Datasets
Open Access
CRAWDAD ucmerced/modes
- Citation Author(s):
- Submitted by:
- CRAWDAD Team
- Last updated:
- Thu, 05/26/2022 - 08:00
- DOI:
- 10.15783/08kw-7n74
- Data Format:
- License:
- Categories:
Abstract
Room-level occupancy data for thermal and vibration sensing systems, along with their two late fusion schemes, to control HVAC systems.
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.
institution :
University of California Merced
version :
2022-05-20
Traceset
thermo-readings
- files: thermo-readings.zip
- description: The 14 days of measured time-series occupancy estimates by thermo sensor.
- tech description: This tracesset includes 14 days of time-series occupancy for both low (the first 11 columns), and high (the last 3 clolumns) occupancy scenarios.
- dataname: thermo-readings
- version: 2022-05-20
- date/time of measurement start: 2021-07-06
- date/time of measurement end: 2021-07-23
thermo-readings Traces
- thermo-readings.zip: undefined
- last modified: 2022-05-26
- dataname: thermo-readings.zip
- url: /download/ucmerced/modes/2022-05-20/thermo-readings/thermo-readings.zip
vibration-readings
- files: vibration-readings.zip
- description: The 14 days of measured time-series occupancy estimates by vibration sensor.
- tech description: This tracesset includes 14 days of time-series occupancy for both low (the first 11 columns), and high (the last 3 clolumns) occupancy scenarios.
- dataname: vibration-readings
- version: 2022-05-20
- date/time of measurement start: 2021-07-06
- date/time of measurement end: 2021-07-23
vibration-readings Traces
- vibration-readings.zip: undefined
- last modified: 2022-05-26
- dataname: vibration-readings.zip
- url: /download/ucmerced/modes/2022-05-20/vibration-readings/vibration-readings.zip
dowa
- files: dowa.zip
- description: The first level of late sensor fusion for thermo and vibration occupancy sensors
- tech description: This time-series occupancy data are obtained through a Data-driven Optimization-based Weighted Average (DOWA) process on thermal and vibration inputs for both low occupancy (the first 11 columns), and high occpancy (the last 3 columns) scenarios.
- dataname: dowa
- version: 2022-05-20
- date/time of measurement start: 2021-07-06
- date/time of measurement end: 2021-07-23
dowa Traces
- dowa.zip: undefined
- last modified: 2022-05-26
- dataname: dowa.zip
- url: /download/ucmerced/modes/2022-05-20/dowa/dowa.zip
modes
- files: modes.zip
- description: The final level of late sensor fusion to further improve the occupancy obtained by the DOWA.
- tech description: This time-series occupancy data are obtained through passing the DOWA's output into a Particle Filter for both low occupancy (the first 11 columns), and high occpancy (the last 3 columns) scenarios. These data are considered as the final and the most accurate occupancy estimate of the whole MODES system.
- dataname: modes
- version: 2022-05-20
- date/time of measurement start: 2021-07-06
- date/time of measurement end: 2021-07-23
modes Traces
- modes.zip: undefined
- last modified: 2022-05-26
- dataname: modes.zip
- url: /download/ucmerced/modes/2022-05-20/modes/modes.zip
Dataset Files
- thermo-readings.zip (259.97 kB)
- vibration-readings.zip (321.16 kB)
- dowa.zip (85.85 kB)
- modes.zip (90.13 kB)
Open Access dataset files are accessible to all logged in users. Don't have a login? Create a free IEEE account. IEEE Membership is not required.
Documentation
Attachment | Size |
---|---|
ucmerced-modes-20220520-readme.txt | 1.59 KB |
These datasets are part of Community Resource for Archiving Wireless Data (CRAWDAD). CRAWDAD began in 2004 at Dartmouth College as a place to share wireless network data with the research community. Its purpose was to enable access to data from real networks and real mobile users at a time when collecting such data was challenging and expensive. The archive has continued to grow since its inception, and starting in summer 2022 is being housed on IEEE DataPort.
Questions about CRAWDAD? See our CRAWDAD FAQ. Interested in submitting your dataset to the CRAWDAD collection? Get started, by submitting an Open Access Dataset.