DOI: 10.21227/47mw-ja20
title: CRAWDAD ucmerced/modes

description: 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 Mercedversion :2022-05-20Tracesetthermo-readingsfiles: thermo-readings.zipdescription: 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-readingsversion: 2022-05-20date/time of measurement start: 2021-07-06date/time of measurement end: 2021-07-23thermo-readings Tracesthermo-readings.zip: undefinedlast modified: 2022-05-26dataname: thermo-readings.zipurl: /download/ucmerced/modes/2022-05-20/thermo-readings/thermo-readings.zipvibration-readingsfiles: vibration-readings.zipdescription: 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-readingsversion: 2022-05-20date/time of measurement start: 2021-07-06date/time of measurement end: 2021-07-23vibration-readings Tracesvibration-readings.zip: undefinedlast modified: 2022-05-26dataname: vibration-readings.zipurl: /download/ucmerced/modes/2022-05-20/vibration-readings/vibration-readings.zipdowafiles: dowa.zipdescription: The first level of late sensor fusion for thermo and vibration occupancy sensorstech 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: dowaversion: 2022-05-20date/time of measurement start: 2021-07-06date/time of measurement end: 2021-07-23dowa Tracesdowa.zip: undefinedlast modified: 2022-05-26dataname: dowa.zipurl: /download/ucmerced/modes/2022-05-20/dowa/dowa.zipmodesfiles: modes.zipdescription: 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: modesversion: 2022-05-20date/time of measurement start: 2021-07-06date/time of measurement end: 2021-07-23modes Tracesmodes.zip: undefinedlast modified: 2022-05-26dataname: modes.zipurl: /download/ucmerced/modes/2022-05-20/modes/modes.zip