CRAWDAD ucmerced/modes

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