Fusion of Audio and Temporal Multimodal Data by Spreading Activation for Dweller Localisation in a Smart Home
Abstract
In this paper, an approach to locate a person using non visual sensors in a smart home is presented. The information extracted from these sensors gives uncertain evidence about the location of a person. To improve robustness of location, audio informa- tion (used for voice command) is fused with classi- cal domotic sensor data using a two-level dynamic network and using an adapted spreading activation method that considers the temporal dimension to deal with evidence that expire. The automatic lo- cation was tested within two different smart homes using data from experiments involving 25 partici- pants. The preliminary results show that an accu- racy of 90% can be reached using several uncertain sources.
Domains
Artificial Intelligence [cs.AI]
Origin : Publisher files allowed on an open archive
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