Novel residual hybrid machine learning for solar activity prediction in smart cities
RA Abdulkadir, MK Hasan, S Islam… - Earth Science …, 2023 - Springer
Predicting global solar activity is crucial for smart cities, especially for space activities,
communication industries, and climate change monitoring. The recently developed models …
communication industries, and climate change monitoring. The recently developed models …
Applying Bayesian inference in a hybrid CNN-LSTM model for time-series prediction
Convolutional Neural Networks (CNN) and Long Short-Term Memory (LSTM) provide state-
of-the-art performance in various tasks. However, these models are faced with overfitting on …
of-the-art performance in various tasks. However, these models are faced with overfitting on …
A Machine Learning Approach for Earthquake Prediction in Various Zones Based on Solar Activity
V Shkurastky, AB Usman, M O'Dea… - … of Computer and …, 2024 - sure.sunderland.ac.uk
—This paper examines relationships between solar activity and earthquakes, it applied
machine learning techniques: Knearest neighbour, support vector regression, random forest …
machine learning techniques: Knearest neighbour, support vector regression, random forest …
[HTML][HTML] Predicting sunspot number from topological features in spectral images I: Machine learning approach
D Sierra-Porta, M Tarazona-Alvarado… - Astronomy and …, 2024 - Elsevier
This study presents an advanced machine learning approach to predict the number of
sunspots using a comprehensive dataset derived from solar images provided by the Solar …
sunspots using a comprehensive dataset derived from solar images provided by the Solar …
Ensembles of Rnns Negatively Correlated Through Time Using Bptt and Rtrl
Abstract Recurrent Neural Network (RNN) can offer more expressive power to approximate
nonlinear dynamical systems compared to Feedforward Neural Network (FFNN). Their …
nonlinear dynamical systems compared to Feedforward Neural Network (FFNN). Their …
A Review of Machine Learning Methods Applied in Sunspot Prediction
Z Xiao - 2021 International Conference on Networking …, 2021 - ieeexplore.ieee.org
Solar activity has a significant impact on the production and life of human beings and
organisms on earth. Since solar activity varies in a cycle of approximately 11 years, the …
organisms on earth. Since solar activity varies in a cycle of approximately 11 years, the …