In this research, an approach for estimating the travelling time used by an electric vehicle and selecting an updating period of such vehicle to a particular location are proposed. The real-time based and historical data based techniques are used with Artificial Neural Network (ANN) as a process for memorizing the offset for estimating the vehicle velocity and updating period in the following round. The route of the vehicle, the time of the day, and the day of the week are taken into account. The proposed approach is analyzed and compared to the conventional approach by testing with the data (time and position of the vehicle) collected from running the vehicle around Naresuan University campus. The data was recorded every 1 second for 3 months using the wireless transmitter installed in the vehicle. From the results, it is found that, using the proposed approach, the bandwidth utilization of the network and the error of the displayed time are improved by 75%. With this significant improvement, if the proposed approach is further developed or utilized, the public vehicle service’s reliability could be increased; thus, less number of private vehicles utilized; resulting in a good environment saving.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    An Improvement of the Arrival Time Estimation of an EV System Using Hybrid Approach with ANN



    Erscheinungsdatum :

    2017-06-01


    Anmerkungen:

    Journal of Telecommunication, Electronic and Computer Engineering (JTEC); Vol 9, No 2-6: Circuit and System Advancement in Modern World V; 17-21 ; 2289-8131 ; 2180-1843


    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    Klassifikation :

    DDC:    629



    ARRIVAL TIME ESTIMATION DEVICE

    KATO TAKESHI | Europäisches Patentamt | 2021

    Freier Zugriff

    Hybrid System Modeling and Estimation for Arrival Time Prediction in Terminal Airspace

    Lee, Jooyoung / Lee, Sangjin / Hwang, Inseok | AIAA | 2016


    TRAIN ARRIVAL/DEPARTURE TIME ESTIMATION DEVICE

    OGUMA KENJI / MIYAUCHI TSUTOMU / SUZUKI MOTONARI et al. | Europäisches Patentamt | 2018

    Freier Zugriff


    Estimation system for estimated arrival time of elevator

    HUANG YIHENG | Europäisches Patentamt | 2022

    Freier Zugriff