BRAIN-INSPIRED COGNITIVE MAP BUILDING FOR MOBILE ROBOT

被引:1
|
作者
Zou, Qiang [1 ]
Cong, Ming [1 ]
Liu, Dong [1 ]
Du, Yu [2 ]
机构
[1] Dalian Univ Technol, 2 Linggong Rd, Dalian, Peoples R China
[2] Dalian Dahuazhongtian Technol Co Ltd, Room 1104,Block C,6 Yiyang Rd, Dalian, Peoples R China
来源
基金
中国国家自然科学基金;
关键词
Cognitive map; spatial cells; state neurons; episodic memory; navigation; SPATIAL REPRESENTATION; PLACE CELLS; GRID CELLS; NAVIGATION; HIPPOCAMPUS;
D O I
10.2316/J.2022.206-0471
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Inspired by the spatial localization mechanism of brain, this work proposes a cognitive map building method for the mobile robot, which can afford robot the cognition and navigation ability in the unknown environment. This work models the grid cells and place cells to afford the robot spatial position information and extracts the state neurons to imitate place cells to represent its different positions, i.e., states. The robot system activates different state neurons when the robot enters different positions. These state neurons connect with each other to construct the episodic memory, and these spatial positions obtained from grid cells and place cells form the topological description of the environment, i.e., cognitive map. Based on the memory-based motion trajectory planning method, the robot can localize itself relative to its experiences in the memory space and anticipate a preferred motion trajectory to the target. The experimental results show that the proposed method can effectively and accurately build the cognitive map and achieve the robotic navigation.
引用
收藏
页码:88 / 96
页数:9
相关论文
共 50 条
  • [1] BRAIN-INSPIRED COGNITIVE MAP BUILDING FOR MOBILE ROBOT
    Zou, Qiang
    Cong, Ming
    Liu, Dong
    Du, Yu
    [J]. International Journal of Robotics and Automation, 2022, 37 (01): : 88 - 96
  • [2] A biological-inspired episodic cognitive map building framework for mobile robot navigation
    Liu, Dong
    Cong, Ming
    Zou, Qiang
    Du, Yu
    [J]. INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2017, 14 (03):
  • [3] Building brain-inspired computing
    Strukov, Dmitri
    Indiveri, Giacomo
    Grollier, Julie
    Fusi, Stefano
    [J]. NATURE COMMUNICATIONS, 2019, 10 (1)
  • [4] Building brain-inspired computing
    [J]. Nature Communications, 10
  • [5] The building blocks of a brain-inspired computer
    Kendall, Jack D.
    Kumar, Suhas
    [J]. APPLIED PHYSICS REVIEWS, 2020, 7 (01):
  • [6] Advances in Brain-Inspired Cognitive Systems
    Luo, Bin
    Hussain, Amir
    Mahmud, Mufti
    Tang, Jin
    [J]. COGNITIVE COMPUTATION, 2016, 8 (05) : 795 - 796
  • [7] Advances in Brain-Inspired Cognitive Systems
    Bin Luo
    Amir Hussain
    Mufti Mahmud
    Jin Tang
    [J]. Cognitive Computation, 2016, 8 : 795 - 796
  • [8] Brain-inspired distributed cognitive architecture
    Remmelzwaal, Leendert A.
    Mishra, Amit K.
    Ellis, George F. R.
    [J]. COGNITIVE SYSTEMS RESEARCH, 2021, 66 : 13 - 20
  • [9] Brain-inspired biomimetic robot control: a review
    Alepuz, Adria Mompo
    Papageorgiou, Dimitrios
    Tolu, Silvia
    [J]. FRONTIERS IN NEUROROBOTICS, 2024, 18
  • [10] Cognitive Learning Methodologies for Brain-Inspired Cognitive Robotics
    Wang, Yingxu
    [J]. INTERNATIONAL JOURNAL OF COGNITIVE INFORMATICS AND NATURAL INTELLIGENCE, 2015, 9 (02) : 37 - 54