Search Results for author: Ward Manchester

Found 2 papers, 2 papers with code

Interpreting LSTM Prediction on Solar Flare Eruption with Time-series Clustering

1 code implementation • 27 Dec 2019 • Hu Sun, Ward Manchester, Zhenbang Jiao, Xiantong Wang, Yang Chen

The dynamics of these parameters have a highly uniform trajectory for many events whose LSTM prediction scores for M/X class flares transition from very low to very high.

Binary Classification Clustering +3

Paper
Code

Solar Flare Intensity Prediction with Machine Learning Models

1 code implementation • 12 Dec 2019 • Zhenbang Jiao, Hu Sun, Xiantong Wang, Ward Manchester, Tamas Gombosi, Alfred Hero, Yang Chen

We develop a mixed Long Short Term Memory (LSTM) regression model to predict the maximum solar flare intensity within a 24-hour time window 0$\sim$24, 6$\sim$30, 12$\sim$36 and 24$\sim$48 hours ahead of time using 6, 12, 24 and 48 hours of data (predictors) for each Helioseismic and Magnetic Imager (HMI) Active Region Patch (HARP).

Solar and Stellar Astrophysics

Paper
Code

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