Changes between Version 6 and Version 7 of Other/Summer/2024/ml5G
- Timestamp:
- Jul 2, 2024, 3:06:14 PM (5 months ago)
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Other/Summer/2024/ml5G
v6 v7 32 32 **Week 4 (6/17 - 6/20)** 33 33 34 We explored on concepts related to the interference effect of 5G base station and its UE's (User Equipment) on a Digital Broadcast Satellite Receiver near it. We have researched and formulated ideas to propose a multimodal learning model to analyze the interference and measure the SINR.\\ 34 Emulated a DVB Satellite Transmitter in GNU Radio for the ORBIT Sandbox 1 - ran into some issues with existing implementations. 35 35 36 We devised our Experiments into 3. Experiment 1 - Satellite Communication, Experiment 2 - 5G Emulation, Experiment 3 - Network Coexistence.\\ 36 Formulated specific plans for our data collection experiments: 37 37 38 We are in a stage of developing an efficient energy detector spectrum to read the Fast Fourier Transform and Power spectral density which eventually lead to a train a model to predict SINR..\\ 38 **Experiment 1** SAT Reception 39 - SAT Transmitter 40 - SAT Receiver 41 - 4 sensors that compute the FFT of the received signal 39 42 40 We worked to simulate a Digital Video Broadcasting Satellite Transmitter and Receiver in GNU Radio using SB1(Orbit). We are still working on this as we did not get something that match our expectations.\\ 43 **Experiment 2** 5G Interference 44 - 5G Terrestrial Transmitter 45 - SAT Receiver 46 - 4 sensors that compute the FFT of the received signal 41 47 48 **Experiment 3** Network Coexistence 49 - SAT Transmitter 50 - SAT Receiver 51 - 5G Terrestrial Transmitter 52 - 4 sensors that compute the FFT of the received signal 53 54 Designed the neural network's input/output formatting. 55
