Determining Driver Phone Use by Exploiting Smartphone Integrated Sensors

dc.contributor.authorWang, Yan
dc.contributor.authorChen, Yingying (Jennifer)
dc.contributor.authorYang, Jie
dc.contributor.authorGruteser, Marco
dc.contributor.authorMartin, Richard P.
dc.contributor.authorLiu, Hongbo
dc.contributor.authorLiu, Luyang
dc.contributor.authorKaratas, Cagdas
dc.contributor.departmentDepartment of Engineering Technology, School of Engineering and Technologyen_US
dc.date.accessioned2017-04-12T17:36:27Z
dc.date.available2017-04-12T17:36:27Z
dc.date.issued2016-08
dc.description.abstractThis paper utilizes smartphone sensing of vehicle dynamics to determine driver phone use, which can facilitate many traffic safety applications. Our system uses embedded sensors in smartphones, i.e., accelerometers and gyroscopes, to capture differences in centripetal acceleration due to vehicle dynamics. These differences combined with angular speed can determine whether the phone is on the left or right side of the vehicle. Our low infrastructure approach is flexible with different turn sizes and driving speeds. Extensive experiments conducted with two vehicles in two different cities demonstrate that our system is robust to real driving environments. Despite noisy sensor readings from smartphones, our approach can achieve a classification accuracy of over 90 percent with a false positive rate of a few percent. We also find that by combining sensing results in a few turns, we can achieve better accuracy (e.g., 95 percent) with a lower false positive rate. In addition, we seek to exploit the electromagnetic field measurement inside a vehicle to complement vehicle dynamics for driver phone sensing under the scenarios when little vehicle dynamics is present, for example, driving straight on highways or standing at roadsides.en_US
dc.eprint.versionFinal published versionen_US
dc.identifier.citationWang, Y., Chen, Y. J., Yang, J., Gruteser, M., Martin, R. P., Liu, H., ... & Karatas, C. (2016). Determining driver phone use by exploiting smartphone integrated sensors. IEEE Transactions on Mobile Computing, 15(8), 1965-1981.en_US
dc.identifier.urihttps://hdl.handle.net/1805/12230
dc.language.isoenen_US
dc.publisherIEEEen_US
dc.relation.isversionof10.1109/TMC.2015.2483501en_US
dc.relation.journalIEEE Transactions on Mobile Computingen_US
dc.rightsPublisher Policyen_US
dc.sourcePublisheren_US
dc.subjectdriving safetyen_US
dc.subjectdriver phone detectionen_US
dc.subjectsmartphoneen_US
dc.titleDetermining Driver Phone Use by Exploiting Smartphone Integrated Sensorsen_US
dc.typeArticleen_US
Files
Original bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
Wang_2016_determining.pdf
Size:
1.87 MB
Format:
Adobe Portable Document Format
Description:
License bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
license.txt
Size:
1.88 KB
Format:
Item-specific license agreed upon to submission
Description: