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Review Article
17-Jan-2026
Ahead of Print  Subscription Review Article Published on :- 17-Jan-2026

Acoustic Sensing for City Flow: Quasi-Supervised Recognition of Sirens and Traffic for Urban Mobility Intelligence

By
Bhargav Chebrolu,

Abstract: This paper frames environmental audio as a mobility telemetry source, extending a benchmark urban-sound corpus with transportation-critical classes—ambulance, firetruck, police, and traffic—and training spectrogram-based models under a