RAD-GAN: Radio Map Anomaly Detection for Fingerprint Indoor Positioning with GAN

Haojun Ai,Tan Hu, Tianshui Xu

2021 International Conference on Indoor Positioning and Indoor Navigation (IPIN)(2021)

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摘要
Fingerprinting approach based on a radio map is one of the well-received methods for indoor localization. However, owing to the radio devices reconfigured or deteriorated, the radio map will be degraded, rendering the positioning outcomes unreliable. We introduce an unsupervised anomaly detection model, termed Radio Map Anomaly Detection for Fingerprint Indoor Positioning with GAN (RAD-GAN), which...
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关键词
Location awareness,Training,Indoor navigation,Neural networks,Fingerprint recognition,Generative adversarial networks,Rendering (computer graphics)
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