A Proactive Complex Event Processing Method for Intelligent Transportation Systems

نویسنده

  • Yongheng Wang
چکیده

Recently the rapid development of Internet of Thing (IoT) brings new opportunity to Intelligent Transportation System (ITS). The key problem is how to process the huge events generated by IoT to support ITS. In this paper a proactive complex event processing method is proposed for congestion control in ITS. Based on complex event processing, this method predicts the traffic flow using a multi-layered Adaptive Dynamic Bayesian Network. When congestion is predicted, actions are chosen and executed based on concurrent-actions Markov Decision Processes (MDP) to avoid the future traffic congestion. The simulation experiments show that this method can reduce the traffic congestion obviously for typical transportation

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Proactive Parallel Complex Event Processing Method for Large-Scale Intelligent Transportation Systems

Intelligent Transportation Systems (ITS) is one of the important application areas of the Internet of Things (IoT). The key issue is how to process the huge events generated by IoT system to support ITS. In this paper a proactive parallel complex event processing method is proposed for congestion control in large-scale ITS. A Bayesian model averaging method is used to obtain accurate prediction...

متن کامل

User-based Vehicle Route Guidance in Urban Networks Based on Intelligent Multi Agents Systems and the ANT-Q Algorithm

Guiding vehicles to their destination under dynamic traffic conditions is an important topic in the field of Intelligent Transportation Systems (ITS). Nowadays, many complex systems can be controlled by using multi agent systems. Adaptation with the current condition is an important feature of the agents. In this research, formulation of dynamic guidance for vehicles has been investigated based...

متن کامل

ZELESSA: Sensing, Analysing and Acting on Continuous Event Streams

In applications field such as business activity monitoring, telecommunications data management, web personalization and sensor networks event takes the form of continuous event streams. Clients require to sense situations and exceptions in these continuous event stream as opposed to one-time queries to a database. Our research is focused on the following real-time event processing issues: compl...

متن کامل

The Importance and Necessity of Lack of Delay in Exchange of Information and Data of Intelligent Transportation Systems

The existence of a series of problems in transportation management of public and personal vehicles causes to consider intelligent transportation systems. Hence, here we investigate to introduce and the performance of intelligent transportation system ITS which is among new technologies in information technology and at last the importance and necessity of lack of delay in data and informat...

متن کامل

Special issue on vision applications and technology for intelligent vehicles: Part II - vehicles [Editorial]

T HIS is the second part of a special issue on sensing technology in Intelligent Transportation Systems (ITS). The special issue contains revised papers originally presented at the) presented papers focused on the infrastructure, including flow measurement for intelligent route guidance and event recognition for accident warning. This second part concentrates on sensing capabilities of vehicles...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2013