Laguerre MPC Formulation for Automotive Adaptive Cruise Control Application and Performance Analysis

被引:0
|
作者
Karapinar, Umut [1 ]
Sumer, Leyla Goren [2 ]
机构
[1] AVL Turkey, Autonomous Drive & Vehicle Controls, Istanbul, Turkey
[2] Istanbul Tech Univ, Dept Control & Automat Engn, Istanbul, Turkey
关键词
Adaptive Cruise Control (ACC); Model Predictive Control(MPC); Laguerre Functions;
D O I
暂无
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 this work a Laguerre Orthonormal Basis Functions Based Model Predictive Control (MPC) approach is proposed for automotive Adaptive Cruise Control (ACC) application in order to reduce optimization problem complexity. Model of ACC system is constructed using ego vehicle and inter-vehicular dynamics. For inter-vehicular distance control Constant Time Gap Policy is derived and to achieve the similarity with real world driver, an empirical driver model is utilized. Both approaches are integrated into the problem formulation. To avoid the effects of unmeasured disturbances on vehicle following performance, integral action is added to the system. Classical MPC approach is reformulated by representing control signal as sum of Laguerre Basis functions. Distance tracking error and control signal change is constrained to take safety measure and to cope with the system limitations. Additionally, to prevent infeasibility, slack variable approach is utilized. Classical MPC and proposed Laguerre MPC controllers are compared in terms of distance tracking performance and problem complexity.
引用
收藏
页数:6
相关论文
共 50 条
  • [11] Improvement of Adaptive Cruise Control Performance
    Shigeharu Miyata
    Takashi Nakagami
    Sei Kobayashi
    Tomoji Izumi
    Hisayoshi Naito
    Akira Yanou
    Hitomi Nakamura
    Shin Takehara
    EURASIP Journal on Advances in Signal Processing, 2010
  • [12] Improvement of Adaptive Cruise Control Performance
    Miyata, Shigeharu
    Nakagami, Takashi
    Kobayashi, Sei
    Izumi, Tomoji
    Naito, Hisayoshi
    Yanou, Akira
    Nakamura, Hitomi
    Takehara, Shin
    EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2010,
  • [13] Explicit MPC design and performance-leased tuning of an Adaptive Cruise Control Stop-&-Go
    Naus, Gerrit
    Ploeg, Jeroen
    van de Molengraft, Rene
    Steinbuch, Maarten
    2008 IEEE INTELLIGENT VEHICLES SYMPOSIUM, VOLS 1-3, 2008, : 740 - +
  • [14] Automotive radar for adaptive cruise control and collision warning/avoidance
    Eriksson, LH
    As, BO
    RADAR 97, 1997, (449): : 16 - 20
  • [15] Radar-based adaptive automotive cruise control demonstrated
    不详
    MICROWAVE JOURNAL, 2000, 43 (05) : 262 - 262
  • [16] One Step Ahead MPC for an Automotive Control Application
    Balau, Andreea
    Lazar, Corneliu
    2011 2ND EASTERN EUROPEAN REGIONAL CONFERENCE ON THE ENGINEERING OF COMPUTER BASED SYSTEMS (ECBS-EERC), 2011, : 61 - 70
  • [17] Hierarchical Fuzzy Controllers for Explicit MPC Control Laws: Adaptive Cruise Control Example
    Gersnoviez, Andres
    Brox, Maria
    Baturone, Iluminada
    2020 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2020,
  • [18] PERFORMANCE ANALYSIS OF PREDICTIVE FUNCTIONAL CONTROL FOR AUTOMOBILE ADAPTIVE CRUISE CONTROL SYSTEM
    Zainuddin, Mohamed Al-Sideque
    Abdullah, Muhammad
    Ahmad, Salmiah
    Uzir, Mohd Suhaimi
    Baidowi, Zaid Mujaiyid Putra Ahmad
    IIUM ENGINEERING JOURNAL, 2023, 24 (01): : 213 - 225
  • [19] Impact of Communication Loss on MPC based Cooperative Adaptive Cruise Control and Platooning
    Razzaghpour, Mahdi
    Shahram, Shahriar
    Valiente, Rodolfo
    Fallah, Yaser P.
    2021 IEEE 94TH VEHICULAR TECHNOLOGY CONFERENCE (VTC2021-FALL), 2021,
  • [20] Research on collaborative adaptive cruise control based on MPC and improved spacing policy
    Yang, Fan
    Wang, Hongliang
    Pi, Dawei
    Sun, Xiaowang
    Wang, Xianhui
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2024,