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- Title
Context-aware, self-scaling Fuzzy ArtMap for received signal strength based location systems.
- Authors
Uzair Ahmad; Andrey Gavrilov; Young-Koo Lee; Sungyoung Lee
- Abstract
Abstract  Location awareness is the key capability of mobile computing applications. Despite high demand, indoor location technologies have not become truly ubiquitous mainly due to their requirements of costly infrastructure and dedicated hardware components. Received signal strength (RSS) based location systems are poised to realize economical ubiquity as well as sufficient accuracy for variety of applications. Nevertheless high resolution RSS based location awareness requires tedious sensor data collection and training of classifier which lengthens location system development life cycle. We present a rapid development approach based on online and incremental learning method which significantly reduces development time while providing competitive accuracy in comparison with other methods. ConSelFAM (Context-aware, Self-scaling Fuzzy ArtMap) extends the Fuzzy ArtMap neural network system. It enables on the fly expansion and reconstruction of location systems which is not possible in previous systems.
- Subjects
SIGNAL processing; SIGNAL theory; ELECTRONICS; SIGNAL detection
- Publication
Soft Computing - A Fusion of Foundations, Methodologies & Applications, 2008, Vol 12, Issue 7, p699
- ISSN
1432-7643
- Publication type
Article
- DOI
10.1007/s00500-007-0243-2