Automatic detection of large-scale flux ropes and their geoeffectiveness with a machine learning approach

Authors: Pal, Sanchita, Santos, Luiz F. G. dos, Weiss, Andreas J., Narock, Thomas, Narock, Ayris, Nieves-Chinchilla, Teresa, Jian, Lan K., Good, Simon W.

Source: The Astrophysical Journal, 2024

Subject Terms: Astrophysics - Solar and Stellar Astrophysics

Access URL: http://arxiv.org/abs/2406.07798

CME Evolution in the Structured Heliosphere and Effects at Earth and Mars During Solar Minimum

Authors: Palmerio, Erika, Lee, Christina O., Richardson, Ian G., Nieves-Chinchilla, Teresa, Santos, Luiz F. G. Dos, Gruesbeck, Jacob R., Nitta, Nariaki V., Mays, M. Leila, Halekas, Jasper S., Zeitlin, Cary, Xu, Shaosui, Holmström, Mats, Futaana, Yoshifumi, Mulligan, Tamitha, Lynch, Benjamin J., Luhmann, Janet G.

Subject Terms: Astrophysics - Solar and Stellar Astrophysics, Astrophysics - Earth and Planetary Astrophysics, Physics - Space Physics

Access URL: http://arxiv.org/abs/2209.05760

Exploring the Limits of Synthetic Creation of Solar EUV Images via Image-to-Image Translation

Authors: Salvatelli, Valentina, Santos, Luiz F. G. dos, Bose, Souvik, Neuberg, Brad, Cheung, Mark C. M., Janvier, Miho, Jin, Meng, Gal, Yarin, Baydin, Atilim Gunes

Source: ApJ 937 (2022) 100

Subject Terms: Astrophysics - Solar and Stellar Astrophysics, Astrophysics - Instrumentation and Methods for Astrophysics, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2208.09512

Identification of Flux Rope Orientation via Neural Networks

Authors: Narock, Thomas, Narock, Ayris, Santos, Luiz F. G. Dos, Nieves-Chinchilla, Teresa

Subject Terms: Physics - Space Physics, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2202.05901

Direct First PSP Observation of the Interaction of Two Successive Interplanetary Coronal Mass Ejections in November 2020

Authors: Nieves-Chinchilla, Teresa, Alzate, Nathalia, Cremades, Hebe, Rodriguez-Garcia, Laura, Santos, Luiz F. G. Dos, Narock, Ayris, Xie, Hong, Krupar, Adam Szabo Vratislav, Pulupa, Marc, Lario, David, Stevens, Michael L., Palmerio, Erika, Wilson III, Lynn B., Kwon, Katharine K. Reeves Ryun-Young, Mays, M. Leila, Cyr, O. Chris St., Hess, Phillip, Seaton, Daniel B., Niembro, Tatiana, Bale, Stuart D., Kasper, Justin C.

Source: The Astrophysical Journal, 930:88, 2022

Subject Terms: Astrophysics - Solar and Stellar Astrophysics

Access URL: http://arxiv.org/abs/2201.11212

Multi-Channel Auto-Calibration for the Atmospheric Imaging Assembly using Machine Learning

Authors: Santos, Luiz F. G. dos, Bose, Souvik, Salvatelli, Valentina, Neuberg, Brad, Cheung, Mark C. M., Janvier, Miho, Jin, Meng, Gal, Yarin, Boerner, Paul, Baydin, Atılım Güneş

Source: A&A 648, A53 (2021)

Subject Terms: Astrophysics - Solar and Stellar Astrophysics, Astrophysics - Instrumentation and Methods for Astrophysics, Computer Science - Machine Learning, Physics - Data Analysis, Statistics and Probability, Physics - Space Physics

Access URL: http://arxiv.org/abs/2012.14023

Identifying Flux Rope Signatures Using a Deep Neural Network

Authors: Santos, Luiz F. G. dos, Narock, Ayris, Nieves-Chinchilla, Teresa, Nuñez, Marlon, Kirk, Michael

Subject Terms: Astrophysics - Solar and Stellar Astrophysics, Astrophysics - Instrumentation and Methods for Astrophysics, Computer Science - Machine Learning, Physics - Data Analysis, Statistics and Probability, Physics - Space Physics

Access URL: http://arxiv.org/abs/2008.13294

Using U-Nets to Create High-Fidelity Virtual Observations of the Solar Corona

Authors: Salvatelli, Valentina, Bose, Souvik, Neuberg, Brad, Santos, Luiz F. G. dos, Cheung, Mark, Janvier, Miho, Baydin, Atilim Gunes, Gal, Yarin, Jin, Meng

Subject Terms: Astrophysics - Solar and Stellar Astrophysics, Astrophysics - Instrumentation and Methods for Astrophysics, Computer Science - Machine Learning, Physics - Space Physics

Access URL: http://arxiv.org/abs/1911.04006

Auto-Calibration of Remote Sensing Solar Telescopes with Deep Learning

Authors: Neuberg, Brad, Bose, Souvik, Salvatelli, Valentina, Santos, Luiz F. G. dos, Cheung, Mark, Janvier, Miho, Baydin, Atilim Gunes, Gal, Yarin, Jin, Meng

Subject Terms: Astrophysics - Solar and Stellar Astrophysics, Astrophysics - Instrumentation and Methods for Astrophysics, Computer Science - Machine Learning, Physics - Space Physics

Access URL: http://arxiv.org/abs/1911.04008