Multi-Band mm-Wave Measurement Platform Towards Environment-Aware Beam Management
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arXiv
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| Main Authors: | , , , |
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| Format: | Preprint |
| Published: |
2024
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| Subjects: | |
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| _version_ | 1866910431286657024 |
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| author | Ichkov, Aleksandar Schott, Aron Beckmann, Niklas Simić, Ljiljana |
| author_facet | Ichkov, Aleksandar Schott, Aron Beckmann, Niklas Simić, Ljiljana |
| contents | Agile beam management is key for providing seamless millimeter wave (mm-wave) connectivity given the site-specific spatio-temporal variations of the mm-wave channel. Leveraging non radio frequency (RF) sensor inputs for environment awareness, e.g. via machine learning (ML) techniques, can greatly enhance RF-based beam steering. To overcome the lack of diverse publicly available multi-modal mm-wave datasets for the design and evaluation of such novel beam steering approaches, we demonstrate our software-defined radio multi-band mm-wave measurement platform which integrates multi-modal sensors towards environment-aware beam management. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2405_00714 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Multi-Band mm-Wave Measurement Platform Towards Environment-Aware Beam Management Ichkov, Aleksandar Schott, Aron Beckmann, Niklas Simić, Ljiljana Signal Processing Networking and Internet Architecture Agile beam management is key for providing seamless millimeter wave (mm-wave) connectivity given the site-specific spatio-temporal variations of the mm-wave channel. Leveraging non radio frequency (RF) sensor inputs for environment awareness, e.g. via machine learning (ML) techniques, can greatly enhance RF-based beam steering. To overcome the lack of diverse publicly available multi-modal mm-wave datasets for the design and evaluation of such novel beam steering approaches, we demonstrate our software-defined radio multi-band mm-wave measurement platform which integrates multi-modal sensors towards environment-aware beam management. |
| title | Multi-Band mm-Wave Measurement Platform Towards Environment-Aware Beam Management |
| topic | Signal Processing Networking and Internet Architecture |
| url | https://arxiv.org/abs/2405.00714 |