ITS-Frame: A Framework for Multi-Aspect Analysis in the Field of Intelligent Transportation Systems

An Improved Selective Ensemble Learning Method for Highway Traffic Flow State Identification

“…In the iterative solution, the cluster center matrix and the membership matrix are continuously updated until ( 1) ( ) kk VV + − . At this time, the objective function reaches a minimum value and the iteration ends.…”

“…With the continuous expansion of highway networks and the increase in the number of vehicles in cities and on highways, the traffic environment is deteriorating and traffic congestion is worsening. Evidence from developed countries indicates that an intelligent transportation system (ITS) is the most effective way to solve traffic congestion and improve the level of traffic management [1,2]. Highway traffic state identification is a vital component of an ITS and can significantly realize traffic management and traffic flow guidance [3][4][5].…”

Towards 5G-Enabled Self Adaptive Green and Reliable Communication in Intelligent Transportation System

“…In [1]- [3] authors address the characteristics of the generic wireless channel, which is not the potential candidate for ITS platform. Data clustering, and route selection on the basis of big data analytics in vehicular networks is presented in [4], [5]. Thus, 5G is the key enabler to intelligently allocate the resources among all the involved entities by properly managing the mobility, reliability and interconnectivity in overall transportation system.Besides, interconnectivity among vehicles is one of the fundamental traits for effective monitoring of the transportation system (see stable and longer interconnectivity among vehicles in between step 2 and 3 in Fig.…”

Vehicular Channel Characterization in Urban Environment at 30 GHz considering Overtaking and Traffic Flow

“…In the past few decades, with the deepening of global urbanization and industrialization, Intelligent Transportation Systems (ITS) have been developed rapidly [4]. ITS refers to the systems utilizing synergistic technologies and containing a series of applications that provides innovative services for various modes of transportation, which plays a vital part for modern society [1,5]. For example, automatic road enforcement, dynamic traffic light sequence, and self-driving cars are all involved in ITS.…”