Design and implementation of intelligent tracking car based on machine vision

The intelligent tracking car can realize self-perception, behavioral decision-making, automatic driving, etc. for environmental information, and has a wide application in our lives. In this paper, a new intelligent car is designed based on STM32F407ZGT6 MCU. The track information is collected by the...

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Published inJournal of intelligent & fuzzy systems Vol. 38; no. 5; pp. 5799 - 5810
Main Authors Lisang, Liu, Dongwei, He, Jishi, Zheng, Ying, Ma, Jing, Huang, Junfeng, Fan, Xiaoyu, Wei, Jinxin, Yao
Format Journal Article
LanguageEnglish
Published Amsterdam IOS Press BV 01.01.2020
Subjects
Adaptive algorithms
Barriers
Data integration
Decision making
Image analysis
Machine vision
Multisensor fusion
Tracking
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Abstract The intelligent tracking car can realize self-perception, behavioral decision-making, automatic driving, etc. for environmental information, and has a wide application in our lives. In this paper, a new intelligent car is designed based on STM32F407ZGT6 MCU. The track information is collected by the OV7725 camera. The fast OTSU adaptive threshold algorithm is used to obtain the path guiding center line, which can realize image collection, image analysis and sensor data fusion, blocked path identification and intelligent judgment, automatic tracking function. The test results show that the algorithm is effective and feasible. When there are obstacles or partial loss on the track, it can intelligently identify the effective and obstacles and realize the independent decision making. It has good dynamic and robustness.
AbstractList The intelligent tracking car can realize self-perception, behavioral decision-making, automatic driving, etc. for environmental information, and has a wide application in our lives. In this paper, a new intelligent car is designed based on STM32F407ZGT6 MCU. The track information is collected by the OV7725 camera. The fast OTSU adaptive threshold algorithm is used to obtain the path guiding center line, which can realize image collection, image analysis and sensor data fusion, blocked path identification and intelligent judgment, automatic tracking function. The test results show that the algorithm is effective and feasible. When there are obstacles or partial loss on the track, it can intelligently identify the effective and obstacles and realize the independent decision making. It has good dynamic and robustness.
Author Lisang, Liu
Junfeng, Fan
Jing, Huang
Jishi, Zheng
Ying, Ma
Jinxin, Yao
Dongwei, He
Xiaoyu, Wei
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Cites_doi 10.1109/IITA.2009.486
10.1080/02533839.2018.1537807
10.1109/ACCESS.2019.2891105
10.1007/s12652-018-1029-3
10.3233/JIFS-179491
10.1007/978-3-642-25185-6_69
10.1007/s12652-018-1144-1
10.3390/pr7110845
10.1177/1550147718764639
10.3233/JCM-180866
10.1109/TVLSI.2019.2903289
10.3233/JIFS-169874
10.1145/3363571
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References 10.3233/JIFS-179667_ref9
Qi (10.3233/JIFS-179667_ref14) 2019; 19
Quan (10.3233/JIFS-179667_ref12) 2019
Pan (10.3233/JIFS-179667_ref2) 2019; 27
Yang (10.3233/JIFS-179667_ref6) 2018
Zhang (10.3233/JIFS-179667_ref16) 2017; 44
Bor-Jiunn (10.3233/JIFS-179667_ref13) 2019; 36
Pan (10.3233/JIFS-179667_ref19) 2019; 7
Pan (10.3233/JIFS-179667_ref1) 2018; 19
10.3233/JIFS-179667_ref20
10.3233/JIFS-179667_ref10
Chen (10.3233/JIFS-179667_ref8) 2009; 47
Chen (10.3233/JIFS-179667_ref4) 2019; 10
Chen (10.3233/JIFS-179667_ref5) 2019; 7
10.3233/JIFS-179667_ref17
10.3233/JIFS-179667_ref18
10.3233/JIFS-179667_ref15
10.3233/JIFS-179667_ref7
10.3233/JIFS-179667_ref11
Wu (10.3233/JIFS-179667_ref3) 2019; 42
References_xml – volume: 19
  start-page: 1717
  issue: 6
  year: 2018
  ident: 10.3233/JIFS-179667_ref1
  article-title: α-Fraction first strategy for hierarchical model in wireless sensor networks
  publication-title: Journal of Internet Technology
  contributor:
    fullname: Pan
– start-page: 1
  year: 2018
  ident: 10.3233/JIFS-179667_ref6
  article-title: A novel car-following control model combining machine learning and kinematics models for automated vehicles
  publication-title: IEEE Transactions on Intelligent Transportation Systems
  contributor:
    fullname: Yang
– volume: 47
  start-page: 24
  issue: 543
  year: 2009
  ident: 10.3233/JIFS-179667_ref8
  article-title: Design and control method of wheeled mobile workbench for guest-welcoming robot
  publication-title: Journal of Machinery Manufacturing
  contributor:
    fullname: Chen
– ident: 10.3233/JIFS-179667_ref11
  doi: 10.1109/IITA.2009.486
– ident: 10.3233/JIFS-179667_ref18
– volume: 42
  start-page: 20
  issue: 1
  year: 2019
  ident: 10.3233/JIFS-179667_ref3
  article-title: A provably secure certificateless public key encryption with keyword search
  publication-title: Journal of the Chinese Institute of Engineers
  doi: 10.1080/02533839.2018.1537807
  contributor:
    fullname: Wu
– volume: 7
  start-page: 12047
  issue: 1
  year: 2019
  ident: 10.3233/JIFS-179667_ref5
  article-title: A secure authentication protocol for internet of vehicles
  publication-title: IEEE ACCESS
  doi: 10.1109/ACCESS.2019.2891105
  contributor:
    fullname: Chen
– ident: 10.3233/JIFS-179667_ref9
– volume: 10
  start-page: 3133
  issue: 8
  year: 2019
  ident: 10.3233/JIFS-179667_ref4
  article-title: Attacks and solutions on a three-party password-based authenticated key exchange protocol for wireless communications
  publication-title: Journal of Ambient Intelligence and Humanized Computing
  doi: 10.1007/s12652-018-1029-3
  contributor:
    fullname: Chen
– start-page: 1
  year: 2019
  ident: 10.3233/JIFS-179667_ref12
  article-title: Exploration of port intelligent AGV path tracking based on vision
  publication-title: Journal of Intelligent & Fuzzy Systems Pre-press
  doi: 10.3233/JIFS-179491
  contributor:
    fullname: Quan
– ident: 10.3233/JIFS-179667_ref10
– ident: 10.3233/JIFS-179667_ref15
  doi: 10.1007/978-3-642-25185-6_69
– ident: 10.3233/JIFS-179667_ref7
  doi: 10.1007/s12652-018-1144-1
– volume: 44
  start-page: 53
  issue: 6
  year: 2017
  ident: 10.3233/JIFS-179667_ref16
  article-title: Control algorithm of Mecanum-wheel mobile platform based on fuzzy PID
  publication-title: Applied Science and Technology
  contributor:
    fullname: Zhang
– volume: 7
  start-page: 845
  issue: 11
  year: 2019
  ident: 10.3233/JIFS-179667_ref19
  article-title: Novel Parallel Heterogeneous Meta-Heuristic and Its Communication Strategies for the Prediction of Wind Power
  publication-title: Processes
  doi: 10.3390/pr7110845
  contributor:
    fullname: Pan
– ident: 10.3233/JIFS-179667_ref17
  doi: 10.1177/1550147718764639
– volume: 19
  start-page: 23
  issue: 1
  year: 2019
  ident: 10.3233/JIFS-179667_ref14
  article-title: Research on blurred image restoration algorithm based on best iteration for vision guidance vehicle
  publication-title: Journal of Computational Methods in Sciences and Engineering
  doi: 10.3233/JCM-180866
  contributor:
    fullname: Qi
– volume: 27
  start-page: 1614
  issue: 7
  year: 2019
  ident: 10.3233/JIFS-179667_ref2
  article-title: Novel systolization of subquadratic space complexity multipliers based on toeplitz matrix–vector product approach
  publication-title: IEEE Transactions on Very Large Scale Integration Systems
  doi: 10.1109/TVLSI.2019.2903289
  contributor:
    fullname: Pan
– volume: 36
  start-page: 985
  issue: 2
  year: 2019
  ident: 10.3233/JIFS-179667_ref13
  article-title: Dynamic proportional-fuzzy grip control for robot arm by two-dimensional vision sensing method
  publication-title: Journal of Intelligent & Fuzzy Systems
  doi: 10.3233/JIFS-169874
  contributor:
    fullname: Bor-Jiunn
– ident: 10.3233/JIFS-179667_ref20
  doi: 10.1145/3363571
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SubjectTerms Adaptive algorithms
Barriers
Data integration
Decision making
Image analysis
Machine vision
Multisensor fusion
Tracking
Title Design and implementation of intelligent tracking car based on machine vision
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Volume 38
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