Ensemble deep learning models for prediction and uncertainty quantification of ground magnetic perturbation

• Published in: Frontiers in astronomy and space sciences Vol. 9
• Main Authors: Siddique, Talha, Mahmud, Md Shaad
• Format: Journal Article
• Language: English
• Published: Frontiers Media S.A 10.11.2022
• Subjects: deep learning; ensemble learning; geomagnetic storm; GIC; machine learning; uncertainty

Geomagnetically Induced Currents are one of the most hazardous effects caused by geomagnetic storms. In the past literature, the variations in ground magnetic fields over time, dB / dt were used as a proxy value for GIC. Machine Learning (ML) techniques have emerged as a preferred methodology to pre...