Hybrid Machine Learning Model for Landslides Prediction

Slope stability and stabilization techniques in the Keralan cities of Thrissur, Idukki, Ernakulum, and Pathanamthitta are the focus of this research. The landslip that occurred in Thrissur, India, between 2017 and 2023 was a deliberate rock slide down a steep, sloping road cut. There are some very steep gradients along national highways in Idukki. In August of 2022, landslides in Ernakulum closed National Highway 154. The complicated landslip is a catastrophic failure that will affect people's lives and the economy. LSMs may be found in Thrissur, Idukki, Ernakulum, and Pathanamthitta. Approximately 44.5% of the land in the studied area of Ernakulum was found to be in a vulnerable zone with a risk level between moderate and high, as determined by research conducted by LSM. The landslip at Idukki impacted the entire site, marking it as "very vulnerable." Total station data was used to create a comprehensive database of landslides in the Keralan districts of Thrissur, Idukki, Ernakulam, and Pathanamthitta. All research locations were found to be along major national routes.