Deep Transfer Learning for WiFi Localization

2021 IEEE Radar Conference (RadarConf21)(2021)

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摘要
This paper studies a WiFi indoor localisation technique based on using a deep learning model and its transfer strategies. We take CSI packets collected via the WiFi standard channel sounding as the training dataset and verify the CNN model on the subsets collected in three experimental environments. We achieve a localisation accuracy of 46.55 cm in an ideal (6.5m × 2.5m) office with no obstacles, ...
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关键词
Training,Location awareness,Transfer learning,Training data,Radar,Feature extraction,Data models
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