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Auditeur: a mobile-cloud service platform for acoustic event detection on smartphones

Published: 25 June 2013 Publication History

Abstract

Auditeur is a general-purpose, energy-efficient, and context-aware acoustic event detection platform for smartphones. It enables app developers to have their app register for and get notified on a wide variety of acoustic events. Auditeur is backed by a cloud service to store user contributed sound clips and to generate an energy-efficient and context-aware classification plan for the phone. When an acoustic event type has been registered, the smartphone instantiates the necessary acoustic processing modules and wires them together to execute the plan. The phone then captures, processes, and classifies acoustic events locally and efficiently. Our analysis on user-contributed empirical data shows that Auditeur's energy-aware acoustic feature selection algorithm is capable of increasing the device lifetime by 33.4%, sacrificing less than 2% of the maximum achievable accuracy. We implement seven apps with Auditeur, and deploy them in real-world scenarios to demonstrate that Auditeur is versatile, 11.04% - 441.42% less power hungry, and 10.71% - 13.86% more accurate in detecting acoustic events, compared to state-of-the-art techniques. We present a user study to demonstrate that novice programmers can implement the core logic of interesting apps with Auditeur in less than 30 minutes, using only 15 - 20 lines of Java code.

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  • (2023)Acoustic Software Defined Platform: A Versatile Sensing and General Benchmarking PlatformIEEE Transactions on Mobile Computing10.1109/TMC.2021.309325922:2(647-660)Online publication date: 1-Feb-2023
  • (2022)From Conception to Retirement: A Lifetime Story of a 3-Year-Old Wireless Beacon System in the WildIEEE/ACM Transactions on Networking10.1109/TNET.2021.310704330:1(47-61)Online publication date: Feb-2022
  • (2022)AvA: An Adaptive Audio Filtering Architecture for Enhancing Mobile, Embedded, and Cyber-Physical Systems2022 21st ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN)10.1109/IPSN54338.2022.00017(118-131)Online publication date: May-2022
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      cover image ACM Conferences
      MobiSys '13: Proceeding of the 11th annual international conference on Mobile systems, applications, and services
      June 2013
      568 pages
      ISBN:9781450316729
      DOI:10.1145/2462456
      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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      Published: 25 June 2013

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      Author Tags

      1. acoustics
      2. auditeur
      3. soundlets

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      MobiSys '13 Paper Acceptance Rate 33 of 211 submissions, 16%;
      Overall Acceptance Rate 274 of 1,679 submissions, 16%

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      Cited By

      View all
      • (2023)Acoustic Software Defined Platform: A Versatile Sensing and General Benchmarking PlatformIEEE Transactions on Mobile Computing10.1109/TMC.2021.309325922:2(647-660)Online publication date: 1-Feb-2023
      • (2022)From Conception to Retirement: A Lifetime Story of a 3-Year-Old Wireless Beacon System in the WildIEEE/ACM Transactions on Networking10.1109/TNET.2021.310704330:1(47-61)Online publication date: Feb-2022
      • (2022)AvA: An Adaptive Audio Filtering Architecture for Enhancing Mobile, Embedded, and Cyber-Physical Systems2022 21st ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN)10.1109/IPSN54338.2022.00017(118-131)Online publication date: May-2022
      • (2021)Sound-AdapterProceedings of the 20th International Conference on Information Processing in Sensor Networks (co-located with CPS-IoT Week 2021)10.1145/3412382.3458265(176-190)Online publication date: 18-May-2021
      • (2020)Cooperative abnormal sound event detection in end-edge-cloud orchestrated systemsCCF Transactions on Networking10.1007/s42045-020-00042-xOnline publication date: 11-Nov-2020
      • (2019)SoundSemanticsProceedings of the 18th International Conference on Information Processing in Sensor Networks10.1145/3302506.3310402(217-228)Online publication date: 16-Apr-2019
      • (2019)EdgeSanitizer: Locally Differentially Private Deep Inference at the Edge for Mobile Data AnalyticsIEEE Internet of Things Journal10.1109/JIOT.2019.28970056:3(5140-5151)Online publication date: Jun-2019
      • (2019)Construction of Construction Engineering Cost Cloud Service Platform and Its ApplicationIOP Conference Series: Materials Science and Engineering10.1088/1757-899X/569/5/052063569:5(052063)Online publication date: 1-Jul-2019
      • (2019)Urban noise mapping with a crowd sensing systemWireless Networks10.1007/s11276-018-1663-x25:5(2351-2364)Online publication date: 1-Jul-2019
      • (2018)TussleOSACM SIGCOMM Computer Communication Review10.1145/3243157.324316046:3(1-8)Online publication date: 27-Jul-2018
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