Design of an automatic shift control system with self-learning ability for a bicycle

被引:3
|
作者
Lin, Shir-Kuan [1 ]
Yang, Shih-Wei [1 ]
Cheng, Chi-Chang [2 ]
机构
[1] Natl Chiao Tung Univ, Inst Elect & Control Engn, Hsinchu 30010, Taiwan
[2] JD Components Co Ltd, Taichung 40867, Taiwan
关键词
automatic shift control system; self-learning; pseudo pedaling speed; DYNAMICS;
D O I
10.1080/02533839.2015.1010451
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
An automatic shift control system with self-learning ability, for a bicycle is proposed in this paper. The concept of pseudo pedaling speed is used as the shifting basis, and the pseudo pedaling speed is derived from the wheel speed read through a microcontroller. According to the pseudo pedaling speed histograms, all riders' pseudo pedaling speed histograms approach normal distribution. Hence, a straight forward algorithm of shifting using the mean and standard deviation of the riders' pseudo pedaling speed is developed. The microcontroller commands the actuators to shift up or shift down a gear with the proposed algorithm. According to the experimental results, the proposed system has been shown to function well, thus, enhancing the convenience and comfort of cycling.
引用
下载
收藏
页码:594 / 602
页数:9
相关论文
共 50 条
  • [41] A novel online self-learning system with automatic object detection model for multimedia applications
    Eric Juwei Cheng
    Mukesh Prasad
    Jie Yang
    Ding Rong Zheng
    Xian Tao
    Domingo Mery
    Ku Young Young
    Chin Teng Lin
    Multimedia Tools and Applications, 2021, 80 : 16659 - 16681
  • [42] Design of Self-Learning Hierarchical Fuzzy Logic for Guidance and Control of Multirobot Systems
    Mohammadian, Masoud
    Journal of Advanced Computational Intelligence and Intelligent Informatics, 1999, 3 (06): : 446 - 450
  • [43] The cultivation of college students in Japanese major self-learning ability
    Zhang Hui
    Xiao Liangdong
    PROCEEDINGS OF THE 2017 2ND INTERNATIONAL CONFERENCE ON ADVANCES IN MATERIALS, MECHATRONICS AND CIVIL ENGINEERING (ICAMMCE 2017), 2017, 121 : 122 - 124
  • [44] Self-learning system for personalized e-learning
    Pant, Vishal
    ShivanshBhasin
    Jain, Subhi
    2017 INTERNATIONAL CONFERENCE ON EMERGING TRENDS IN COMPUTING AND COMMUNICATION TECHNOLOGIES (ICETCCT), 2017, : 262 - 267
  • [45] A robust self-learning PID control system design for nonlinear systems using a particle swarm optimization algorithm
    Lin, Chih-Min
    Li, Ming-Chia
    Ting, Ang-Bung
    Lin, Ming-Hung
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2011, 2 (04) : 225 - 234
  • [46] Evaluation of Reinforcement Learning Methods for a Self-learning System
    Bechtold, David
    Wendt, Alexander
    Jantsch, Axel
    ICAART: PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE, VOL 2, 2020, : 36 - 47
  • [47] Self-Learning Support System to Increase Motivation for Learning
    Ito, Kei
    Sato, Tomoki
    Nlimi, Ayahiko
    PROCEEDINGS OF THE SEVENTEENTH INTERNATIONAL SYMPOSIUM ON ARTIFICIAL LIFE AND ROBOTICS (AROB 17TH '12), 2012, : 246 - 250
  • [48] A robust self-learning PID control system design for nonlinear systems using a particle swarm optimization algorithm
    Chih-Min Lin
    Ming-Chia Li
    Ang-Bung Ting
    Ming-Hung Lin
    International Journal of Machine Learning and Cybernetics, 2011, 2 : 225 - 234
  • [49] Self-learning fuzzy logic control in medicine
    Mason, DG
    Linkens, DA
    Edwards, ND
    ARTIFICIAL INTELLIGENCE IN MEDICINE, 1997, 1211 : 300 - 303
  • [50] Design of a Self-Learning Recommendation System with Integration of Personal Cloud Storage Technology
    Jeng, Yu-Lin
    Huang, Tien-Chi
    JOURNAL OF INTERNET TECHNOLOGY, 2017, 18 (07): : 1525 - 1532