skip to main content
10.1145/2962735.2962741acmotherconferencesArticle/Chapter ViewAbstractPublication Pagesurb-iotConference Proceedingsconference-collections
poster

Clustering for Road Damage Locations Obtained by Smartphone Accelerometers

Published: 24 May 2016 Publication History

Abstract

Crowdsensing has been widely investigated and its applications are being explored. We have used accelerometers embedded in the smartphone carried by bicycle users to detect road surface damages. However, detected damages locations are not aggregated and often, the same road surface damage can be detected several times at different locations due to measurement errors. In this study we propose a scheme to cluster damages locations to remove redundancy caused by measurement errors.

References

[1]
Haklay, M. and Weber, M. 2008. OpenStreetMap: User-Generated Street Maps. IEEE Pervasive Magazine. (Oct.-- Dec. 2008), 12--18. DOI= http://dx.doi.org/10.1109/MPRV.2008.80
[2]
Junji Takahashi, Yusuke Kobana, Yoshito Tobe, Guillaume Lopez. 2015. Classification of Steps on Road Surface Using Acceleration Signals. In Proceedings of The 2nd International Workshop on Web Intelligence and Smart Sensing (Coimbra, Portugal, July 22-24, 2015). IWWISS'15. EAI, Gent, BL. DOI= http://dx.doi.org/10.4108/eai.22-7-2015.2260293
[3]
Yusuke Kobana, Junji Takahashi, Naofumi Kitsunezaki, Yoshito Tobe, and Guillaume Lopez. 2014. Detection of Road Damage using Signals of Smartphone-Embedded Accelerometer while Cycling. In Proceedings of the 2014 International Workshop on Web Intelligence and Smart Sensing (IWWISS '14), Pierre Maret and Satoshi Honda (Eds.). ACM, New York, NY, USA, Article 20, 2 pages. DOI= http://dx.doi.org/10.1145/2637064.2637107
[4]
Prashanth Mohan, Venkata N. Padmanabhan, and Ramachandran Ramjee. 2008. Nericell: rich monitoring of road and traffic conditions using mobile smartphones. In Proceedings of the 6th ACM conference on Embedded network sensor systems (SenSys '08). ACM, New York, NY, USA, 323--336. DOI= http://dx.doi.org/10.1145/1460412.1460444

Cited By

View all
  • (2020)Pavement Management Utilizing Mobile Crowd SensingAdvances in Civil Engineering10.1155/2020/41926022020:1Online publication date: 23-Jun-2020
  • (2020)Evaluating Sensors in Modern Smartphone to Damaged Road FeaturesJournal of Physics: Conference Series10.1088/1742-6596/1566/1/0121141566(012114)Online publication date: 4-Jul-2020
  • (2019)Importance of Small Probability Events in Big Data: Information Measures, Applications, and ChallengesIEEE Access10.1109/ACCESS.2019.29265187(100363-100382)Online publication date: 2019
  • Show More Cited By

Recommendations

Comments

Information & Contributors

Information

Published In

cover image ACM Other conferences
Urb-IoT '16: Proceedings of the Second International Conference on IoT in Urban Space
May 2016
122 pages
ISBN:9781450342049
DOI:10.1145/2962735
Permission to make digital or hard copies of part or all 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 third-party components of this work must be honored. For all other uses, contact the Owner/Author.

In-Cooperation

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 24 May 2016

Check for updates

Author Tags

  1. K-means
  2. accelerometers
  3. clustering
  4. crowdsensing

Qualifiers

  • Poster
  • Research
  • Refereed limited

Conference

Urb-IoT '16

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)9
  • Downloads (Last 6 weeks)0
Reflects downloads up to 23 Feb 2025

Other Metrics

Citations

Cited By

View all
  • (2020)Pavement Management Utilizing Mobile Crowd SensingAdvances in Civil Engineering10.1155/2020/41926022020:1Online publication date: 23-Jun-2020
  • (2020)Evaluating Sensors in Modern Smartphone to Damaged Road FeaturesJournal of Physics: Conference Series10.1088/1742-6596/1566/1/0121141566(012114)Online publication date: 4-Jul-2020
  • (2019)Importance of Small Probability Events in Big Data: Information Measures, Applications, and ChallengesIEEE Access10.1109/ACCESS.2019.29265187(100363-100382)Online publication date: 2019
  • (2018)Barrier Detection Using Sensor Data from Unimpaired PedestriansUniversal Access in Human-Computer Interaction. Virtual, Augmented, and Intelligent Environments10.1007/978-3-319-92052-8_24(308-319)Online publication date: 6-Jun-2018
  • (2017)Use of technology to improve bicycle mobility in smart cities2017 5th IEEE International Conference on Models and Technologies for Intelligent Transportation Systems (MT-ITS)10.1109/MTITS.2017.8005636(86-91)Online publication date: Jun-2017
  • (2017)Performance and accuracy trade-off analysis of techniques for anomaly detection in IoT sensors2017 International Conference on Information Networking (ICOIN)10.1109/ICOIN.2017.7899541(486-491)Online publication date: 2017

View Options

Login options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Figures

Tables

Media

Share

Share

Share this Publication link

Share on social media