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The ucmerced/modes dataset (2022-05-20)

Room-level occupancy data for thermal and vibration sensing systems, along with their two late fusion schemes, to control HVAC systems.

Contributed by Hamid Rajabi.

This dataset contains time-series occupancy estimates under two scenarios of: 11 low occupancy days (with up to 2 occupants), and 3 high occupancy days (with up to 8 occupants), for four data schemes: - thermal sensor occupancy readings from the experimental room, - vibration sensor occupancy readings from the experimental room, - combination of thermal and vibration sources through a Data-driven Optimization-based Weighted Average (DOWA), - further and final improvement of the MODES occupancy estimate through the particle filter.

 details of the ucmerced/modes dataset (2022-05-20)

This dataset contains the following 4 tracesets:

  1. thermo-readings
    The 14 days of measured time-series occupancy estimates by thermo sensor.

     quick access to download the traceset
  2. vibration-readings
    The 14 days of measured time-series occupancy estimates by vibration sensor.

     quick access to download the traceset
  3. dowa
    The first level of late sensor fusion for thermo and vibration occupancy sensors

     quick access to download the traceset
  4. modes
    The final level of late sensor fusion to further improve the occupancy obtained by the DOWA.

     quick access to download the traceset
 1 contributor US flag
 how to cite this dataset