In view of the current traffic congestion problem, if only rely on the traditional traffic light indication is no longer able to deal with road traffic congestion, so we need to adjust the traffic light indication time in real time according to the realtime traffic conditions on the road, so as to achieve the effective unblocking of intelligent traffic lights. This paper presents the design of intelligent traffic light system based on genetic algorithm to optimize Elman neural network. First of all, this design will take STM32F103 single chip microcomputer as the core to build the hardware circuit, including the collection of traffic flow, automatic control and feedback of the closed-loop control system. In terms of software design, this design builds a system program and processes the collected traffic flow information by optimizing Elman neural network algorithm based on genetic algorithm. According to the obtained results, the display time of traffic lights in the next cycle is changed, so as to achieve the purpose of regulating traffic flow and improving traffic.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Design of intelligent traffic light system based on genetic algorithm to optimize Elman neural network


    Beteiligte:
    Mikusova, Miroslava (Herausgeber:in) / Xie, Kaikai (Autor:in) / Li, Shaoming (Autor:in) / Sun, Zhibo (Autor:in)

    Kongress:

    International Conference on Smart Transportation and City Engineering (STCE 2023) ; 2023 ; Chongqing, China


    Erschienen in:

    Proc. SPIE ; 13018


    Erscheinungsdatum :

    2024-02-14





    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    Short-term traffic flow prediction method based on GWO-Elman neural network

    LIU YUNXIANG / WANG JUN / YUAN XINXIN | Europäisches Patentamt | 2023

    Freier Zugriff

    Intelligent Control for USV Based on Improved Elman Neural Network with TSK Fuzzy

    Chuang, Shang-Jen / Chen, Chiung-Hsing / Hong, Chih-Ming et al. | Tema Archiv | 2014


    Elevator fault prediction method for optimizing Elman neural network based on improved myxomycete algorithm

    FAN YUANYUAN / MENG DIFEI / SANG YINGJUN et al. | Europäisches Patentamt | 2023

    Freier Zugriff

    ELMAN-RECURRENT NEURAL NETWORK FOR LOAD SHEDDING OPTIMIZATION

    Aribowo, Widi | BASE | 2020

    Freier Zugriff

    An Elman Neural Network-Based PH Controller for MCM Cleaning Processes

    Wang, P. / Vachtsevanos, G. | British Library Online Contents | 1996