its-just-sound

paper

Frontiers in Computer Science · January 2024

Proposes a replicable design framework for sonifying anomaly detection in AI-monitored networks, tested on both a water distribution system and corporate internet infrastructure
Evaluated by eight cybersecurity experts in real-world conditions, confirming that continuous soundscape metaphors let operators detect anomalies peripherally without adding to the already overloaded visual channel
Argues explicitly that in real-time monitoring of networked systems, new solutions must not increase the burden on the visual channel — the ear is the underused observability interface

paper

PLoS ONE (Debashi & Vickers) · April 2018

Maps TCP/IP packet header flags to a soundscape, letting network administrators hear anomalous traffic patterns without staring at dashboards — the ear as intrusion detection system
User study measured with NASA TLX showed that sonification delivered higher situational awareness with lower cognitive workload than equivalent visual monitoring, direct evidence the auditory channel outperforms dashboards for continuous monitoring
Open-source implementation (SoNSTAR) makes this a reproducible template for piping infrastructure telemetry into sound instead of graphs

research