The creation of simulated activity datasets using a graphical intelligent environment simulation tool
Date
2014-11-06
Advisors
Journal Title
Journal ISSN
ISSN
1094-687X
Volume Title
Publisher
IEEE
Type
Conference
Peer reviewed
Yes
Abstract
The availability of datasets capturing the performance of activities of daily living is limited by difficulties associated with the collection of such data. Software solutions can mitigate these limitations, providing researchers with the ability to rapidly generate simulated data. This paper describes the use of IE Sim to create a simulated intelligent environment within which activities of daily living can be performed using a virtual avatar. IE Sim has been demonstrated to facilitate the generation of datasets capturing normal activity performance in addition to overlapping activities and abnormal activities such as hazardous scenarios.
Description
Keywords
Avatars, Hidden Markov models, Data models, Monitoring, Switches, Sociology, Statistics
Citation
Synnott, J. et al. (2014) The creation of simulated activity datasets using a graphical intelligent environment simulation tool. The 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'14), pp.4143-4146