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

   download the thermo-readings.zip (from the thermo-readings trace) file

   from a CRAWDAD mirror:  US UK
   last_modified="2022-05-26" md5_checksum="4f7aa4c38ec87d5c13b3d53380fe93e9" name="thermo-readings.zip" size="85.8 KB" type=".zip"

2. vibration-readings
   The 14 days of measured time-series occupancy estimates by vibration sensor.

    quick access to download the traceset

   download the vibration-readings.zip (from the vibration-readings trace) file

   from a CRAWDAD mirror:  US UK
   last_modified="2022-05-26" md5_checksum="4dfb296f61c44b8eb8a800892927fc29" name="vibration-readings.zip" size="85.8 KB" type=".zip"

3. dowa
   The first level of late sensor fusion for thermo and vibration occupancy sensors

    quick access to download the traceset

   download the dowa.zip (from the dowa trace) file

   from a CRAWDAD mirror:  US UK
   last_modified="2022-05-26" md5_checksum="e8e983cde1d209988eaa4783863aa83b" name="dowa.zip" size="85.8 KB" type=".zip"

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

    quick access to download the traceset

   download the modes.zip (from the modes trace) file

   from a CRAWDAD mirror:  US UK
   last_modified="2022-05-26" md5_checksum="e8e983cde1d209988eaa4783863aa83b" name="modes.zip" size="85.8 KB" type=".zip"

 1 contributor 

 how to cite this dataset

Hamid Rajabi, CRAWDAD dataset ucmerced/modes (v. 2022‑05‑20), downloaded from https://crawdad.org/ucmerced/modes/2022‑05‑20, https://doi.org/10.15783/08kw‑7n74, May 2022.

@misc{ucmerced-modes-2022-05-20,
    author = {Hamid Rajabi},
    title = {{CRAWDAD} dataset ucmerced/modes (v. 2022-05-20)},
    howpublished = {Downloaded from \url{https://crawdad.org/ucmerced/modes/2022-05-20}},
    doi = {10.15783/08kw-7n74},
    month = may,
    year = 2022
}

TY  - DATA
TI  - CRAWDAD dataset ucmerced/modes (v. 2022-05-20)
UR  - https://crawdad.org/ucmerced/modes/2022-05-20
PY  - 2022/05/20/
AU  - Hamid Rajabi
DO  - 10.15783/08kw-7n74
ER  -