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A Semi-Supervised Learning Approach for Ranging Error Mitigation Based on UWB Waveform 

Li, Y.; Mazuelas, S.Autoridad BCAM; Shen, Y. (2021-12-30)
Localization systems based on ultra-wide band (UWB) measurements can have unsatisfactory performance in harsh environments due to the presence of non-line-of-sight (NLOS) errors. Learning-based methods for error ...
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Deep GEM-based network for weakly supervised UWB ranging error mitigation 

Li, Y; Mazuelas, S.Autoridad BCAM; Shen, Y. (2021-12-30)
Ultra-wideband (UWB)-based techniques, while becoming mainstream approaches for high-accurate positioning, tend to be challenged by ranging bias in harsh environments. The emerging learning-based methods for error ...
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Deep Generative Model for Simultaneous Range Error Mitigation and Environment Identification 

Li, X.; Mazuelas, S.Autoridad BCAM; Shen, Y. (2021-12-07)
Received waveforms contain rich information for both range information and environment semantics. However, its full potential is hard to exploit under multipath and non-line- of-sight conditions. This paper proposes a ...
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Location Awareness in Beyond 5G Networks 

Conti, A.; Morselli, F.; Liu, Z.; Bartoletti, S.; Mazuelas, S.Autoridad BCAM; Lindsey, W.C.; Win, M.Z. (2021-11-01)
Location awareness is essential for enabling contextual services and for improving network management in 5th generation (5G) and beyond 5G (B5G) networks. This paper provides an overview of the expanding opportunities ...

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Author
Mazuelas, S. (4)
Shen, Y. (3)Bartoletti, S. (1)Conti, A. (1)Li, X. (1)Li, Y (1)Li, Y. (1)Lindsey, W.C. (1)Liu, Z. (1)Morselli, F. (1)... másSubjectBayesian Model (1)Deep Generative Model (1)Environment Identification, (1)Location awareness, beyond 5G, 3GPP, wireless networks, machine learning. (1)Non-Linear Signal Processing (1)Range Error Mitigation (1)UWB radio, ranging error mitigation, weakly supervised Learning, generalized expectation-maximization algorithm, deep learning (1)Variational Bayes, Deep Learning, Semi- Supervised Learning, UWB Radio, ranging error mitigation (1)... másFecha
2021 (4)

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