An Improving position method using Extended Kalman filter

被引:4
作者
Al Malki, Hanan H. [1 ]
Moustafa, Abdellatif I. [1 ,2 ]
Sinky, Mohammad H. [1 ,3 ]
机构
[1] Umm AL Qura Univ, Coll Comp & Informat Syst, Dept Comp Engn, Mecca, Saudi Arabia
[2] AL Azhar Univ, Fac Engn, Cairo, Egypt
[3] Umm AL Qura Univ, Fac Engn, Mecca, Saudi Arabia
来源
LEARNING AND TECHNOLOGY CONFERENCE 2020; BEYOND 5G: PAVING THE WAY FOR 6G | 2021年 / 182卷
关键词
Vehicular Ad-hoc Networks; Localization Accuracy; Extended Kalman Filter; Intelligent Transportation Systems; Algorithms and GPS; LOCALIZATION; SYSTEM; DESIGN;
D O I
10.1016/j.procs.2021.02.005
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In recent years, urban population growth and the diversity of vehicles have increased. Location prediction in VANETs is extremely necessary for consumer applications such as routing, network management, knowledge dissemination protocols, and road cognition, among others. This could increase the performance of VANETs. In this paper a Kalman filter is used to predict the vehicle's future location. We conducted experiments exploitation each vehicle quality traces and model-driven traces. We quantitatively compare the prediction performance of a Kalman filter and neural network-based methods. This paper proposes a location prediction algorithm for nonlinear vehicular movement using an Extended Kalman filter (EKF). Evaluation of the ESCL-VNET algorithm with EKF assess the given better results. (C) 2021 The Authors. Published by Elsevier B.V.
引用
收藏
页码:28 / 37
页数:10
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