Energy Efficiency of a Quadruped Robot with Neuro-Inspired Control in Complex Environments

被引:13
|
作者
Arena, Paolo [1 ,2 ]
Patane, Luca [3 ]
Taffara, Salvatore [1 ]
机构
[1] Univ Catania, Dipartimento Ingn Elettr Elettron & Informat, Viale A Doria 6, I-95100 Catania, Italy
[2] IASI CNR, Inst Syst Anal & Comp Sci Antonio Ruberti, Via Taurini 19, I-00185 Rome, Italy
[3] Univ Messina, Dipartimento Ingn, I-98166 Messina, Italy
关键词
cost of transport; FitzHugh– Nagumo’ s neuron; leg trajectories; dynamic simulation; quadruped robot; nullcline-based control strategy;
D O I
10.3390/en14020433
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper proposes an analysis of the energy efficiency of a small quadruped robotic structure, designed based on the MIT Mini Cheetah, controlled using a central pattern generator based on the FitzHugh-Nagumo neuron. The robot's performance evaluated on structurally complex terrain in a dynamic simulation environment is compared with other robotic structures on wheels and with hybrid architectures. The energy cost involved in carrying out an assigned task involving the need to traverse uneven terrain is calculated as a relevant index to be taken into account. In particular, simple control strategies impacting the leg trajectories are taken into account as the main factors affecting the energy efficiency in different terrain configurations. The adaptation of the leg trajectories is evaluated depending on the terrain characteristics, improving the locomotion performance.
引用
收藏
页数:16
相关论文
共 50 条
  • [41] A Novel Biologically Inspired Neural Network and Its Application on the Locomotion Control of Quadruped Robot
    Sun, Lei
    Cao, Yan
    Zhu, Dequan
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL INDUSTRIAL INFORMATICS AND COMPUTER ENGINEERING CONFERENCE, 2015, : 841 - 844
  • [42] A CPG-based Decentralized Control of a Quadruped Robot Inspired by True Slime Mold
    Kano, Takeshi
    Nagasawa, Koh
    Owaki, Dai
    Tero, Atsushi
    Ishiguro, Akio
    [J]. IEEE/RSJ 2010 INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2010), 2010,
  • [43] Sensing and Control of Quadruped Walking and Climbing Robot Over Complex Environment
    Loc, Vo Gia
    Koo, Ig Mo
    Trong, Tran Duc
    Song, Young Kuk
    Kim, Ho Moon
    Moon, Hyung Pil
    Choi, Hyouk Ryeol
    [J]. 2008 IEEE/RSJ INTERNATIONAL CONFERENCE ON ROBOTS AND INTELLIGENT SYSTEMS, VOLS 1-3, CONFERENCE PROCEEDINGS, 2008, : 3884 - 3889
  • [44] Efficiency of Double-Barrier Magnetic Tunnel Junction-Based Digital eNVM Array for Neuro-Inspired Computing
    Moposita, Tatiana
    Garzon, Esteban
    Crupi, Felice
    Trojman, Lionel
    Vladimirescu, Andrei
    Lanuzza, Marco
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2023, 70 (03) : 1254 - 1258
  • [45] Neuro-Inspired Spike-Based Motion: From Dynamic Vision Sensor to Robot Motor Open-Loop Control through Spike-VITE
    Perez-Pena, Fernando
    Morgado-Estevez, Arturo
    Linares-Barranco, Alejandro
    Jimenez-Fernandez, Angel
    Gomez-Rodriguez, Francisco
    Jimenez-Moreno, Gabriel
    Lopez-Coronado, Juan
    [J]. SENSORS, 2013, 13 (11) : 15805 - 15832
  • [46] The Complex Dynamic Locomotive Control and Experimental Research of a Quadruped-Robot Based on the Robot Trunk
    Ren, Dongyi
    Shao, Junpeng
    Sun, Guitao
    Shao, Xuan
    [J]. APPLIED SCIENCES-BASEL, 2019, 9 (18):
  • [47] Hybrid Control of Wheeled Quadruped Robot for Enhanced Mobility and Efficiency in Diverse Terrains
    Department of Mechanical Systems Engineering, Kookmin University, Korea, Republic of
    不详
    [J]. J. Inst. Control Rob. Syst, 2024, 8 (863-870):
  • [48] Retina-inspired Visual Module for Robot Navigation in Complex Environments
    Lehnert, Hans
    Escobar, Maria-Jose
    Araya, Mauricio
    [J]. 2019 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2019,
  • [49] Walking Pattern Generation Algorithm with Waist Motion for Improving Energy Efficiency of Quadruped Robot
    Kim, Chang Hwi
    Kim, Jung-Yup
    [J]. TRANSACTIONS OF THE KOREAN SOCIETY OF MECHANICAL ENGINEERS A, 2019, 43 (04) : 241 - 252
  • [50] Energy Efficiency Analysis of Quadruped Robot with Trot Gait and Combined Cycloid Foot Trajectory
    LEI Jingtao
    WANG Feng
    YU Huangying
    WANG Tianmiao
    YUAN Peijiang
    [J]. Chinese Journal of Mechanical Engineering, 2014, (01) : 138 - 145