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Audio Processing for the Internet of Things
- Lecturer
- Prof. Dr. Nils Peters
- Details
- Vorlesung
Online 2 cred.h, ECTS studies, ECTS credits: 2,5, Sprache Englisch
Zeit: Wed 16:15 - 17:45
from 21.4.2021 to 7.7.2021
- Fields of study
- WF ICT-MA ab 1
WF CME-MA ab 1
WF ASC-MA ab 1
WF EEI-MA ab 1
- ECTS information:
- Credits: 2,5
- Prerequisites
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- Contents
- The course focuses on audio and speech processing algorithms within the context of the Internet of Things (IoT).
Foundation (history, components, current challenges)
Overview of relevant wireless protocols (bandwidth, range, latency, spectrum)
Audio device synchronization (NTP, PTP, device orchestration, acoustic wireless sensor networks, asynchronous and event-driven audio sampling)
Acoustic Sensing for Voice User Interfaces (keyword spotting, speech recognition, speaker verification, anti-spoofing)
Acoustic Scene Detection (event detection, scene classification, anomaly detection, sound tagging, blind reverb estimation)
Sound Creation (text-to-speech, sound generative networks)
Data-over-sound (sound-beacon, watermarking, acoustic fingerprint)
Privacy in IoT (edge vs. cloud processing, secure signal processing, federated learning, differential privacy, audio encryption)
- Literature
- Recommendations for each topic are given during the lectures.
- Additional information
- Keywords: AudioLabs
www: https://www.audiolabs-erlangen.de/fau/professor/peters/teaching/2021s_AIoT Registration is required for this lecture. Registration starts on Monday, 22.3.2021, 00:00 and lasts till Friday, 16.7.2021, 23:59 über: StudOn.
- Verwendung in folgenden UnivIS-Modulen
- Startsemester SS 2021:
- Audio Processing for the Internet of Things (AIoT)
- Department: International Audio Laboratories Erlangen (AudioLabs)
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