Related Experiment Video
Updated: Oct 15, 2026

Continuous-Wave Propagation Channel-Sounding Measurement System - Testing, Verification, and Measurements
Published on: June 25, 2021
Physics-guided waveform tokenization and Mamba2 for fault-aware coherent receivers
Abstract:
Soft link faults in coherent optical networks can degrade service quality, motivating receiver-side monitoring methods that exploit signals already captured during operation. We experimentally demonstrate a fault-aware coherent receiver that adds a parallel monitoring branch based on physics-guided waveform tokenization (PGWT) and Mamba2 to conventional signal recovery. PGWT converts receiver waveform tensors into typed physical tokens describing local in-phase/quadrature (I/Q) statistics, envelope variation, phase-increment roughness, spectral bands, spectral shape, coupling, and global balance. The resulting 149×10 token sequence is processed by an Mamba2 selective state-space monitor. In coherent transmission experiments from 320 to 1280 km with controlled 3 and 5 dB attenuation soft faults, PGWT-Mamba2 achieves 0.9211±0.0083 macro F1 for binary attenuation detection and 0.8202±0.0302 for three-state severity estimation, with model-forward latencies of 5.37 and 5.31 µs per waveform-capture token sequence. Token evidence links the controlled soft faults to distributed phase, balance, spectral, and coupling signatures in the compensated receiver waveform.
Related Concept Videos
Receiver Operating Characteristic Plot
Fault Types
For line-to-line faults occurring between phases B and C, the...
IR Spectrum Peak Splitting: Symmetric vs Asymmetric Vibrations
Propagation of Waves
Consider a scenario where a wave propagates from a string of low linear mass density to a string of high linear mass density. In such a case, the reflected wave is out of phase with respect to the incident wave, however the...
Electromagnetic Waves
Basic signals of Fourier Transform
The sinc function, defined as sinc(x) = sin(πx)/(πx), is particularly notable for its symmetry and behavior at zero. It...