Search Results - "Rahmati, Omid"
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Prediction of the landslide susceptibility: Which algorithm, which precision?
Published in Catena (Giessen) (01-03-2018)“…Coupling machine learning algorithms with spatial analytical techniques for landslide susceptibility modeling is a worth considering issue. So, the current…”
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2
Application of GIS-based data driven random forest and maximum entropy models for groundwater potential mapping: A case study at Mehran Region, Iran
Published in Catena (Giessen) (01-02-2016)“…Groundwater is considered as the most important natural resources in arid and semi-arid regions. In this study, the application of random forest (RF) and…”
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3
Urban flood risk mapping using the GARP and QUEST models: A comparative study of machine learning techniques
Published in Journal of hydrology (Amsterdam) (01-02-2019)“…•The GARP and QUEST machine learning techniques were used to assess flood risks.•The models provide a fast method to assess flood risks.•Distance to channel…”
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4
A novel machine learning-based approach for the risk assessment of nitrate groundwater contamination
Published in The Science of the total environment (10-12-2018)“…This study aimed to develop a novel framework for risk assessment of nitrate groundwater contamination by integrating chemical and statistical analysis for an…”
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5
Evaluation of different machine learning models for predicting and mapping the susceptibility of gully erosion
Published in Geomorphology (Amsterdam, Netherlands) (01-12-2017)“…Gully erosion constitutes a serious problem for land degradation in a wide range of environments. The main objective of this research was to compare the…”
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6
Flood hazard zoning in Yasooj region, Iran, using GIS and multi-criteria decision analysis
Published in Geomatics, natural hazards and risk (03-05-2016)“…Flood is considered to be the most common natural disaster worldwide during the last decades. Flood hazard potential mapping is required for management and…”
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Spatial prediction of flood-susceptible areas using frequency ratio and maximum entropy models
Published in Geocarto international (02-09-2018)“…Modelling the flood in watersheds and reducing the damages caused by this natural disaster is one of the primary objectives of watershed management. This study…”
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8
Development of novel hybridized models for urban flood susceptibility mapping
Published in Scientific reports (31-07-2020)“…Floods in urban environments often result in loss of life and destruction of property, with many negative socio-economic effects. However, the application of…”
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9
A step toward considering the return period in flood spatial modeling
Published in Natural hazards (Dordrecht) (01-01-2023)“…In recent years, there has been an increasing interest in spatial modeling, and flood hazard prediction is a major area of interest within the field of…”
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Flood Detection and Susceptibility Mapping Using Sentinel-1 Remote Sensing Data and a Machine Learning Approach: Hybrid Intelligence of Bagging Ensemble Based on K-Nearest Neighbor Classifier
Published in Remote sensing (Basel, Switzerland) (01-01-2020)“…Mapping flood-prone areas is a key activity in flood disaster management. In this paper, we propose a new flood susceptibility mapping technique. We employ new…”
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11
The effect of sample size on different machine learning models for groundwater potential mapping in mountain bedrock aquifers
Published in Catena (Giessen) (01-04-2020)“…•RF and ANFIS-ICA models were less sensitive to reductions of sample size.•The RF outperformed other models in terms of goodness-of-fit and predictive…”
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12
Geomorphological change detection of an urban meander loop caused by an extreme flood using remote sensing and bathymetry measurements (a case study of Karoon River, Iran)
Published in Journal of hydrology (Amsterdam) (01-06-2021)“…[Display omitted] •Spatial changes in an urban meander river was detected.•Effects of an extreme flood on sediment budget was determined.•The amount of bank…”
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13
Multi-Temporal Analysis of Forest Fire Probability Using Socio-Economic and Environmental Variables
Published in Remote sensing (Basel, Switzerland) (01-01-2019)“…As most of the forest fires in South Korea are related to human activity, socio-economic factors are critical in estimating their probability. To estimate and…”
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Land degradation risk mapping using topographic, human-induced, and geo-environmental variables and machine learning algorithms, for the Pole-Doab watershed, Iran
Published in Environmental earth sciences (2021)“…Land degradation (LD) is a complex process affected by both anthropogenic and natural driving variables, and its prevention has become an essential task…”
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15
Assessing the susceptibility of schools to flood events in Iran
Published in Scientific reports (22-10-2020)“…Catastrophic floods cause deaths, injuries, and property damages in communities around the world. The losses can be worse among those who are more vulnerable…”
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Multi-Hazard Exposure Mapping Using Machine Learning Techniques: A Case Study from Iran
Published in Remote sensing (Basel, Switzerland) (2019)“…Mountainous areas are highly prone to a variety of nature-triggered disasters, which often cause disabling harm, death, destruction, and damage. In this work,…”
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17
Mapping of Groundwater Spring Potential in Karst Aquifer System Using Novel Ensemble Bivariate and Multivariate Models
Published in Water (Basel) (01-04-2020)“…Groundwater is an important natural resource in arid and semi-arid environments, where discharge from karst springs is utilized as the principal water supply…”
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A Modeling Comparison of Groundwater Potential Mapping in a Mountain Bedrock Aquifer: QUEST, GARP, and RF Models
Published in Water (Basel) (01-03-2020)“…In some arid regions, groundwater is the only source of water for human needs, so understanding groundwater potential is essential to ensure its sustainable…”
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Assessing morphological changes in a human-impacted alluvial system using hydro-sediment modeling and remote sensing
Published in International journal of sediment research (01-06-2021)“…Construction of managed aquifer recharge structures (MARS) to store floodwater is a common strategy for storing depleted groundwater resources in arid and…”
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A Hot-Spot Analysis of Forest Roads Based on Soil Erosion and Sediment Production
Published in Land (Basel) (01-10-2024)“…Forest roads have been recognized as one of the significant contributors to soil erosion processes in forested areas. The construction and maintenance of…”
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