Revisiting the ground magnetic field perturbations challenge: A machine learning perspective

VA Pinto, AM Keesee, M Coughlan… - Frontiers in Astronomy …, 2022 - frontiersin.org
Forecasting ground magnetic field perturbations has been a long-standing goal of the space
weather community. The availability of ground magnetic field data and its potential to be …

On the considerations of using near real time data for space weather hazard forecasting

AW Smith, C Forsyth, IJ Rae, TM Garton… - Space …, 2022 - Wiley Online Library
Abstract Space weather represents a severe threat to ground‐based infrastructure, satellites
and communications. Accurately forecasting when such threats are likely (eg, when we may …

On the association of substorm identification methods

CJ Lao, C Forsyth, MP Freeman… - Journal of …, 2024 - Wiley Online Library
Substorms are a rapid release of energy that is redistributed throughout the magnetosphere‐
ionosphere system, resulting in many observable signals, such as enhancements in the …

Evaluating auroral forecasts against satellite observations under different levels of geomagnetic activity

MK Mooney, C Forsyth, MS Marsh… - Journal of …, 2024 - Wiley Online Library
The aurora and associated high energy particles and currents pose a space weather hazard
to communication networks and ground‐based infrastructure. Forecasting the location of the …

Development of maximum relevant prior feature ensemble (MRPFE) index to characterize future drought using global climate models

A Gul, S Qamar, M Yousaf, Z Ali, M Alshahrani… - Scientific Reports, 2024 - nature.com
Drought is one of the foremost outcomes of global warming and global climate change. It is a
serious threat to humans and other living beings. To reduce the adverse impact of drought …

[HTML][HTML] Multi-variate LSTM prediction of Alaska magnetometer chain utilizing a coupled model approach

M Blandin, HK Connor, DS Öztürk… - Frontiers in Astronomy …, 2022 - frontiersin.org
During periods of rapidly changing geomagnetic conditions electric fields form within the
Earth's surface and induce currents known as geomagnetically induced currents (GICs) …

The correspondence between sudden commencements and geomagnetically induced currents: Insights from New Zealand

AW Smith, CJ Rodger, DH Mac Manus… - Space …, 2022 - Wiley Online Library
Variability of the geomagnetic field induces anomalous Geomagnetically Induced Currents
(GICs) in grounded conducting infrastructure. GICs represent a serious space weather …

Forecasting changes of the magnetic field in the United Kingdom from L1 Lagrange solar wind measurements

FD Madsen, CD Beggan, KA Whaler - Frontiers in Physics, 2022 - frontiersin.org
Extreme space weather events can have large impacts on ground-based infrastructure
important to technology-based societies. Machine learning techniques based on …

Sudden commencements and geomagnetically induced currents in New Zealand: Correlations and dependance

AW Smith, CJ Rodger, DH Mac Manus, IJ Rae… - Space …, 2024 - Wiley Online Library
Abstract Changes in the Earth's geomagnetic field induce geoelectric fields in the solid
Earth. These electric fields drive Geomagnetically Induced Currents (GICs) in grounded …

Mapping geoelectric field hazards in Ireland

J Malone‐Leigh, J Campanyà, PT Gallagher… - Space …, 2024 - Wiley Online Library
Geoelectric fields are generated at the Earth's surface and can lead to the induction of
hazardous geomagnetically induced currents (GIC) in infrastructure like power grids …