Solar Imaging Data Analytics: A Selective Overview of Challenges and Opportunities
Fuente:
arXiv
Salvato in:
| Autori principali: | , , , |
|---|---|
| Natura: | Preprint |
| Pubblicazione: |
2024
|
| Soggetti: | |
| Accesso online: | |
| Tags: |
Aggiungi Tag
Nessun Tag, puoi essere il primo ad aggiungerne!!
|
| _version_ | 1866914855495139328 |
|---|---|
| author | Chen, Yang Manchester, Ward Jin, Meng Pevtsov, Alexei |
| author_facet | Chen, Yang Manchester, Ward Jin, Meng Pevtsov, Alexei |
| contents | We give a gentle introduction to solar imaging data, focusing on the challenges and opportunities of data-driven approaches for solar eruptions. The various solar phenomenon prediction problems that might benefit from statistical methods are presented. Available data products and software are described. State-of-the-art solar eruption forecasting models with data-driven approaches are summarized and discussed. Based on the characteristics of the datasets and state-of-the-art approaches, we point out several promising directions to explore from statistical modeling and computational perspectives. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2405_12331 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Solar Imaging Data Analytics: A Selective Overview of Challenges and Opportunities Chen, Yang Manchester, Ward Jin, Meng Pevtsov, Alexei Applications Instrumentation and Methods for Astrophysics Solar and Stellar Astrophysics We give a gentle introduction to solar imaging data, focusing on the challenges and opportunities of data-driven approaches for solar eruptions. The various solar phenomenon prediction problems that might benefit from statistical methods are presented. Available data products and software are described. State-of-the-art solar eruption forecasting models with data-driven approaches are summarized and discussed. Based on the characteristics of the datasets and state-of-the-art approaches, we point out several promising directions to explore from statistical modeling and computational perspectives. |
| title | Solar Imaging Data Analytics: A Selective Overview of Challenges and Opportunities |
| topic | Applications Instrumentation and Methods for Astrophysics Solar and Stellar Astrophysics |
| url | https://arxiv.org/abs/2405.12331 |