NDLI: Decentralised intelligent transport system with distributed intelligence based on classification techniques

Content Provider	IET Digital Library
Author	Osaba, Eneko Onieva, Enrique Moreno, Asier Garcia, Pedro Lopez Perallos, Asier Bringas, Pablo G.
Abstract	This study is focused on a decentralised intelligent transportation systems with distributed intelligence based on classification techniques. The rationale behind this architecture is to offer a fully distributed, flexible and scalable system. The architecture encompasses the entire process of capture and management of available road data, enabling the generation of services to promote transportation efficiency. Besides that, thanks to the embedded classification techniques, the system is capable of predicting and reacting to certain events, facing them in an appropriate way. The aim of this work is to demonstrate how the system works in two different real-world use cases. To achieve this objective, how the architecture acts to deal with some incidences is proven. In addition, both use cases serve to show the effective communication between the different components of the system. Besides this, this work demonstrates the fundamental role played by the artificial intelligence techniques working in the system. The well-known C4.5 algorithm has been used for the accurate prediction of traffic congestion and pollution level. The authors explain in this work the reasons for using this classification technique, and the previous experiments performed.
Starting Page	674
Ending Page	682
Page Count	9
ISSN	1751956X
Volume Number	10
e-ISSN	17519578
Issue Number	Issue 10, Dec (2016)
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/iet-its/10/10
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/10.1049/iet-its.2016.0047
Journal	IET Intelligent Transport Systems
Publisher Date	2016-09-06
Access Restriction	Open
Rights Holder	© The Institution of Engineering and Technology
Subject Keyword	Artificial Intelligence Artificial Intelligence Technique Available Road Data Capture Available Road Data Management C4.5 Algorithm Classification Technique Data Handling Technique Decentralised Intelligent Transport System Distributed Intelligence Distributed Processing Distributed System Software Expert System And Other AI Software And Technique Intelligent Transport System Pattern Classification Pollution Level Prediction Traffic Congestion Prediction Traffic Engineering Computing
Content Type	Text
Resource Type	Article
Subject	Law Transportation Environmental Science Mechanical Engineering

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