TY - DATA
T1 - Dataset: Continuous Human Activities Utilizing Three Pulsed Radars Exploiting Multipath
PY - 2024/02/01
AU - Ronny G. Guendel
AU - Francesco Francesco
AU - Alexander Yarovoy
UR - 
DO - 10.4121/e1d6a078-9022-4f48-9aa6-e22389980fee.v1
KW - Radar signal processing
KW - radar multipath
KW - human activity recognition
KW - distributed radar
KW - hierarchical clustering
KW - Machine learning
N2 - <p>The dataset consists of recordings showcasing multipath reflection for two out of three radars within a radar network. It utilizes the PulsON P410 - Time Domain radar by Humatics, operating as an Ultra Wideband radar. The dataset consists of 45 folders, organized for 14 participants, covering range-time data, micro-Doppler spectrogram data, and range-Doppler data. It includes 12 classes like <em>'Junk/BRN,' 'Walking,' 'Stationary,' 'Sitting down,' 'Standing up (Sit),' 'Bending (Sit),' 'Bending (Sta),' 'Falling (Wlk),' 'Standing up (Fal),' 'Falling (Sta),' 'Micro Gesture,' </em>and <em>'Walking (Obj),' </em>each characterizing specific movements or actions during three repetitions of 60 seconds of data recording. Further details can be found in the accompanying readme file.</p><p><br></p><p>Dataset parameters:</p><ul><li><strong>Continuous </strong>recorded <strong>data </strong>using a radar network of 60 sec</li><li><strong>2 radars </strong>out of 3 radars provide <strong>multipath </strong>reflections</li><li><strong>Ready </strong>to use radar <strong>data </strong>of:</li><li class="ql-indent-1"><strong>range-time </strong>data</li><li class="ql-indent-1"><strong>micro-Doppler spectrogram</strong> data</li><li class="ql-indent-1"><strong>range-Doppler</strong> data</li><li><strong>14 participants</strong> (7 male, 7 female)</li><li><strong>12 classes</strong> of translation and in-place activities</li><li><strong>Background noise</strong> recording included</li><li><a href="https://zenodo.org/doi/10.5281/zenodo.10594434" target="_blank">Zenodo source</a> and <a href="https://github.com/rgundel/public_multipath_data_read" target="_blank">GitHub</a> to read the files (code also included here)</li></ul><p><br></p><p>Radar parameters:</p><ul><li>Center frequency: 4.3 GHz</li><li>Bandwidth: 2.2GHz</li><li>Oeration mode: Monostatic</li><li>Pulse integration Index: 10 (1024 coherent integrations)</li><li>PRI/PRF: 8.2ms / 122Hz</li><li>Antennae: Omnidirectional broadband antennas</li></ul>
ER -