Position and Orientation Estimation through Millimeter Wave MIMO in 5G Systems
February 06, 2017 Β· Declared Dead Β· π IEEE Transactions on Wireless Communications
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Authors
Arash Shahmansoori, Gabriel E. Garcia, Giuseppe Destino, Gonzalo Seco-Granados, Henk Wymeersch
arXiv ID
1702.01605
Category
cs.IT: Information Theory
Citations
530
Venue
IEEE Transactions on Wireless Communications
Last Checked
3 months ago
Abstract
Millimeter wave signals and large antenna arrays are considered enabling technologies for future 5G networks. While their benefits for achieving high-data rate communications are well-known, their potential advantages for accurate positioning are largely undiscovered. We derive the CramΓ©r-Rao bound (CRB) on position and rotation angle estimation uncertainty from millimeter wave signals from a single transmitter, in the presence of scatterers. We also present a novel two-stage algorithm for position and rotation angle estimation that attains the CRB for average to high signal-to-noise ratio. The algorithm is based on multiple measurement vectors matching pursuit for coarse estimation, followed by a refinement stage based on the space-alternating generalized expectation maximization algorithm. We find that accurate position and rotation angle estimation is possible using signals from a single transmitter, in either line-of- sight, non-line-of-sight, or obstructed-line-of-sight conditions.
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