Landslide Susceptibility Mapping of Chaliyar River Basin by Multivariate Statistical Model Article Swipe

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L. Aiswarya , K. P. Rema , J. Shyla , V. K. Brijesh , V. Vaisakh ·

YOU? · · 2023 · Open Access · · DOI: https://doi.org/10.9734/jeai/2023/v45i122262

Landslides were frequently observed in nature that can result in significant property damage and fatalities. Land management in landslide-prone areas can be aided by preparing a landslide susceptibility map. The landslide susceptibility of Chaliyar river basin was evaluated using the logistic regression (LR) technique. For this, an inventory map of 592 prior landslides was created using Landsat 8 OLI satellite imagery. The inventory of landslides was then randomly split into 30% and 70% for model training and validation respectively. Fifteen landslide causative factors viz., Slope, Aspect, Curvature, Relative Relief, TWI, Distance to Road, Distance to Streams, Distance to Lineaments, Land Use Land Cover, Drainage Density, Road Density, Lineament Density, Geomorphology, Soil Texture, NDVI were considered for landslide susceptibility modelling. Utilising a Receiver Operating Characteristics Curve (ROC) and Area Under Curve (AUC) value, the resulting susceptibility maps were validated. Analysis reveals that the validation stage of the LR model had a ROC-AUC value of 0.815. The study also demonstrates that slope, soil texture and LULC play a substantial role on the occurrence of landslides in the study area. The proposed landslide susceptibility model is appropriate, taking into account the ROC-AUC (0.815), and can be applied to future land use planning and landslide mitigation in the Chaliyar basin.

Related Topics

Landslide

Receiver Operating Characteristic

Drainage Basin

Normalized Difference Vegetation Index

Cartography

Land Use

Geotechnical Engineering

Concepts

Landslide Lineament Drainage density Geology Land cover Topographic Wetness Index Receiver operating characteristic Drainage basin Hydrology (agriculture) Normalized Difference Vegetation Index Geomorphology Structural basin Cartography Land use Geotechnical engineering Geography Statistics Tectonics Seismology Mathematics Oceanography Civil engineering Climate change Engineering

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Type: article
Language: en
Landing Page: https://doi.org/10.9734/jeai/2023/v45i122262
PDF: https://journaljeai.com/index.php/JEAI/article/download/2262/4520
OA Status: diamond
Cited By: 3
References: 10
Related Works: 10
OpenAlex ID: https://openalex.org/W4389784885

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DOI: https://doi.org/10.9734/jeai/2023/v45i122262

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Title: Landslide Susceptibility Mapping of Chaliyar River Basin by Multivariate Statistical Model

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Type: article

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Language: en

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Publication year: 2023

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Publication date: 2023-12-15

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Authors: L. Aiswarya, K. P. Rema, J. Shyla, V. K. Brijesh, V. Vaisakh

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Landing page: https://doi.org/10.9734/jeai/2023/v45i122262

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Concepts: Landslide, Lineament, Drainage density, Geology, Land cover, Topographic Wetness Index, Receiver operating characteristic, Drainage basin, Hydrology (agriculture), Normalized Difference Vegetation Index, Geomorphology, Structural basin, Cartography, Land use, Geotechnical engineering, Geography, Statistics, Tectonics, Seismology, Mathematics, Oceanography, Civil engineering, Climate change, Engineering

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Cited by: 3

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abstract_inverted_index.map	48
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abstract_inverted_index.maps	135
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abstract_inverted_index.role	167
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abstract_inverted_index.that	6, 140, 158
abstract_inverted_index.then	66
abstract_inverted_index.were	1, 113, 136
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abstract_inverted_index.river	34
abstract_inverted_index.split	68
abstract_inverted_index.stage	143
abstract_inverted_index.study	155, 175
abstract_inverted_index.this,	45
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abstract_inverted_index.value	151
abstract_inverted_index.viz.,	83
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