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author:

Zhao, Bowen (Zhao, Bowen.) [1] | Liu, Ximeng (Liu, Ximeng.) [2] (Scholars:刘西蒙) | Chen, Wei-Neng (Chen, Wei-Neng.) [3] | Liang, Wei (Liang, Wei.) [4] | Zhang, Xinglin (Zhang, Xinglin.) [5] | Deng, Robert H. (Deng, Robert H..) [6]

Indexed by:

EI SCIE

Abstract:

Crowdsensing is regarded as a critical component of the Internet of Things (IoT) and has been widely applied in smart city services. Incentive mechanism design, data reliability evaluation, and privacy preservation are the research focuses of crowdsensing. However, most existing incentive mechanisms fail to protect data privacy and evaluate data credibility, simultaneously. Moreover, traditional privacy and reliability-aware incentive schemes are usually challenging to realize real-time reward distribution. To this end, we first point out a single-time slice of failure problem in real-time incentive mechanisms and propose a two-layer truth discovery model (TLTD) to resolve this problem. Then, a reliability-aware real-time incentive mechanism (RRIM) is designed based on the proposed TLTD. In order to evaluate data reliability in a privacy-preserving manner, we build a privacy-preserving truth discovery solution (PriTD) based on secure computation protocols. Finally, our proposed system [privacy and reliability-aware real-time incentive system for crowdsensing (PRICE)] integrating the aforementioned protocols realizes real-time reward distribution, data reliability evaluation, and privacy protection, simultaneously. Theoretical analysis and experimental evaluations on a synthetic and real-world data set demonstrate the feasibility and efficiency of the proposed PRICE.

Keyword:

Crowdsensing Cryptography Data privacy incentive mechanism privacy preservation Real-time systems Reliability secure computation Sensors Task analysis truth discovery

Community:

  • [ 1 ] [Zhao, Bowen]Singapore Management Univ, Sch Comp & Informat Syst, Singapore, Singapore
  • [ 2 ] [Deng, Robert H.]Singapore Management Univ, Sch Comp & Informat Syst, Singapore, Singapore
  • [ 3 ] [Liu, Ximeng]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Fujian, Peoples R China
  • [ 4 ] [Liu, Ximeng]Peng Cheng Lab, Cyberspace Secur Res Ctr, Shenzhen 518066, Peoples R China
  • [ 5 ] [Chen, Wei-Neng]South China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
  • [ 6 ] [Zhang, Xinglin]South China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
  • [ 7 ] [Liang, Wei]Hunan Univ, Coll Comp Sci & Elect Engn, Changsha 410082, Peoples R China

Reprint 's Address:

  • 刘西蒙

    [Liu, Ximeng]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Fujian, Peoples R China

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Source :

IEEE INTERNET OF THINGS JOURNAL

ISSN: 2327-4662

Year: 2021

Issue: 24

Volume: 8

Page: 17584-17595

1 0 . 2 3 8

JCR@2021

8 . 2 0 0

JCR@2023

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:106

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 29

SCOPUS Cited Count: 27

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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