Research

My research interests include machine and deep learning, Bayesian statistics, information theory and signal processing, specially in application to the fields of radar and wireless communication.

Since 2018 I have been closely collaborating with Infineon Technologies AG in their radar sensors, which you can find for instance in Google Pixel 4.

Projects

As a research associate at the Fraunhofer Heinrich Hertz Institute, I am involved in several public and private research projects, including the following ones:

  • OrtoFern3D — Precise 3D-Localization System for Wireless Controllers in District Heating Networks.
  • AI4Mobile — AI-aided Wireless Systems for Mobility in Industry and Traffic.

Publications

  • R. Hernangómez, A. Santra, and S. Stańczak, “A Study on Feature Processing Schemes for Deep-Learning-Based Human Activity Classification Using Frequency-Modulated Continuous-Wave Radar,” IET Radar, Sonar & Navigation, Jun. 2020, doi: 10.1049/iet-rsn.2020.0131.

  • R. Hernangómez, A. Santra, and S. Stańczak, “Human Activity Classification with Frequency Modulated Continuous Wave Radar Using Deep Convolutional Neural Networks,” in 2019 International Radar Conference (RADAR), Sep. 2019, pp. 1–6, doi: 10.1109/RADAR41533.2019.171243.