# 400ZR Coherent Digital Twin Benchmarks

This dataset contains comprehensive benchmarks for 400ZR coherent optical transceiver digital twin implementations.

## 🏆 Leaderboard (Overall Score)

| Rank | Method | Template | Overall Score | Physics | Optimization | Reproducibility | Standards |
|------|--------|----------|--------------|---------|--------------|----------------|-----------|
| 1 | Silicon_Photonics_v12 | v12 | 0.897 | 0.895 | 0.692 | 1.000 | 1.000 |
| 2 | Enhanced_400ZR_v11 | v11 | 0.897 | 0.895 | 0.692 | 1.000 | 1.000 |
| 3 | Revolutionary_Framework_v14 | v14 | 0.897 | 0.895 | 0.691 | 1.000 | 1.000 |
| 4 | Comprehensive_Research_v15r | v15r | 0.428 | 0.877 | 0.333 | 0.000 | 0.500 |
| 5 | Nonlinear_Physics_v15p | v15p | 0.428 | 0.877 | 0.333 | 0.000 | 0.500 |

## 📊 Evaluation Metrics

### Physics Accuracy
- **OSNR Accuracy**: Root mean square error in OSNR prediction (dB)
- **BER Prediction Error**: Relative error in bit error rate prediction
- **EVM Correlation**: R² correlation coefficient for error vector magnitude

### Optimization Performance  
- **Convergence Rate**: Fraction of successful optimizations
- **Convergence Time**: Mean time to convergence (milliseconds)
- **Margin Accuracy**: Design margin prediction accuracy

### Research Quality
- **Reproducibility Score**: Consistency across multiple runs
- **Standards Compliance**: Compliance with 400ZR specifications

## 🔄 Reproducibility

All benchmarks use:
- Fixed random seed: 42
- OSNR range: 10.0 - 35.0 dB
- Target BER: 2e-02
- M-QAM: 16

## 📅 Last Updated

2025-08-27 05:01:09 UTC

## 🚀 Contributing

To submit new methods for benchmarking:
1. Implement the standard 400ZR interface
2. Submit a pull request with your implementation
3. Results will be automatically benchmarked and added to the leaderboard

## 📄 License

MIT License - See LICENSE file for details