Monitoring the Workflow of Earthquake by Machine Learning (original) (raw)

This study explores the innovative application of machine workflow associated with earthquakes. The primary objective is to enhance the accuracy and efficiency of earthquake detection, prediction, and response real-time earthquake monitoring through automated implementations. However, the application of machine learning to earthquake location problems faces challenges in regions with limited available training machine learning algorithms, including deep learning neural networks and decision trees, to process and interpret vast amounts of seismic data. These algorithms we seismic events. Our approach not only focused on the detection of seismic activities but also on the prediction of potential aftershock locations and magnitudes. mitigating potential damages and ensuring rapid response to seismic events. Traditional methods rely on sensor networks and manual analysis, often leading to delays in detection and response. sensors, incorporating advanced machine learning algorithms for data analysis and pattern recognition. By employing deep learning models, such as detect and classify seismic activities accurately. Additionally, anomaly detection techniques enable the identification of unusual seismic patterns that might indicate impending earthquakes or aftershocks. information systems (GIS) to map the seismic activities spatially, aiding in the visualization and understanding of seismic patterns across regions. The machine learning models are trained on historical seismic data to enhance their predictiv capabilities and adaptability to varying seismic can assist in early earthquake detection, accurate event classification, and timely response coordination. Its ability to continuously learn from incoming data ensures adaptability to changing seismic behaviors, thereby improving overall efficiency and reliability in earthquake monitoring workflows. An earthquake is a sudden and violent shaking of the ground caused Earth's surface. The Earth's crust is divided into large pieces called tectonic plates, and earthquakes occur when these plates move, collide, or slide past each other along faults. major catastrophe which has occupied 60% of deaths overall natural disasters.