Search Results for author: Jungmin Shin

Found 3 papers, 0 papers with code

Extreme Solar Flare Prediction Using Residual Networks with HMI Magnetograms and Intensitygrams

no code implementations23 May 2024 Juyoung Yun, Jungmin Shin

Solar flares, especially C, M, and X class, pose significant risks to satellite operations, communication systems, and power grids.

Activity Prediction Solar Flare Prediction +1

Analysis and Predictive Modeling of Solar Coronal Holes Using Computer Vision and LSTM Networks

no code implementations16 May 2024 Juyoung Yun, Jungmin Shin

In the era of space exploration, coronal holes on the sun play a significant role due to their impact on satellites and aircraft through their open magnetic fields and increased solar wind emissions.

Time Series

A least distance estimator for a multivariate regression model using deep neural networks

no code implementations6 Jan 2024 Jungmin Shin, Seung Jun Shin, Sungwan Bang

We propose a deep neural network (DNN) based least distance (LD) estimator (DNN-LD) for a multivariate regression problem, addressing the limitations of the conventional methods.

regression Variable Selection

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