Collecting complex activity datasets in highly rich networked sensor environments

Daniel Roggen, Alberto Calatroni, Mirco Rossi, Thomas Holleczek, Kilian Förster, Gerhard Tröster, Paul Lukowicz, David Bannach, Gerald Pirkl, Alois Ferscha, Jakob Doppler, Clemens Holzmann, Marc Kurz, Gerald Holl, Ricardo Chavarriaga, Marco Creatura, Jose Millan

Publikation: Beitrag in Buch/Bericht/TagungsbandKonferenzbeitragBegutachtung

428 Zitate (Scopus)

Abstract

We deployed 72 sensors of 10 modalities in 15 wireless and wired networked sensor systems in the environment, in objects, and on the body to create a sensor-rich environment for the machine recognition of human activities. We acquired data from 12 subjects performing morning activities, yielding over 25 hours of sensor data. We report the number of activity occurrences observed during post-processing, and estimate that over 13000 and 14000 object and environment interactions occurred. We describe the networked sensor setup and the methodology for data acquisition, synchronization and curation. We report on the challenges and outline lessons learned and best practice for similar large scale deployments of heterogeneous networked sensor systems. We evaluate data acquisition quality for on-body and object integrated wireless sensors; there is less than 2.5% packet loss after tuning. We outline our use of the dataset to develop new sensor network self-organization principles and machine learning techniques for activity recognition in opportunistic sensor configurations. Eventually this dataset will be made public.

OriginalspracheEnglisch
TitelINSS 2010 - 7th International Conference on Networked Sensing Systems
Herausgeber (Verlag)IEEE
Seiten233-240
Seitenumfang8
ISBN (Print)9781424479108
DOIs
PublikationsstatusVeröffentlicht - 2010
Veranstaltung7th International Conference on Networked Sensing Systems, INSS 2010 - Kassel, Deutschland
Dauer: 15 Juni 201018 Juni 2010

Publikationsreihe

NameINSS 2010 - 7th International Conference on Networked Sensing Systems

Konferenz

Konferenz7th International Conference on Networked Sensing Systems, INSS 2010
Land/GebietDeutschland
OrtKassel
Zeitraum15.06.201018.06.2010

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