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Found 8 papers, 0 papers with code
Model Order Estimation in the Presence of multipath Interference using Residual Convolutional Neural Networks
Model order estimation (MOE) is often a pre-requisite for Direction of Arrival (DoA) estimation.
Multi-Modal Recurrent Fusion for Indoor Localization
This paper considers indoor localization using multi-modal wireless signals including Wi-Fi, inertial measurement unit (IMU), and ultra-wideband (UWB).
Multi-Band Wi-Fi Sensing with Matched Feature Granularity
The granularity matching is realized by pairing two feature maps from the CSI and beam SNR at different granularity levels and linearly combining all paired feature maps into a fused feature map with learnable weights.
Predicting Bit Error Rate from Meta Information using Random Forests
With the increasing power of machine learning-based reasoning, the use of meta-information (e. g., digital signal modulation parameters, channel conditions, etc.)
Direction of Arrival Estimation for a Vector Sensor Using Deep Neural Networks
A vector sensor, a type of sensor array with six collocated antennas to measure all electromagnetic field components of incident waves, has been shown to be advantageous in estimating the angle of arrival and polarization of the incident sources.
Centimeter-Level Indoor Localization using Channel State Information with Recurrent Neural Networks
Modern techniques in the Internet of Things or autonomous driving require more accuracy positioning ever.
Interference Classification Using Deep Neural Networks
The recent success in implementing supervised learning to classify modulation types suggests that other problems akin to modulation classification would eventually benefit from that implementation.
Multiple Angles of Arrival Estimation using Neural Networks
MUltiple SIgnal Classification (MUSIC) and Estimation of signal parameters via rotational via rotational invariance (ESPRIT) has been widely used in super resolution direction of arrival estimation (DoA) in both Uniform Linear Arrays (ULA) or Uniform Circular Arrays (UCA).
