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2.2 KiB
2.2 KiB
Shenron Antenna Gain & Compensation Logic
📡 Azimuth & Elevation Gain Integration
The latest iteration implements a separable antenna pattern model. This ensures that targets detected at the edges of the radar's Field of View (FOV) are correctly attenuated, matching real-world hardware behavior.
1. Implementation Details (Sceneset.py)
In get_loss_3(), the antenna gain $G_{ant}$ is calculated as the product of horizontal and vertical patterns:
$$G_{ant}(\theta, \phi) = G_{az}(\theta) \times G_{el}(\phi)$$
- Azimuth ($\theta$): Uses a Look-Up Table (LUT) for symmetric gain interpolation. Points outside the precise LUT range are clamped to the nearest edge value.
- Elevation ($\phi$): Implements a Hard FOV Cutoff. Points beyond the mechanical vertical beamwidth receive zero gain, accurately simulating physical sensor limitations.
- Physics Order: Gain is applied to the incident power after the path loss but before the material interaction, ensuring that the antenna pattern does not affect target reflectivity.
2. High-Level System Gain (gain = 110 dB)
In ConfigureRadar.py, the parameter self.gain is set to values like 10 ** (110 / 10).
Why 110 dB? This is a System-Level Calibration Constant that encapsulates several physical and simulation factors:
- Transmit Power ($P_t$): The actual chirping power emitted (typically ~10-15 dBm).
- Peak Antenna Gain ($G_t, G_r$): The boresight gain of the TX and RX patches.
- Signal Chain Amplification: Hardware-specific gains in the LNA and Mixer.
- Simulation Scaling: In physics-based simulations, units computed for unit scatterers ($1/R^2$) result in extremely small floating-point values. The 110 dB factor "lifts" these signals into a dynamic range that maps correctly to real 16-bit or 32-bit ADC data formats.
By tuning this single "dial," the simulation can be calibrated to match the peak Signal-to-Noise Ratio (SNR) seen in real-world hardware datasets.
⚙️ Calibration Flow
- Standard Baseline: 110 dB (Calibrated for Iteration 16/18 physics).
- Match Hardware: Adjust this dial ±5 dB if targets at 10m in simulation appear significantly stronger/weaker than in real sensor captures.