internal/projects/amicity/datasets.txt · Last modified: 2014/11/06 10:25 by aolaru

datasets

Boxlab list | CASAS list (at the bottom)

ARAS

Turkey | 2013 | http://cmpe.boun.edu.tr/aras/ 2 datasets x 1 month | 27 activities | annotated

  • Sensors
    • Types
      • photocell (presence)
      • distance, temperature, force
      • door, TV receiver
    • matrix with values every second

CASAS

US | 2008 | http://ailab.wsu.edu/casas/datasets/ 21 datasets | some annotated

  • Daily life: various rooms | ~10 tasks
  • Activities (Kyoto+Tokyo): 30-50 participants | 5-8 tasks
  • + synthetic dataset | 5 activities
  • cite
  • D. Cook and M. Schmitter-Edgecombe, Assessing the quality of activities in a smart environment. Methods of Information in Medicine, 2009.
  • D. Cook. Learning setting-generalized activity mdoels for smart spaces. IEEE Intelligent Systems, 2011.
  • D. Cook, A. Crandall, G. Singla, and B. Thomas. Detection of social interaction in smart spaces, Journal of Cybernetics and Systems, 2010.
  • Sensors
  • Types
    • Motion
    • Item
    • Door, Object usage (e.g. phone)
    • Temperature
  • time, value
  • Doc elements: map, locations, sensor index

Domus Lab (Carnot Instittute)

France | 2011 | http://domuslab.fr/datasets/ | (CC)BY-NC-SA API: https://code.google.com/p/domus-dataset-api/

  • This dataset is oriented on comfort studies: it contains all data relative to the environment (actuator states, sensor readings) and user’s feelings about this environment (too hot, too cold…).
  • 24 people have participated in this dataset. First 20 during approximately one hour and a half, and 4 during a whole night (evening to next day morning).
  • cite: M. Gallissot, J. Caelen, N. Bonnefond, B. Meillon, and S. Pons, “Using the Multicom Domus Dataset” this
  • Sensors
    • Types
      • electricity counter
      • water counter
      • presence, temperature, luminosity
      • spots, power plugs, shutters/blinds/courtains
    • time, value
  • Doc elements: map, locations, sensor indexes

Domus Lab (Sherbrooke)

Canada | 2010 | http://domus.usherbrooke.ca/jeux-de-donnees/

  • 2 sessions | 6 users | 7 activities | annotated
  • cite:
    • Rachid Kadouche, Hélène Pigot, Bessam Abdulrazak, Sylvain Giroux: Support Vector Machines for Inhabitant Identification in Smart Houses. UIC 2010: 83-95.
    • Belkacem Chikhaoui, Shengrui Wang and Hélène Pigot : A New Algorithm Based on Sequential Pattern Mining for Person Identification in Ubiquitous Environments. KDD Workshop on Knowledge Discovery from Sensor Data (Sensor KDD) :19-28. 2010
  • Sensors
    • Types
      • IR, pressure
      • Lamps, Doors, Switches, Water flow meter
    • time, type, location, value (binary only)
  • Doc elements: map (but different), locations

MavPad

US | 2005 | http://ailab.wsu.edu/casas/datasets/

  • 2 years | over 100 sensors
  • cite
    • G. M. Youngblood and D. Cook, Data mining for hierarchical model creation, IEEE Transactions on Systems, Man, and Cybernetics, Part C, 37(4):561-572, 2007.
  • Sensors
    • Types
      • lights, lamps, electrical outlets
      • light, CO, heat, humidity
      • motion
  • Doc elements: map, locations, types

MERLSense (Mitsubishi Electric Research)

US | 2006-2008 | https://sites.google.com/a/drwren.com/wmd

  • 2 years | 50M raw records
  • cite: Chris Wren, Yuri Ivanov, Darren Leigh, Jonathan Westhues, “The MERL Motion Detector Dataset”, Workshop on Massive Datasets (MD), ISBN: 978-1-50593-981-8, November 2007, pp. 10-14.
  • Sensors
    • IR motion sensors

Smart* (UMass)

US | 2012 | http://traces.cs.umass.edu/index.php/Smart/Smart

  • 3 months
  • focused on energy consumption
  • cite: Smart*: An Open Data Set and Tools for Enabling Research in Sustainable Homes. Sean Barker, Aditya Mishra, David Irwin, Emmanuel Cecchet, Prashant Shenoy, and Jeannie Albrecht. Proceedings of the 2012 Workshop on Data Mining Applications in Sustainability (SustKDD 2012), Beijing, China, August 2012
  • Sensors
    • Types
      • motion
      • Temperature, Humidity, Rain, etc
      • Furnace, Door, Switches
    • time, id, value (see FORMAT files)
  • also available: electrical and environmental data for other two homes and a microgird

other datasets

GETALP Health Smart Home
internal/projects/amicity/datasets.txt · Last modified: 2014/11/06 10:25 by aolaru
 
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