Learning sunspot classification

TT Nguyen, CP Willis, DJ Paddon…�- Fundamenta�…, 2006 - content.iospress.com
… machine learning approaches to the problem of sunspot classification. The classification
scheme … of experiments were performed on the training dataset with an aim of learning sunspot

A hybrid system for learning sunspot recognition and classification

TT Nguyen, CP Willis, DJ Paddon…�- …�conference on hybrid�…, 2006 - ieeexplore.ieee.org
… a hybrid system for automatic sunspot recognition and classification. The system uses …
learning techniques to process and classify sunspot groups from digital satellite images. Sunspot

Automatic short-term solar flare prediction using machine learning and sunspot associations

R Qahwaji, T Colak�- Solar Physics, 2007 - Springer
… reported on the correlation between sunspot classifications and … uses flare rates of sunspot
groups classified by the McIntosh … to associate the classified sunspots with the sunspot cycle. …

Rough set approach to sunspot classification problem

SH Nguyen, TT Nguyen, HS Nguyen�- …�Sets, Fuzzy Sets, Data Mining, and�…, 2005 - Springer
… embed the domain knowledge into the learning process. This paper presents a learning
method to sunspot classification based on rough sets and layered learning approach. Layered …

Deep learning for automatic recognition of magnetic type in sunspot groups

Y Fang, Y Cui, X Ao�- Advances in Astronomy, 2019 - Wiley Online Library
… are few on automatic classification of sunspot magnetic types by machine learning method.
… In this work, based on the Mount Wilson classification system, the magnetic types of ARs are …

[HTML][HTML] Detection and classification of sunspots via deep convolutional neural network

C Chola, JVB Benifa�- Global Transitions Proceedings, 2022 - Elsevier
… In this paper, we analyze the sunspots with deep learning based classification framework. …
classification of sunspot groups based on Mount Wilson Classification scheme of sunspots

Automated classification of sunspot groups with support vector machines

MA Abd, SF Majed, V Zharkova�- Technological developments in�…, 2010 - Springer
… to the giant groups of sunspots with complex structures [1]. Despite such complexity and
diversity, astronomers have been able to classify the sunspots classes based on The McIntosh …

Multiple CNN variants and ensemble learning for sunspot group classification by magnetic type

R Tang, X Zeng, Z Chen, W Liao, J Wang…�- The Astrophysical�…, 2021 - iopscience.iop.org
… the automatic classification of a sunspot group data set based on the Mount Wilson …
classification of sunspot groups in this paper is simplified based on the Mount Wilson classification

[PDF][PDF] Data mining approach to the sunspot classification problem

TT Nguyen, CP Willis, DJ Paddon…�- …�Set Techniques in�…, 2005 - researchgate.net
on rough set theory and layered learning idea. In this paper, we apply that learning method
for sunspot classification … The new issue in this paper is based on the fact that the concept …

Automatic classification of sunspot groups for space weather analysis

R Adipranata, G Satiabudhi…�- International Journal of�…, 2013 - repository.petra.ac.id
… was conducted on the automatic classification of sunspot group that … There are two stages
to classify sunspot groups namely … We have done testing on variation of the learning rate and …