Implementation Plan:
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Step 1: Initially, we will construct a 5G NR ISAC network using 1 gNBs, 1 sensing target, and 10 UEs and 5G Toolbox.
Step 2: Then, we generate standardized PRS-based OFDM waveforms and collect received echo data using a configurable RCS-based reflection model.
Step 3: Next, we analyze ISAC channel modeling including path loss, Doppler shift, multipath fading, and additive noise based on collected data.
Step 4: Next, we apply range and velocity estimation algorithms (FFT-based PRS radar processing with multi-frame enhancement) on the sensing data.
Step 5: Next, we optimize sensing performance by tuning PRS comb size, symbol configuration, and fractional FFT factors based on collected data.
Step 6: Finally, we plot performance for the following metrics:
6.1: SNR (dB) vs. Range estimation RMSE (m)
6.2: SNR (dB) vs. Velocity estimation RMSE (m/s)
6.3: SNR (dB) vs. Communication throughput (Mbps)
6.4: SNR (dB) vs. Detection probability (%)
6.5: SNR (dB) vs. Sensing accuracy (%)
Software Requirements:
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1. Development Tool: Matlab-R2023a or above
2. Operating System: Windows-10 (64-bit) or above
Note:
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1) If the proposed plan does not fully align with your requirements, please provide all necessary details—including steps, parameters, models, and expected outcomes—in advance.
2) Kindly ensure that any missing configurations or specifications are clearly outlined in the plan before confirming.
3) If there’s no built-in solution for what the project needs, we can always turn to reference models, customize our own, different math models or write the code ourselves to fulfil the process.
4) If the plan satisfies your requirement, Please confirm with us.
5) Project based on Simulation only.
