Effect of Neural Controller on Adaptive Cruise Control

被引:2
|
作者
Kuyumcu, Arden [1 ]
Sengor, Neslihan Serap [1 ]
机构
[1] Istanbul Tech Univ, ITU Ayazaga Campus, TR-34469 Istanbul, Turkey
关键词
Vehicle; Adaptive cruise control; Artificial neural network; MATLAB; Controller;
D O I
10.1007/978-3-319-44781-0_61
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Adaptive cruise control is a system which controls a vehicle equipped with radars and a control unit to maintain either velocity of the vehicle or the distance between the preceding vehicle. The basic principle of this system is to read and interpret the radar measurement to determine the required actuating signals and apply these signals to reach the desired goal. In this work, the control is accomplished using a feed-forward artificial neural network, and its role is discussed. All the system is modelled in MATLAB/SIMULINK environment, and the main contribution of this work is to show the applicability of artificial neural network structure to an engineering problem at system level.
引用
收藏
页码:515 / 522
页数:8
相关论文
共 50 条
  • [41] Adaptive Neural Controller for Speed Control of PMSM with Torque Ripples
    Pajchrowski, Tomasz
    Siwek, Przemyslaw
    Wojcik, Adrian
    2022 IEEE 20TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE, PEMC, 2022, : 564 - 570
  • [42] NEURAL NETWORK CONTROLLER CHARACTERISTICS WITH REGARD TO ADAPTIVE-CONTROL
    YABUTA, T
    YAMADA, T
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1992, 22 (01): : 170 - 177
  • [43] A neural network parallel adaptive controller for dynamic system control
    Kamalasadan, Sukumar
    Ghandakly, Adel A.
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2007, 56 (05) : 1786 - 1796
  • [44] Neural Networks Predictive Controller Using an Adaptive Control Rate
    Mnasser, Ahmed
    Bouani, Faouzi
    Ksouri, Mekki
    INTERNATIONAL JOURNAL OF SYSTEM DYNAMICS APPLICATIONS, 2014, 3 (03) : 127 - 147
  • [45] Motion control of an AUV using a neural network adaptive controller
    Li, JH
    Lee, PM
    Lee, SJ
    PROCEEDINGS OF THE 2002 INTERNATIONAL SYMPOSIUM ON UNDERWATER TECHNOLOGY, 2002, : 217 - 221
  • [46] Adaptive Cruise Control: A Model Reference Adaptive Control Approach
    Abdullahi, Adamu
    Akkaya, Sirin
    2020 24TH INTERNATIONAL CONFERENCE ON SYSTEM THEORY, CONTROL AND COMPUTING (ICSTCC), 2020, : 904 - 908
  • [47] Evaluating Performance of Extended Kalman Filter Based Adaptive Cruise Control Using PID Controller
    Islam, Fahmida
    Nabi, M. M.
    Farhad, Md Mehedi
    Peranich, Preston L.
    Ball, John E.
    Goodin, Chris
    AUTONOMOUS SYSTEMS: SENSORS, PROCESSING, AND SECURITY FOR VEHICLES AND INFRASTRUCTURE 2021, 2021, 11748
  • [48] Using improved chaotic ant swarm to tune PID controller on cooperative adaptive cruise control
    Wu, Xingchen
    Qin, Guihe
    Yu, He
    Gao, Song
    Liu, Liu
    Xue, Yang
    OPTIK, 2016, 127 (06): : 3445 - 3450
  • [49] LMI-Based Synthesis of String-Stable Controller for Cooperative Adaptive Cruise Control
    Zhu, Yuanheng
    He, Haibo
    Zhao, Dongbin
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2020, 21 (11) : 4516 - 4525
  • [50] A dynamic weight multi-objective model predictive controller for adaptive cruise control system
    Wang, Shufeng
    Zhang, Baokang
    Yuan, Yadong
    Liu, Zhe
    AUTOMATIKA, 2023, 64 (04) : 919 - 932