publication . Article . 2016

Intelligent Transportation Control based on Proactive Complex Event Processing

Yongheng Wang; Shaofeng Geng; Qian Li;
Open Access English
  • Published: 01 Jan 2016 Journal: MATEC Web of Conferences (issn: 2261-236X, Copyright policy)
  • Publisher: EDP Sciences
Abstract
Complex Event Processing (CEP) has become the key part of Internet of Things (IoT). Proactive CEP can predict future system states and execute some actions to avoid unwanted states which brings new hope to intelligent transportation control. In this paper, we propose a proactive CEP architecture and method for intelligent transportation control. Based on basic CEP technology and predictive analytic technology, a networked distributed Markov decision processes model with predicting states is proposed as sequential decision model. A Q-learning method is proposed for this model. The experimental evaluations show that this method works well when used to control cong...
Subjects
ACM Computing Classification System: ComputerApplications_COMPUTERSINOTHERSYSTEMS
free text keywords: Engineering (General). Civil engineering (General), TA1-2040, Internet of Things, business.industry, business, Architecture, Intelligent transportation system, Complex event processing, Distributed computing, Engineering, Computer security, computer.software_genre, computer, Markov decision process, Sequential decision
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