Flood susceptibility and flood frequency modeling for lower Kosi Basin, India using AHP and Sentinel-1 SAR data in geospatial environment

被引:1
作者
Shivhare, Vikash [1 ]
Kumar, Alok [2 ]
Kumar, Reetesh [3 ]
Shashtri, Satyanarayan [4 ]
Mallick, Javed [5 ]
Singh, Chander Kumar [6 ]
机构
[1] CII Triveni Water Inst, New Delhi, India
[2] Univ Delhi, Dept Environm Studies, Delhi, India
[3] GLA Univ, Fac Agr Sci, Mathura, Uttar Pradesh, India
[4] Nalanda Univ, Sch Ecol & Environm Studies, Rajgir, India
[5] King Khalid Univ, Dept Civil Engn, Abha, Saudi Arabia
[6] TERI Sch Adv Studies, Dept Nat & Appl Sci, Analyt & Geochem Lab, New Delhi, India
关键词
Flood susceptibility index; Flood frequency; Sentinel-1; SAR; Lower Kosi Basin; Geographical information system; FUZZY INFERENCE SYSTEM; RIVER-BASIN; RISK-ASSESSMENT; HAZARD AREAS; RAINFALL; BIVARIATE; MACHINE; IMPACT; SCALE; OPTIMIZATION;
D O I
10.1007/s11069-024-06614-0
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
The Lower Kosi Basin (LKB) in North Bihar is highly prone to floods and is influenced by upstream hydrology. A flood susceptibility index has been modelled by integrating eleven flood conditioning parameters (precipitation, elevation, slope, drainage density, distance from the river, ruggedness index, topographic wetness index, stream power index, curvature, normalized difference vegetation index, land use and land cover) derived from the satellite data, using a weighted linear summation model. The study uses Sentinel-1 synthetic aperture radar data to estimate flood frequency over a temporal scale of 2016-2020. The flood frequency was used to validate the flood susceptibility derived using multi-criteria decision making methods combined with geographical information system (MCDM-GIS). The study shows that similar to 66% of the area in LKB is susceptible to high to moderate flooding while the remaining similar to 34% is falls in the low flooding category. 15.24% of the area has high frequency (> 3 flood occurrences) of the flood, 9.66% has moderate (2 flood occurrences) and 9.72% of the area faced one-time flood during five years of period (2016-2020). The accuracy of MCDM-GIS derived flood susceptibility map was assessed using area under curve, confusion matrix, precision, recall, F1 score, weighted F1 score and overall accuracy.
引用
收藏
页码:11579 / 11610
页数:32
相关论文
共 123 条
  • [11] Beven K.J., 1979, Hydrological Sciences Bulletin, V24, P43, DOI [10.1080/02626667909491834, DOI 10.1080/02626667909491834, 10.1080/02626667909491834.]
  • [12] Bhattacharyya N. N., 1997, Water International, V22, P222, DOI 10.1080/02508069708686709
  • [13] Dynamics of sea level rise and coastal flooding on a changing landscape
    Bilskie, M. V.
    Hagen, S. C.
    Medeiros, S. C.
    Passeri, D. L.
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2014, 41 (03) : 927 - 934
  • [14] Improved flood susceptibility mapping using a best first decision tree integrated with ensemble learning techniques
    Binh Thai Pham
    Jaafari, Abolfazl
    Tran Van Phong
    Hoang Phan Hai Yen
    Tran Thi Tuyen
    Vu Van Luong
    Huu Duy Nguyen
    Hiep Van Le
    Foong, Loke Kok
    [J]. GEOSCIENCE FRONTIERS, 2021, 12 (03)
  • [15] Blair A.R., 2010, Socio-Economic Planning Sciences, V44, P114, DOI [DOI 10.1016/J.SEPS.2010.03.002, 10.1016/i/seps.2010.03.022, DOI 10.1016/I/SEPS.2010.03.022]
  • [16] Individual preferences for reducing flood risk to near zero through elevation
    Botzen, W. J. W.
    Aerts, J. C. J. H.
    van den Bergh, J. C. J. M.
    [J]. MITIGATION AND ADAPTATION STRATEGIES FOR GLOBAL CHANGE, 2013, 18 (02) : 229 - 244
  • [17] Bivariate analysis of floods in climate impact assessments
    Brunner, Manuela Irene
    Sikorska, Anna E.
    Seibert, Jan
    [J]. SCIENCE OF THE TOTAL ENVIRONMENT, 2018, 616 : 1392 - 1403
  • [18] A Review of Risk Perceptions and Other Factors that Influence Flood Mitigation Behavior
    Bubeck, P.
    Botzen, W. J. W.
    Aerts, J. C. J. H.
    [J]. RISK ANALYSIS, 2012, 32 (09) : 1481 - 1495
  • [19] Flash Flood Hazard Susceptibility Mapping Using Frequency Ratio and Statistical Index Methods in Coalmine Subsidence Areas
    Cao, Chen
    Xu, Peihua
    Wang, Yihong
    Chen, Jianping
    Zheng, Lianjing
    Niu, Cencen
    [J]. SUSTAINABILITY, 2016, 8 (09):
  • [20] The legacy of natural disasters: The intergenerational impact of 100 years of disasters in Latin America
    Caruso, German Daniel
    [J]. JOURNAL OF DEVELOPMENT ECONOMICS, 2017, 127 : 209 - 233