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**Current Parameters Extracted **

From your 96 × 14 × 10000 dataset, are currently extracting:

Per-Sample Parameters (for each of 10000 samples)

Category Number of Parameters
Channel Impulse Response 96 (delay taps)
Complex Gains 96 (per path)
Multipath Delays 31 paths + 3 metrics
Doppler Parameters 5 metrics
Angle of Arrival 23 angles + 2 metrics
Coherence Parameters 12 metrics
Statistics 8 metrics
TOTAL per sample ~270 parameters

Aggregate Across Samples

  • Total stored parameters: ~2.7 million (270 × 10,000)
  • Visualization outputs: 12 plots per sample

Maximum Extractable Parameters (Theoretical)

With data structure: 10,000 samples × 96 subcarriers × 14 symbols, we could extract:

1. Time-Domain Parameters (per sample)

- Impulse response taps: 96
- Complex gains: 96 (magnitude + phase = 192 parameters)
- Power delay profile: 96
- RMS delay spread: 1
- Mean excess delay: 1
- Maximum excess delay: 1
- Delay window: 1
- Number of significant taps: 1
- Tap locations: up to 96

Subtotal: ~400 parameters/sample

2. Frequency-Domain Parameters (per sample)

- Frequency response: 96 (magnitude + phase = 192)
- Coherence bandwidth (multiple thresholds): 5
- Frequency correlation matrix: 96×96 = 9,216
- Subcarrier correlation coefficients: 96
- Group delay: 96
- Phase linearity: 1

Subtotal: ~9,600 parameters/sample

3. Time-Variation Parameters (per sample)

- Doppler spectrum: 14 points
- Maximum Doppler shift: 1
- Doppler spread: 1
- Coherence time: 1
- Channel aging rate: 1
- Time correlation matrix: 14×14 = 196
- Symbol-to-symbol correlation: 14
- Channel variation rate: 1
- Doppler frequency components: up to 14

Subtotal: ~230 parameters/sample

4. Statistical Parameters (across samples)

- Distribution parameters (Rayleigh/Rician): 3
- K-factor: 1
- Nakagami-m parameter: 1
- Fading severity: 1
- Level crossing rate: 1
- Average fade duration: 1
- Higher-order statistics: 5
- Channel capacity: 1
- Outage probability: 1

Subtotal: ~15 parameters (global)

5. Spatial Parameters (using virtual array)

- AoA spectrum: 181 angles
- AoA peaks: up to 96
- Angular spread: 1
- Spatial correlation: 96×96 = 9,216
- Virtual array manifold: 96×181 = 17,376
- MUSIC pseudospectrum: 181
- Beamforming weights: 96×181 = 17,376

Subtotal: ~44,000 parameters/sample

6. Channel Capacity & Information Theory

- Instantaneous capacity: 1
- Ergodic capacity: 1
- Outage capacity: 1
- Mutual information: 1
- Channel entropy: 1
- Diversity order: 1
- Multiplexing gain: 1

Subtotal: ~7 parameters/sample

7. Advanced Features (machine learning ready)

- Time-frequency images: 96×14 = 1,344 pixels
- STFT representations: 96×14×2 = 2,688
- Wavelet coefficients: up to 96×14×4 = 5,376
- PCA components: up to 96
- Autoencoder features: configurable
- Channel state information (CSI) matrices: 96×14×2 = 2,688

Subtotal: ~12,000 parameters/sample

Complete Parameter Budget

Level Parameters per Sample Total for 10k Samples
Basic (current) 270 2.7M
Comprehensive ~66,000 660M
Maximum (with all features) ~150,000 1.5B

Summary

Metric Value
Currently extracted ~270 parameters/sample
Should extract ~1,400 parameters/sample
Maximum possible ~66,000 parameters/sample
Your data capacity 96×14×10000 = 13.44M complex values
Theoretical information 26.88M real values