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Dynamic Adaptation of Opportunistic Sensor Configurations for Continuous and Accurate Activity Recognition

  • Marc Kurz (Speaker)

Activity: Talk or presentationContributed talkunknown

Description

An ever larger availability of devices that are attached with different sensing capabilities (e.g., smart phones) shifted the challenge in activity and context recognition from the application specific deployment of new sensors to the utilization of already available devices. Therefore, a system that operates in an opportunistic way has to take advantage of the currently available sensing infrastructure in terms of utilizing sensors in form of ensembles that are best suited to execute a specific activity recognition task. Continuous, stable and accurate activity recognition can be assured if such a system is able to react in real-time to such dynamics in the sensing infrastructure. In detail, this paper tackles the characteristic application cases where sensors spontaneously appear, disappear and reappear in the sensing infrastructure and evaluates the continuousness and stability of the self-adaption methods within the OPPORTUNITY Framework, which is a reference implementation of an opportunistic activity and context recognition system.
Period23 Jul 2012
Event titleThe Fourth International Conference on Adaptive and Self-Adaptive Systems and Applications (ADAPTIVE 2012)
Event typeConference
LocationFranceShow on map

Fields of science

  • 202017 Embedded systems
  • 102019 Machine learning
  • 102009 Computer simulation
  • 102 Computer Sciences
  • 211912 Product design
  • 211902 Assistive technologies
  • 102020 Medical informatics
  • 102022 Software development
  • 102021 Pervasive computing
  • 102013 Human-computer interaction
  • 102025 Distributed systems

JKU Focus areas

  • Computation in Informatics and Mathematics
  • Engineering and Natural Sciences (in general)