):1829–1837CrossRef Wang HB, Zhou B, Wu SR, Shi JS, Li B (2011) Characteristic analysis of large-scale loess landslides: a case study in Baoji City of Loess Plateau of Northwest China. Nat Hazards Earth Syst Sci 11(7):1829–1837CrossRef
Zurück zum Zitat Wilson JP, Gallant JC (2000) Terrain analysis. Principles and applications. Wiley, New York Wilson JP, Gallant JC (2000) Terrain analysis. Principles and applications. Wiley, New York
Zurück zum Zitat Wu WJ, Wang NQ (2006) Research on landslide in Gansu Province. Lanzhou University Press, Lanzhou Wu WJ, Wang NQ (2006) Research on landslide in Gansu Province. Lanzhou University Press, Lanzhou
Zurück zum Zitat Xu Q, Fan XM, Huang RQ, Yin YP, Hou SS, Dong XJ, Tang MG (2010) A catastrophic rockslide-debris flow in Wulong, Chongqing, China in 2009: background, characterization, and causes. Landslides 7(1):75–87CrossRef Xu Q, Fan XM, Huang RQ, Yin YP, Hou SS, Dong XJ, Tang MG (2010) A catastrophic rockslide-debris flow in Wulong, Chongqing, China in 2009: background, characterization, and causes. Landslides 7(1):75–87CrossRef
Zurück zum Zitat Xu C, Xu XW, Dai FC, Wu ZD, He HL, Shi F, Wu XY, Xu SN (2013) Application of an incomplete landslide inventory, logistic regression model and its validation for landslide susceptibility mapping related to the May 12, 2008 Wenchuan earthquake of China. Nat Hazards 68(2):883–900CrossRef Xu C, Xu XW, Dai FC, Wu ZD, He HL, Shi F, Wu XY, Xu SN (2013) Application of an incomplete landslide inventory, logistic regression model and its validation for landslide susceptibility mapping related to the May 12, 2008 Wenchuan earthquake of China. Nat Hazards 68(2):883–900CrossRef
Zurück zum Zitat Yilmaz I (2009) Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: a case study from Kat landslides (Tokat-Turkey). Comput Geosci 35:1125–1138CrossRef Yilmaz I (2009) Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: a case study from Kat landslides (Tokat-Turkey). Comput Geosci 35:1125–1138CrossRef
Zurück zum Zitat Yune CY, Chae YK, Paik J, Kim G, Lee SW, Seo HS (2013) Debris flow in metropolitan area—2011 Seoul debris flow. J Mt Sci 10(2):199–206CrossRef Yune CY, Chae YK, Paik J, Kim G, Lee SW, Seo HS (2013) Debris flow in metropolitan area—2011 Seoul debris flow. J Mt Sci 10(2):199–206CrossRef
Zurück zum Zitat Zhuang JQ, Peng JB (2014) A coupled slope cutting—a prolonged rainfall-induced loess landslide: a 17 October 2011 case study. Bull Eng Geol Environ 73(4):997–1011CrossRef Zhuang JQ, Peng JB (2014) A coupled slope cutting—a prolonged rainfall-induced loess landslide: a 17 October 2011 case study. Bull Eng Geol Environ 73(4):997–1011CrossRef
Zurück zum Zitat Zhuang JQ, Cui P, Peng JB, Hu KH, Iqbal J (2013) Initiation process of debris flows on different slopes due to surface flow and trigger-specific strategies for mitigating post-earthquake in old Beichuan County, China. Environ Earth Sci 68(5):1391–1403CrossRef Zhuang JQ, Cui P, Peng JB, Hu KH, Iqbal J (2013) Initiation process of debris flows on different slopes due to surface flow and trigger-specific strategies for mitigating post-earthquake in old Beichuan County, China. Environ Earth Sci 68(5):1391–1403CrossRef
Zurück zum Zitat Zhuang JQ, Peng JB, Iqbal J, Liu TM, Liu N, Li YZ, Ma PH (2015) Identification of landslide spatial distribution and susceptibility assessment in relation to topography in the Xi’an Region, Shaanxi Province, China. Front Earth Sci 9(3):449–462CrossRef Zhuang JQ, Peng JB, Iqbal J, Liu TM, Liu N, Li YZ, Ma PH (2015) Identification of landslide spatial distribution and susceptibility assessment in relation to topography in the Xi’an Region, Shaanxi Province, China. Front Earth Sci 9(3):449–462CrossRef
Metadaten
Titel
Spatial distribution and susceptibility zoning of geohazards along the Silk Road, Xian-Lanzhou
verfasst von
Jianqi Zhuang
Jianbing Peng
Xinghua Zhu
Wei Li
Penghui Ma
Tieming Liu
Publikationsdatum
01.04.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 8/2016
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-016-5428-5

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