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Team-47

Title: “Avalanches and Landslides: Machine Learning-Based Prediction"

Avalanches_figure2_Avalanche-aerosol

Problem Statement Title: Novel Technologies for Early Detection and Mitigation of Avalanches

Description:

In the realm of avalanche detection and monitoring, our objective is to adopt multiple machine learning models and integrate their respective results for enhanced accuracy. This remarkable fusion not only discerns the lurking threats of snow avalanches but also renders them visible through an exceptionally intuitive software application. Within this application, danger zones are thoughtfully categorized with a visually intuitive color-coded system. Here, the cautious yellow, the reassuring green, and the ominous red, vividly articulate degrees of peril. This technological stride represents a pivotal advancement, an indispensable facet in the quest to heighten safety and preparedness within regions susceptible to avalanches. It holds the potential to safeguard lives and valuable assets in the face of this formidable natural force.

image

Flowchart of Development

Graphical Representation of Accuracy of Applied ML Models

MSE obtained by using ARIMA model

Avalanche prediction_SARIMA

Avalanche_dataset_accuracy_graph

Avalanche Prediction_SVM