An Ensemble of Evidence Belief Function (EBF) with Frequency Ratio (FR) for GIS-based landslide prediction in Excel and ArcGIS
In this online workshop and live practice, you can learn the complete process (A-Z) from scratch to production. How to select parameters and why, download raster and vector data, processing data, images in ArcGIS environment, justification of variables, step by step guide of Dempster-Shafer theory of EBF and FR models, produced prediction map applying combined EBF and FR methods in Landslide prediction zonation using ArcGIS. Moreover, you will also learn validation of the susceptibility map using advanced techniques such as success rate curve and prediction rate curve.
Evidence Belief Function (EBF)
The Dempster-Shafer theory is a mathematical-based model with a bivariate statistical methodology. This theory is known as the theory of belief functions. The Dempster-Shafer theory has been used in landslide susceptibility mapping by several. There are four basic evidential belief functions used: Bel (degree of belief), Dis (degree of disbelief), Unc (degree of uncertainty) and Pls (degree of plausibility). Bel and Pls indicate the lower and upper bounds of the probability; Dis is the belief of the proposition being false on given evidence; Unc means the difference between the belief and the plausibility. During this e-workshop, you can learn how to prepare these four maps and their relevance in landslide prediction.
Frequency ratio (FR)
Frequency ratio (FR) is one of the statistical methods frequently used and adopted for the present study to produce LSZ map using multi−class spatial data sets. This method is a simple and understandable probabilistic method. FR is defined as the ratio of the area where landslides occurred to the total study area. It is the ratio of the probabilities of a landslide occurrence to a non−occurrence for a given landslide conditioning sub−class. The FR of each factor's sub−classes are calculated from their relationship with landslide events. During this workshop the landslide susceptibility index for the FR model will be calculated by the addition of FR values for each sub−class's landslide conditioning factors.
After completing this course, you will be efficiently able to process, predict, and validate any data related to hazard, vulnerability, risk, and suitability assessment using the EBF and FR models.
Keywords: Landslide, Excel, ArcGIS, EBF, FR, Dempster-Shafer theory, Mapping, Prediction
Students, researchers and professionals of Natural hazards, Environmental Science, Engineering, Remote Sensing and Geography.
Students, researchers and professionals who are interested in multi-criteria decision making and risk analysis using GIS Data.
Students, researchers and professionals who work on: Hazards, vulnerability and risk [flooding, landslides, drought], susceptibility [Groundwater potentiality, vulnerability] and Suitability [Agricultural suitability, Irrigation suitability].
Anyone interested in learning the Structured Decision-Making Using Step by Step Approach.
Comprehensive understanding of EBF and FR models and its Interface with Various Decision-Making Interfaces
An Ensemble of Evidence Belief Function (EBF) with Frequency Ratio (FR) for GIS-based landslide prediction in Excel and ArcGIS
Groundwater potentiality and stress zonation using TOPSIS, VIKOR and EDAS models in Excel and ArcGIS
INR. 10000.00
USD. 150
In this online certificate course, you can learn the complete process (A-Z) from scratch to production. How to select parameters and why, download raster and vector data, processing data, images in ArcGIS environment, justification of variables, step by step guide of TOPSIS, VIKOR and EDAS in excel, produced prediction map applying these methods in groundwater potentiality and stress zonation using ArcGIS. Moreover, you will also learn validation of the potentiality map in ArcGIS software.
In this course, you can learn the complete process (A-Z) from scratch to production. How to select parameters and why, download raster and vector data, processing data, images in ArcGIS environment, justification of variables, step by step guide of Analytic Hierarchy Process (AHP) in excel, produced prediction map applying AHP method in hazard, vulnerability, and risk using GIS. Moreover, you can also learn sensitivity analysis in ArcGIS and validation of the susceptibility map in SPSS software.
Analytic Hierarchy Process (AHP) is the most powerful multi-criteria decision-making and Problem-Solving method first introduced by Saaty in 1980. In short, it is used for ranking the attributes to select the optimal attribute based on the hierarchical structure of goal at the top level, criteria at the second level, and alternative at third level
After completing this course, you will be efficiently able to process, predict, and validate any data related to hazard, vulnerability, risk, and suitability assessment using the Analytic Hierarchy Process (AHP).
Flood Hazards, Vulnerability and Risk Assessment using Analytical Hierarchy Process in Excel and ArcGIS
INR. 10000.00
USD. 150
An Integrated MCDM approach for Drought Vulnerability Assessment in Excel and ArcGIS
INR. 10000.00
USD. 150.00
An Integrated MCDM approach for Drought Vulnerability Assessment in Excel and ArcGIS
In this online workshop and live practice, you can learn the complete process (A-Z) from scratch to production. How to select parameters and why, download raster and vector data, processing data, images in ArcGIS environment, justification of variables, step by step guide of SPI, CRITIC, WASPAS, and SAW models in excel, produced prediction map applying CRITIC, WASPAS, and SAW methods in Drought Vulnerability zonation using ArcGIS. Moreover, you will also learn validation of the susceptibility map using advanced techniques such as MAE, MSE, RMSE, ROC-AUC.
After completing this course, you will be efficiently able to process, predict, and validate any data related to hazard, vulnerability, risk, and suitability assessment using the CRITIC, WASPAS, and SAW models.
Get certified with our premium courses and get started on your journey to a brand new career altogether
Get certified with our premium courses and get started on your journey to a brand new career altogether
Get certified with our premium courses and get started on your journey to a brand new career altogether
Get certified with our premium courses and get started on your journey to a brand new career altogether