Open Source
Sonifying I2S Transport Signals to Detect Transmission Faults
arXiv eess.AS0 views
arXiv:2608.16498v2 Announce Type: replace Abstract: This paper outlines a sonification design to support fault detection in the transmission of I2S transport signals. I2S is a protocol for communicating real-time digital audio between integrated circuits that, while in wide and general use, does not include built-in error detection. Moreover, given the nature of the protocol transmission faults affecting timing, framing and alignment can be difficult to identify using conventional visual methods. The proposed design addresses this with an approach informed by Audification, wherein oversampling controls temporal rescaling to render protocol structure (SCK and WS) and payload data (SD) across separate stereo channels. A preliminary computational feasibility study was carried out to measure feature-space separability of I2S faults in the generated auditory representations as opposed to listener performance. It evaluates the design across several payload types and error conditions including jitter, bit-slip, and word-length errors. Class separability was assessed through clustering analyses of extracted features. The evaluation results show that while oversampling produces systematic changes in feature values, it does not meaningfully improve separability between error classes. However, a modest but consistent improvement in separability is observed as a function of the joint representation of structural and payload information across channels. The findings suggest that feature-space separability in sonified communication protocol data may be dependent on the integration of complementary information streams, rather than on signal scaling alone.
Source:https://arxiv.org/abs/2608.16498PreviousIntegrated Spoofing-Robust Automatic Speaker Verification via a Three-Class Formulation and LLRNextAzeroS: Extending LLM to Speech with Self-Generated Instruction-Free Tuning
Related posts
A fresh wave of cyberattacks has hit Europe’s supermarket refrigerators, destroying food across countries
0TechCrunch

Onboarding Instrumentation: What to Actually Log Before You Redesign the Flow
0dev.to UX
Iceberg vs Parquet: do you need a table format?
0dev.to Data

Open Source Didn't Ban AI Code. 83% of Its AI Policies Allow It, With One Catch
0dev.to Git
Orbit: A High-Performance Terminal Workspace & System Monitor in Rust with WASM Plugins
0dev.to Rust

Forecasting the U.S. Senate with Prediction Markets and Monte Carlo Simulations
0dev.to AI