Title :
Privacy-Preserving Point-to-Point Transportation Traffic Measurement through Bit Array Masking in Intelligent Cyber-physical Road Systems
Author :
Yian Zhou ; Qingjun Xiao ; Zhen Mo ; Shigang Chen ; Yafeng Yin
Author_Institution :
Dept. of Comput. & Inf. Sci. & Eng., Univ. of Florida, Gainesville, FL, USA
Abstract :
Traffic measurement is a critical function in transportation engineering. We consider privacy-preserving point-to-point traffic measurement in this paper. We measure the number of vehicles traveling from one geographical location to another by taking advantage of capabilities provided by the intelligent cyber-physical road systems that enable automatic collection of traffic data. The challenge is to allow the collection of aggregate point-to-point data while preserving the privacy of individual vehicles. We propose a novel measurement scheme which utilizes bit arrays to collect "masked" data and adopts maximum likelihood estimation (MLE) to obtain the measurement result. Both mathematical proof and simulation demonstrate the practicality and scalability of our scheme.
Keywords :
data privacy; intelligent transportation systems; maximum likelihood estimation; traffic engineering computing; MLE; aggregate point-to-point data; bit array masking; bit arrays; geographical location; intelligent cyber-physical road systems; masked data; mathematical proof; mathematical simulation; maximum likelihood estimation; privacy-preserving point-to-point traffic measurement; privacy-preserving point-to-point transportation traffic measurement; traffic data; transportation engineering; Arrays; Maximum likelihood estimation; Privacy; Servers; Size measurement; Vehicles; Transportation traffic measurement; cyber-physical systems; maximum likelihood estimation; privacy;
Conference_Titel :
Green Computing and Communications (GreenCom), 2013 IEEE and Internet of Things (iThings/CPSCom), IEEE International Conference on and IEEE Cyber, Physical and Social Computing
Conference_Location :
Beijing
DOI :
10.1109/GreenCom-iThings-CPSCom.2013.146