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FMCW Waveform Design
From line #34 to line #36, I have calculated the Bandwidth (B), Chirp Time (Tchirp) and Slope (slope) of the FMCW chirp using the above requirements.
Target's initial position and velocity are defined as follows:
- target_position = 150 meter
- target_velocity = 55 m/s
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Range FFT (1st FFT)
The steps to solve the task:
- Implement the 1D FFT on the Mixed Signal
- Reshape the vector into Nr*Nd array.
- Run the FFT on the beat signal along the range bins dimension (Nr)
- Normalize the FFT output.
- Take the absolute value of that output.
- Keep one half of the signal
- Plot the output
- There is a peak at the initial position of the target
The code implementation of this part is from line #38 to line #150.
Results:
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2D CFAR
The steps to solve the task:
- Determine the number of Training cells and the number of guard cells for each dimension.
Tr = 10; Td = 8; Gr = 4; Gd = 4; offset = 1.4; % in dB
- Slide the cell under test across the complete matrix. Make sure the CUT has margin for Training and Guard cells from the edges.
- For every iteration sum the signal level within all the training cells. To sum convert the value from logarithmic to linear using db2pow function.
- Average the summed values for all of the training cells used. After averaging convert it back to logarithmic using pow2db.
- Further add the offset to it to determine the threshold.
- Next, compare the signal under CUT against this threshold.
- If the CUT level > threshold assign it a value of 1, else equate it to 0.
- Steps taken to suppress the non-thresholded cells at the edges:
RDM(union(1:(Tr+Gr),end-(Tr+Gr-1):end),:) = 0; % Rows RDM(:,union(1:(Td+Gd),end-(Td+Gd-1):end)) = 0; % Columns
The code implementation of this part is from line #156 to line #257.
Results:
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