Floods pose a significant global threat, impacting populations and infrastructure worldwide. However, mapping flood inundation solely with SAR data faces challenges in hilly terrain. To address this, the study integrates SAR data with a GIS-based multi-criteria approach (MCA), incorporating various indices and parameters, to enhance the accuracy of identifying potential flood zones. The findings demonstrate the effectiveness of this approach, with high accuracy validated using GPS data and a physics-based 3-step method. The results also indicate a high level of accuracy, with an area under the curve (AUC) value of 0.92 when comparing Sentinel-1 SAR and optical data during the process of extracting permanent water bodies. The Sentinel-1 SAR-derived flood extent was found to be 9.56 m horizontally distant from the observed maximum flood mark, while the physics-based 3-step approach estimated the inundation extent to be 9.28 m away. However, both methods accurately matched the vertical elevation of 40 m above mean sea level (MSL). The findings underscore the effectiveness of SAR data and GIS-based MCA in monitoring and mapping floods in challenging terrains, offering practical implications for flood management strategies in Tlawng river basin.
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Sci Rep
January 2025
Civil and Environmental Engineering Department, King Fahd University of Petroleum and Minerals, 31261, Dhahran, Saudi Arabia.
Pollution monitoring in surface water using field observational procedure is a challenging matter as it is time consuming, and needs a lot of efforts. This study addresses the challenge of efficiently monitoring and predicting water pollution using a GIS-based artificial neural network (ANN) to detect heavy metal (HM) pollution in surface water and effect of wastewater required discharge on the Euphrates River in Al-Diwaniyah City, Iraq. The study established using 40 water sampling stations and incorporates Inductively Coupled Plasma Atomic Emission Spectrometry (ICP-OES) to assess HM levels.
View Article and Find Full Text PDFEnviron Monit Assess
January 2025
Department of Geography, University of Sindh, Jamshoro, Sindh, Pakistan.
This study applied integrated statistical approaches, including GIS mapping and the water quality index (WQI), to assess the quality of water, soil, and plant samples which collected from Darawat Dam, Sindh, Pakistan. The samples were analyzed for physicochemical parameters and metal analyses. Results of cations in water samples were in the range Na 26.
View Article and Find Full Text PDFEnviron Sci Pollut Res Int
December 2024
Department of Earth Sciences, Indian Institute of Technology Roorkee, Roorkee-247667, Roorkee, Uttarakhand, India.
Groundwater is an essential freshwater source worldwide, but increasing pollution poses risks to its sustainability. This study applied a comprehensive approach to assess hydrogeochemical facies and groundwater quality in Odisha's large low-lying coastal regions. Analysis of 136 samples revealed that sodium (9.
View Article and Find Full Text PDFAccid Anal Prev
December 2024
Hanyang University Erica Campus, Department of Transportation and Logistics Engineering, 55 Hanynagdaehak-ro, Sangnok-gu, Ansan-city Gyeonggi-do, 15588, Republic of Korea. Electronic address:
The safety of motor scooters used to deliver food has come under scrutiny due to the growing popularity of food delivery services in Republic of Korea. Policymakers have been tasked with investigating and identifying the factors associated with scooter safety to prevent accidents and develop mitigating strategies. A comprehensive analysis of the components of road traffic influencing the safety of motor scooters has received little attention to date.
View Article and Find Full Text PDFInformation about reproductive habitat and migration pathways is of paramount importance to restore migratory fish species. This study assesses the availability of spawning and nursery habitats for the European sturgeon () in the delta and lower Rhine (covering over 350 river kilometres) as part of a larger feasibility assessment for a future restoration of this critically endangered species. The general approach has three steps: (1) the identification of the species' specific habitat requirements, based on a systematic literature review; (2) the collection and preprocessing of data from two countries, including the 1D and 2D modelling of water depths and flow velocities; and (3) GIS-based mapping of spawning and nursery habitat.
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