Applications in Astronomy

Ionospheric ionogram denoising (1 paper)

S. Lang, B. Zhao, S. Wang, X. Liu, G. Fang, "Ionospheric ionogram denoising based on Robust Principal Component Analysis", International Conference on Systems and Informatics, ICSAI 2012, pages 1956-1960, Yantai, China, 2012.

Auroral Substorm Detection (1 paper)

X. Yang, X. Gao, D. Tao, X. Li, B. Han, J. Li, "Shape-Constrained Sparse and Low-Rank Decomposition for Auroral Substorm Detection", IEEE Transactions on Neural Networks and Learning Systems, Volume 27, No. 1, pages 32-46, 2016.

Exoplanet Detection (3 papers)

C. Gomez Gonzalez, O. Absil, P. Absil, M. Van Droogenbroeck, D. Mawet, J. Surdej, “Low-rank plus sparse decomposition for exoplanet detection in direct-imaging ADI sequences. The LLSG algorithm”, Astronomy and Astrophysics, 2016.

B. Pairet, L. Jacques, C. Gomez Gonzalez, O. Absil, "Low Rank and Group-A verage Sparsity Driven Convex  Optimization for Direct Exoplanets Imaging",  International Traveling Workshop on Interactions between Sparse models and Technology, iTWIST 2016, Aalborg, Denmark, 2016.

S. Vary, H. Daglayan, L. Jacques, P. Absil, "Low-Rank Plus Sparse Trajectory Decomposition for Direct Exoplanet Imaging”, IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023, Rhodes Island, Greece, pages 1-5, 2023.