Title: Forest protection and development with weather forecast by Artificial Intelligence
Authors: Phuong Thao CAO Duc Tam HOANG
Volume: 9
Issue: 9
Pages: 335-345
Publication Date: 2025/09/28
Abstract:
Vietnam is a country located on the Pacific coast, bordering the East Sea, with a coastline of 3,260 km, not including the islands. Vietnam's coastal forest area is very large and is focused on development for the defense and economic purposes. Due to the impact of climate change, in recent years, Vietnam has been affected by storms with more frequency and strength. To protect and coastal forests, Vietnam also has the advanced satellite and monitoring system to monitor and warn of natural disasters early to avoid damage [1]. However, the traditional technologies require a lot of computing resources to be able to accurately forecast from several weeks to several months in advance. With the increasingly unpredictable climate, we need the technology that can process big data at a faster speed, helping to make decisions faster. This paper introduces a CNN+LSTM artificial intelligence model with less computation time. This is a model with a hierarchy called Nowcasting for fast prediction within a few hours. The model can predict fast-changing phenomena such as thunderstorms, tornadoes, and hail.