Changes between Version 39 and Version 40 of Other/Summer/2024/ml5G
- Timestamp:
- Aug 13, 2024, 4:33:31 PM (3 months ago)
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Other/Summer/2024/ml5G
v39 v40 5 5 We installed and familiarized ourselves with GNU Radio. \\ 6 6 7 We also explored the architecture of the Orbit test 7 We also explored the architecture of the Orbit testbed. \\ 8 8 9 9 Reviewed several papers to gain insights into the current state of 5G networks and the interference mitigation techniques used across different frequency ranges.\\ 10 10 11 11 Familiarized ourselves with the task of our research: 12 We will be emulating 5G Base Stations and other terrestrial network receivers on the FR3 spectrum. Using SDRs (software-defined radios) on the COSMOS testbed. We can simulate certain scenarios regarding interference directly through a software interface and generate Signal to Interference and Noise Ratio (SINR) data to train machine -learning models to help mitigate interference. \\12 We will be emulating 5G Base Stations and other terrestrial network receivers on the FR3 spectrum. Using SDRs (software-defined radios) on the COSMOS testbed. We can simulate certain scenarios regarding interference directly through a software interface and generate Signal to Interference and Noise Ratio (SINR) data to train machine learning models to help mitigate interference. \\ 13 13 14 14 [[Image(recap.png)]] … … 49 49 Additionally, we explored how Dynamic Exclusion Zones apply to our mitigation objective. We weighed various approaches, debating whether the satellite receiver should autonomously localize interference sources or instead initiate a centralized algorithm for optimizing resource allocation.\\ 50 50 51 Explored the amarisoft stack and instantiated UEs to send arbitrary data packets. Successfully received those data packets. \\51 Explored the Amarisoft stack and instantiated UEs to send arbitrary data packets. Successfully received those data packets. \\ 52 52 53 53 Examined a QPSK transmitter and receiver implementation. Analyzed all of the blocks used, to better understand the GnuRadio software. \\ … … 177 177 [[Image(arch1.png)]] 178 178 179 [[Image(arch2.png)]]180 181 179 [[Image(arch3.png)]] 182 183 [[Image(ezgif-4-d566374993.gif)]]184 185 186 [[Image(ezgif-7-41ef6e0043.gif)]]187 180 188 181 … … 195 188 196 189 [[Image(Screenshot 2024-08-01 142731.png)]] 190 191 192 Final Presentation: 193