Inertial Sensor Aided mmWave Beam Tracking to Support Cooperative Autonomous Driving
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Abstract (arXiv)
This paper presents an inertial sensor aided technique for beam alignment and tracking in massive multiple-input multiple-output (MIMO) vehicle-to-vehicle (V2V) communications based on millimeter waves (mmWave). Since directional communications in vehicular scenarios are severely hindered by beam pointing issues, a beam alignment procedure has to be periodically carried out to guarantee the communication reliability. When dealing with massive MIMO links, the beam sweeping approach is known to be time consuming and often unfeasible due to latency constraints. To speed up the process, we propose a method that exploits a-priori information on array dynamics provided by an inertial sensor on transceivers to assist the beam alignment procedure. The proposed inertial sensor aided technique allows a continuous tracking of the beam while transmitting, avoiding frequent realignment phases. Numerical results based on real measurements of on-transceiver accelerometers demonstrate a significant gain in terms of V2V communication throughput with respect to conventional beam alignment protocols.
Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). First posted on arXiv 28 Mar 2019.
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Citing papers per year: 2021: 3; 2022: 1.
4 papers.
- 2021Federated mmWave Beam Selection Utilizing LIDAR Datacited by 12
- 2021LIDAR and Position-Aided mmWave Beam Selection with Non-local CNNs and Curriculum Trainingcited by 6
- 2021Deep Learning-based Beam Tracking for Millimeter-wave Communications under Mobilitycited by 5
- 2022Beam Management with Orientation and RSRP using Deep Learning for Beyond 5G Systemscited by 1
- 2022Beam Management with Orientation and RSRP using Deep Learning for Beyond 5G Systems4 Feb 2022
- 2021LIDAR and Position-Aided mmWave Beam Selection with Non-local CNNs and Curriculum Training29 Apr 2021
- 2021Deep Learning-based Beam Tracking for Millimeter-wave Communications under Mobility19 Feb 2021
- 2021Federated mmWave Beam Selection Utilizing LIDAR Data4 Feb 2021