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)
- institution name
-
University of California Merced
This dataset contains the following 4 tracesets:
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"
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"
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"
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 
- Hamid Rajabi
hrajabi2@ucmerced.edu
how to cite this dataset
When writing a paper that uses CRAWDAD datasets, we would appreciate it if you could cite both the authors of the dataset and CRAWDAD itself, and identify the exact dataset using the appropriate version number. For this dataset, this citation would look like:
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.
We also provide bibliographic information in common citation formats below:
@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
}
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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 -
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If you do not use the provided citation formats, please include a reference with the same information, as described in the CRAWDAD FAQ.
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