Luc Hendriks

2papers

2 Papers

HCSep 20, 2018Code
SPOT: Open Source framework for scientific data repository and interactive visualization

Faruk Diblen, Jisk Attema, Rena Bakhshi et al.

SPOT is an open source and free visual data analytics tool for multi-dimensional data-sets. Its web-based interface allows a quick analysis of complex data interactively. The operations on data such as aggregation and filtering are implemented. The generated charts are responsive and OpenGL supported. It follows FAIR principles to allow reuse and comparison of the published data-sets. The software also support PostgreSQL database for scalability.

IMMay 16, 2020
Inferring astrophysical X-ray polarization with deep learning

Nikita Moriakov, Ashwin Samudre, Michela Negro et al.

We investigate the use of deep learning in the context of X-ray polarization detection from astrophysical sources as will be observed by the Imaging X-ray Polarimetry Explorer (IXPE), a future NASA selected space-based mission expected to be operative in 2021. In particular, we propose two models that can be used to estimate the impact point as well as the polarization direction of the incoming radiation. The results obtained show that data-driven approaches depict a promising alternative to the existing analytical approaches. We also discuss problems and challenges to be addressed in the near future.