Machine Learning Models for Climate Risk Prediction

Storms and floods are more likely in coastal areas. As coastal systems become more socially and environmentally complex, these threats will worsen. To mitigate such impacts, vulnerable coastal areas must be identified and assessed. Modern and future generations are threatened by climate change. Climate change makes natural disasters more frequent, stronger, and unpredictable. Climate change's expected effects—rising sea levels and more powerful and frequent weather events—will make coastal communities considerably more vulnerable to storms, floods, and erosion. The world's shoreline population is expected to triple from 1.8 to 5.2 billion by the 2080s. Weather causes most natural disasters in Korea. Tropical cyclones and high rainfall have caused most disaster damage in the past decade.