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WiVo: Enhancing the security of voice control system via wireless signal in IoT environment

  • Yan Meng
  • , Zichang Wang
  • , Wei Zhang
  • , Peilin Wu
  • , Haojin Zhu
  • , Xiaohui Liang
  • , Yao Liu
  • Shanghai Jiao Tong University
  • University of South Florida

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

With the prevalent of smart devices and home automations, voice command has become a popular User Interface (UI) channel in the IoT environment. Although Voice Control System (VCS) has the advantages of great convenience, it is extremely vulnerable to the spoofing attack (e.g., replay attack, hidden/inaudible command attack) due to its broadcast nature. In this study, we present WiVo, a device-free voice liveness detection system based on the prevalent wireless signals generated by IoT devices without any additional devices or sensors carried by the users. The basic motivation of WiVo is to distinguish the authentic voice command from a spoofed one via its corresponding mouth motions, which can be captured and recognized by wireless signals. To achieve this goal, WiVo builds a theoretical model to characterize the correlation between wireless signal dynamics and the user's voice syllables. WiVo extracts the unique features from both voice and wireless signals, and then calculates the consistency between these different types of signals in order to determine whether the voice command is generated by the authentic user of VCS or an adversary. To evaluate the effectiveness of WiVo, we build a testbed based on Samsung SmartThings framework and include WiVo as a new application, which is expected to significantly enhance the security of the existing VCS. We have evaluated WiVo with 6 participants and different voice commands. Experimental evaluation results demonstrate that WiVo achieves the overall 99% detection rate with 1% false accept rate and has a low latency.

Original languageEnglish
Title of host publicationMobihoc 2018 - Proceedings of the 2018 19th International Symposium on Mobile Ad Hoc Networking and Computing
PublisherAssociation for Computing Machinery
Pages81-90
Number of pages10
ISBN (Electronic)9781450357708
DOIs
StatePublished - Jun 26 2018
Event19th ACM International Symposium on Mobile Ad-Hoc Networking and Computing, MobiHoc 2018 - Los Angeles, United States
Duration: Jun 26 2018 → Jun 29 2018

Publication series

NameProceedings of the International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc)

Conference

Conference19th ACM International Symposium on Mobile Ad-Hoc Networking and Computing, MobiHoc 2018
Country/TerritoryUnited States
CityLos Angeles
Period6/26/18 → 6/29/18

ASJC Scopus Subject Areas

  • Hardware and Architecture
  • Computer Networks and Communications
  • Software

Keywords

  • Liveness Detection
  • Voice Control System
  • Wireless Side Channels

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