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Bionic lightweight design of limb leg units for hydraulic quadruped robots by additive manufacturing and topology optimization
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作者 Huaizhi Zong Junhui Zhang +6 位作者 Lei Jiang Kun Zhang Jun Shen Zhenyu Lu Ke Wang Yanli Wang Bing Xu 《Bio-Design and Manufacturing》 SCIE EI CAS CSCD 2024年第1期1-13,共13页
Galloping cheetahs,climbing mountain goats,and load hauling horses all show desirable locomotion capability,which motivates the development of quadruped robots.Among various quadruped robots,hydraulically driven quadr... Galloping cheetahs,climbing mountain goats,and load hauling horses all show desirable locomotion capability,which motivates the development of quadruped robots.Among various quadruped robots,hydraulically driven quadruped robots show great potential in unstructured environments due to their discrete landing positions and large payloads.As the most critical movement unit of a quadruped robot,the limb leg unit(LLU)directly affects movement speed and reliability,and requires a compact and lightweight design.Inspired by the dexterous skeleton–muscle systems of cheetahs and humans,this paper proposes a highly integrated bionic actuator system for a better dynamic performance of an LLU.We propose that a cylinder barrel with multiple element interfaces and internal smooth channels is realized using metal additive manufacturing,and hybrid lattice structures are introduced into the lightweight design of the piston rod.In addition,additive manufacturing and topology optimization are incorporated to reduce the redundant material of the structural parts of the LLU.The mechanical properties of the actuator system are verified by numerical simulation and experiments,and the power density of the actuators is far greater than that of cheetah muscle.The mass of the optimized LLU is reduced by 24.5%,and the optimized LLU shows better response time performance when given a step signal,and presents a good trajectory tracking ability with the increase in motion frequency. 展开更多
关键词 Additive manufacturing Bionic lightweight design Limb leg unit quadruped robot Trajectory tracking
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Bionic Quadruped Robot Dynamic Gait Control Strategy Based on Twenty Degrees of Freedom 被引量:3
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作者 Dawei Gong Peng Wang +2 位作者 Shuangyu Zhao Li Du Yu Duan 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2018年第1期382-388,共7页
Quadruped robot dynamic gaits have much more advantages than static gaits on speed and efficiency, however high speed and efficiency calls for more complex mechanical structure and complicated control algorithm. It be... Quadruped robot dynamic gaits have much more advantages than static gaits on speed and efficiency, however high speed and efficiency calls for more complex mechanical structure and complicated control algorithm. It becomes even more challenging when the robot has more degrees of freedom.As a result, most of the present researches focused on simple robot, while the researches on dynamic gaits for complex robot with more degrees of freedom are relatively limited. The paper is focusing on the dynamic gaits control for complex robot with twenty degrees of freedom for the first time. Firstly, we build a relatively complete 3 D model for quadruped robot based on spring loaded inverted pendulum(SLIP) model, analyze the inverse kinematics of the model, plan the trajectory of the swing foot and analyze the hydraulic drive. Secondly, we promote the control algorithm of one-legged to the quadruped robot based on the virtual leg and plan the state variables of pace gait and bound gait. Lastly, we realize the above two kinds of dynamic gaits in ADAMS-MATLAB joint simulation platform which testify the validity of above method. 展开更多
关键词 Degree of freedom dynamic gait foot trajectory quadruped robot spring loaded inverted pendulum(SLIP)
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Bionic Design and Analysis of a Novel Quadruped Robot with a Multistage Buffer System 被引量:1
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作者 Yi Zheng Kun Xu +2 位作者 Yaobin Tian Huichao Deng Xilun Ding 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2022年第2期56-76,共21页
Large quadruped mammals,such as ruminants,have outstanding motion ability,including running and bounding.These advanced motion abilities are related to the buffer effect of their complicated musculoskeletal systems.Ho... Large quadruped mammals,such as ruminants,have outstanding motion ability,including running and bounding.These advanced motion abilities are related to the buffer effect of their complicated musculoskeletal systems.However,the buffer effect of most bio-robots is not satisfactory owing to the simple design of their buffer systems.In this paper,a physiological analysis of the ruminant musculoskeletal system is presented to explain the intrinsic buffer mechanism of motion.Based on the physical buffer parts of the ruminant limbs,the corresponding bionic mappings were determined.These mappings were used to guide the mechanism design of the robot multistage buffer system.The multistage buffer system includes two main buffer mechanisms:the first stage and the second stage.The buffer mechanism analysis of the first stage and multiple stages is discussed in theory to compare the effects between the normal single buffer system and the novel multistage buffer system.Then,the detailed mechanical structure of the limbs was designed based on the limb mechanism design.To further verify the superior efficacy of the multistage buffer system,the corresponding walking simulation experiments were conducted after the virtual prototype of a quadruped robot with a novel limb was built completely.Both theoretical analysis and simulation experiments prove that the bionic robot design with the novel multistage buffer system achieves better motion performance than the traditional robot buffer design and can be regarded as the design template of the robot limb. 展开更多
关键词 Ruminant musculoskeletal system Bioinspired multistage buffer system Mechanism design robotics quadruped robot
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Stable walking of quadruped robot on unknown rough terrain 被引量:1
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作者 何玉东 王军政 +1 位作者 柯贤锋 汪首坤 《Journal of Beijing Institute of Technology》 EI CAS 2016年第4期463-472,共10页
Quadruped robot is considered to be the most practical locomotion machine to negotiate uneven terrain,and shows superb stability during static walking.To improve the ability to go over rough terrain,this paper is focu... Quadruped robot is considered to be the most practical locomotion machine to negotiate uneven terrain,and shows superb stability during static walking.To improve the ability to go over rough terrain,this paper is focused on the stable walking and balance control of quadruped robots.24 kinds of walking gaits are analyzed in order to derive the most stable and smoothest walking gait.Considering the inefficiency to model a terrain by its specified appearance,a uniform terrain model is established and by means of kinematic analysis,a method to adjust the body posture and center of gravity(COG)height is presented.Simulations demonstrate the effectiveness of the proposed method and the improvement of the adaptation of quadruped robots on rough terrain. 展开更多
关键词 quadruped robot unknown rough terrain walking gait body posture body center of gravity(COG)
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Design of trotting controller for the position-controlled quadruped robot 被引量:1
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作者 张国腾 Liu Jinchang +5 位作者 Rong Xuewen Li Yibin Chai Hui Li Bin Zhang Hui Zhang Shuaishuai 《High Technology Letters》 EI CAS 2016年第3期321-333,共13页
This work presents a controller designed for position-controlled quadrupedal dynamic locomotion,aiming at simple and robust trotting control. The controller takes the torso attitude angles and velocities into planning... This work presents a controller designed for position-controlled quadrupedal dynamic locomotion,aiming at simple and robust trotting control. The controller takes the torso attitude angles and velocities into planning foot trajectories. Firstly design of the servo motor actuated quadruped robot is introduced and the kinematic equations are deduced. Then a scheme is presented for controlling the robot torso attitude based on the virtual leg model. Furthermore,it demonstrates the design of the controller which enables the robot to have a wide range of trotting gaits and omni-directional motions. Finally,results of robust trotting in various speeds,path tracking and push recovery in simulation are reported,and results of trotting on real quadruped robots will be studied. 展开更多
关键词 quadruped robot position control torso attitude foot trajectory trotting locomotion
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Joint space compliance control for a hydraulic quadruped robot based on force feedback
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作者 王军政 柯贤锋 +1 位作者 汪首坤 何玉东 《Journal of Beijing Institute of Technology》 EI CAS 2016年第3期337-345,共9页
In the realm of quadruped robot locomotion,compliance control is imperative to handle impacts when negotiating unstructured terrains.At the same time,kinematic tracking accuracy should be guaranteed during locomotion.... In the realm of quadruped robot locomotion,compliance control is imperative to handle impacts when negotiating unstructured terrains.At the same time,kinematic tracking accuracy should be guaranteed during locomotion.To meet both demands,ajoint space compliance controller is designed,so that compliance can be achieved in stance phase while position tracking performance can be guaranteed in swing phase.Unlike operational space compliance control,the joint space compliance control method is easy to implement and does not depend on robot dynamics.As for each joint actuator,high performance force control is of great importance for compliance design.Therefore,a nonlinear PI controller based on feedback linearization is proposed for the hydraulic actuator force control.Besides,an outer position loop(compliance loop)is closed for each joint.Experiments are carried out to verify the force controller and compliance of the hydraulic actuator.The robot leg compliance is assessed by a virtual prototyping simulation. 展开更多
关键词 hydraulic quadruped robot IMPACT STIFFNESS joint space compliance control nonlinear controller
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Continuous and smooth gait transition in a quadruped robot based on CPG
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作者 那奇 韩宝玲 +2 位作者 李华师 罗庆生 贾燕 《Journal of Beijing Institute of Technology》 EI CAS 2016年第4期455-462,共8页
To improve the smoothness of motion control in a quadruped robot,a continuous and smooth gait transition method based on central pattern generator(CPG)was presented to solve the unsmooth or failed problem which may re... To improve the smoothness of motion control in a quadruped robot,a continuous and smooth gait transition method based on central pattern generator(CPG)was presented to solve the unsmooth or failed problem which may result in phase-locked or sharp point with direct replacement of the gait matrix.Through improving conventional weight matrix,a CPG network and a MATLAB/Simulink model were constructed based on the Hopf oscillator for gait generation and transition in the quadruped robot.A cosimulation was performed using ADAMS/MATLAB for the gait transition between walk and trot to verify the correctness and effectiveness of the proposed CPG gait generation and transition algorithms.Related methods and conclusions can technically support the motion control technology of the quadruped robot. 展开更多
关键词 quadruped robot central pattern generator(CPG) continuous and smooth gait gait transition CO-SIMULATION
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Turning methods for quadruped robot with two degrees of freedom per leg
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作者 李斌 杨一平 +1 位作者 邵雪松 王伟 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2011年第5期7-13,共7页
With the target at simplicity like facilitating the mechanical system,the quadruped robots usually have limited degrees of freedom per leg.Addressing the robot whose legs have only two degrees of freedom,this paper ex... With the target at simplicity like facilitating the mechanical system,the quadruped robots usually have limited degrees of freedom per leg.Addressing the robot whose legs have only two degrees of freedom,this paper explores several turning strategies including altering the median value,changing the phase difference,and modifying the amplitude.The insights of the proposed methods are that we break down the symmetries which exist during the process of the robot locomotion and rebuild them.Since we probe into the turning feasibility from the points of the median value,phase difference and amplitude in the sine functions,these turning methods are feature of universality.In order to evaluate these methods,this paper presents a new way to weigh the stability,which can be easily applied to practical robots.Experiments demonstrate that the quadruped turns around with little effort and endeavor. 展开更多
关键词 quadruped robot turning methods CONTROLLER AMPLITUDE mediam value phase difference
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Multi-objective optimization design for leg mechanism of hydraulic-actuated quadruped robot
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作者 马明 孙博 +1 位作者 王建中 施家栋 《Journal of Beijing Institute of Technology》 EI CAS 2013年第1期12-19,共8页
In order to improve the robot's abilities of bearing heavy burdens and transporting in complex terrains,the multi-objective optimization design for leg mechanism of the quadruped robot with hydraulic actuated is s... In order to improve the robot's abilities of bearing heavy burdens and transporting in complex terrains,the multi-objective optimization design for leg mechanism of the quadruped robot with hydraulic actuated is studied in this paper. The kinematics and dynamics of the robot are analyzed and the two-dimensional linear inverted pendulum model is adopted in planning the trajectories of joints. Then the mathematical model of valve-controlled asymmetric cylinder and control model of single leg are proposed respectively. In the end,NSGA-II algorithm is used to achieve the multi-objective optimization design of parameters concerning single leg mechanism and PD torque control. The results prove that the optimized leg mechanism can significantly reduce the required maximum power of hydraulic system,thus decrease its own weight and lead to the obtaining of good dynamic performance. 展开更多
关键词 quadruped robot multi-objective optimization NSGA-Ⅱ algorithm torque control
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Slope Terrain Locomotion Control of a Quadruped Robot Based on Biological Reflex CPG Model
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作者 Zhuo Ge Qingsheng Luo +2 位作者 Baoling Han Qi Na Huashi Li 《Journal of Beijing Institute of Technology》 EI CAS 2018年第2期257-266,共10页
Inspired by the neuronal principles underlying the tetrapod locomotion,this paper proposed a biomimetic vestibular reflex central pattern generator( CPG) model to improve motion performance and terrain adaptive abilit... Inspired by the neuronal principles underlying the tetrapod locomotion,this paper proposed a biomimetic vestibular reflex central pattern generator( CPG) model to improve motion performance and terrain adaptive ability of a quadruped robot in complex situations,which is on the basis of central pattern generator( CPG) model constructed by modified Hopf oscillators. The presented reflex model was modified in the light of the particular joint configuration of the quadruped robot and the trot gait pattern. Focusing on slop locomotion of the quadruped robot with trot gaits,the cosimulations of the ADAMS virtual prototype,CPG mathematical expressions with vestibular reflex and Simulink control model were conducted. The simulation results demonstrated that the presented CPG controller with vestibular reflex was more efficient and stable for the quadruped robot trotting on slopes,c ompared with the different trotting control models. 展开更多
关键词 quadruped robot central pattern generator(CPG) vestibular reflex slope locomotion
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A desired landing points walking method enablinga planner quadruped robot to walk on rough terrain
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作者 MA Hongwen WANG Liquan ZHONG Zhi YAO Shaoming 《智能系统学报》 2011年第5期464-469,共6页
It is necessary for legged robots to walk stably and smoothly on rough terrain.In this paper,a desired landing points(DLP) walking method based on preview control was proposed in which an off-line foot motion trace an... It is necessary for legged robots to walk stably and smoothly on rough terrain.In this paper,a desired landing points(DLP) walking method based on preview control was proposed in which an off-line foot motion trace and an on-line modification of the trace were used to enable the robot to walk on rough terrain.The on-line modification was composed of speed modification,foot lifting-off height modification,step length modification,and identification and avoidance of unsuitable landing terrain.A planner quadruped robot simulator was used to apply the DLP walking method.The correctness of the method was proven by a series of simulations using the Adams and Simulink. 展开更多
关键词 legged robot preview control desired landing points planner quadruped robot
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A stability locomotion-control strategy for quadruped robots with center-of-mass dynamic planning
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作者 Yangyang HAN Guoping LIU +4 位作者 Zhenyu LU Huaizhi ZONG Junhui ZHANG Feifei ZHONG Liyu GAO 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2023年第6期516-530,共15页
Locomotion stability is essential for controlling quadruped robots and adapting them to unstructured terrain.We propose a control strategy with center-of-mass(CoM)dynamic planning for the stable locomotion of these ro... Locomotion stability is essential for controlling quadruped robots and adapting them to unstructured terrain.We propose a control strategy with center-of-mass(CoM)dynamic planning for the stable locomotion of these robots.The motion trajectories of the swing legs are synchronized with the CoM of the robot.To implement the synchronous control scheme,we adjusted the swing legs to form a support triangle.The strategy is applicable to both static walk gait and dynamic trot gait.In the motion control processes of the robot legs,the distribution of the ground reaction forces is optimized to minimize joint torque and locomotion energy consumption.We also used an improved joint-torque controller with varied controller coefficients in the stance and swing phases.The simulation and experimental results demonstrate that the robot can complete omnidirectional locomotion in both walk and trot gaits.At a given locomotion speed,the stability margins for the robot during walking and trotting were 27.25%and 37.25%higher,respectively,than in the scheme without CoM planning.The control strategy with energy consumption optimization(ECO)reduced the energy consumption of the robot in walk and trot gaits by 11.25%and 13.83%,respectively,from those of the control scheme without ECO. 展开更多
关键词 Center-of-mass(CoM)planning quadruped robot Cooperative scheme Ground reaction forces Stability margin
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Research on Bionic Jumping and Soft Landing of Single Leg System in Quadruped Robot
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作者 Jinzhu Zhang Miao Li +2 位作者 Jiandong Cao Yuhan Dou Xiaoyan Xiong 《Journal of Bionic Engineering》 SCIE EI CSCD 2023年第5期2088-2107,共20页
This paper proposed a novel multi-motion wheel-leg-separated quadruped robot that can adapt to both the structured and unstructured grounds.The models of the positive/inverse position,velocity,acceleration,and workspa... This paper proposed a novel multi-motion wheel-leg-separated quadruped robot that can adapt to both the structured and unstructured grounds.The models of the positive/inverse position,velocity,acceleration,and workspace of the single leg mechanism in the quadruped robot were established.A single leg complex dynamic model of the quadruped robot is derived,considering the mass and inertial force of all the components in the mechanical leg.Combined with the human jumping law in situ,the jumping trajectory of the single leg was planned.To reduce landing impact,a soft landing strategy based on motion planning was proposed by simulating human knee bending and buffering action.The change law of the kinetic energy and momentum of all the links in the single leg mechanism during the jump process was studied,and the influencing factors of jump height were analyzed to realize the height control of the jump.Single leg jumping dynamics model was established,and a dynamic control strategy for trajectory tracking with foot force compensation was proposed.In Adams and MATLAB/Simulink software,the jump simulation of single leg mechanism was carried out.The prototype of quadruped robot was developed,and the jumping experiment of the single leg mechanism was tested.The robot's single leg bionic jumping and soft landing control are realized. 展开更多
关键词 Wheel-leg-separated quadruped robot Bionic jumping Dynamic modeling Soft landing
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Contact detection with multi-information fusion for quadruped robot locomotion under unstructured terrain
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作者 Yangyang HAN Zhenyu LU +4 位作者 Guoping LIU Huaizhi ZONG Feifei ZHONG Shengyun ZHOU Zekang CHEN 《Frontiers of Mechanical Engineering》 SCIE CSCD 2023年第3期145-164,共20页
Reliable foot-to-ground contact state detection is crucial for the locomotion control of quadruped robots in unstructured environments.To improve the reliability and accuracy of contact detection for quadruped robots,... Reliable foot-to-ground contact state detection is crucial for the locomotion control of quadruped robots in unstructured environments.To improve the reliability and accuracy of contact detection for quadruped robots,a detection approach based on the probabilistic contact model with multi-information fusion is presented to detect the actual contact states of robotic feet with the ground.Moreover,a relevant control strategy to address unexpected early and delayed contacts is planned.The approach combines the internal state information of the robot with the measurements from external sensors mounted on the legs and feet of the prototype.The overall contact states are obtained by the classification of the model-based predicted probabilities.The control strategy for unexpected foot-to-ground contacts can correct the control actions of each leg of the robot to traverse cluttered environments by changing the contact state.The probabilistic model parameters are determined by testing on the single-leg experimental platform.The experiments are conducted on the experimental prototype,and results validate the contact detection and control strategy for unexpected contacts in unstructured terrains during walking and trotting.Compared with the body orientation under the time-based control method regardless of terrain,the root mean square errors of roll,pitch,and yaw respectively decreased by 60.07%,54.73%,and 64.50%during walking and 73.40%,61.49%,and 61.48%during trotting. 展开更多
关键词 multi-information fusion contact detection quadruped robot probabilistic contact model unstructured terrain
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Design of bionic goat quadruped robot mechanism and walking gait planning 被引量:2
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作者 Fu Zhang Shuai Teng +3 位作者 Yafei Wang Zhijun Guo Jiajia Wang Ruiliang Xu 《International Journal of Agricultural and Biological Engineering》 SCIE EI CAS 2020年第5期32-39,共8页
In order to improve the walking stability and obstacle jumping ability of the robot on the slope,the goat was taken as the bionic prototype,a kind of bionic goat quadruped robot has been designed.By the bionic princip... In order to improve the walking stability and obstacle jumping ability of the robot on the slope,the goat was taken as the bionic prototype,a kind of bionic goat quadruped robot has been designed.By the bionic principle,the mechanical structure of the quadruped robot was designed,and the Denavit-Hartenberg(D-H)method was used to build the kinematic model,through which the forward and inverse kinematics of the robot was calculated,thus the equations of velocity and acceleration of the joint angle change were obtained during the quadruped robot motion,providing control theory foundation for robots.During walk gait planning,a low contact compact foot trajectory planning method using a high order polynomial curve was used to carry out the foot trajectory planning of the robot for the swing phase and stance phase.Through MATLAB software simulation,the simulation results of MATLAB software showed that the trajectory of the foot of the quadruped robot was semi-elliptic in a gait cycle,which were basically consistent with the foot trajectory obtained from the previous goat slope walking test.Therefore,the simulation results by MATLAB software showed that the foot trajectory was reasonable.Based on this,a gait plan was carried out,and the sequence of the lift leg steps of the robot was obtained.The test platform for the whole machine was built.The results showed that the height of the leg of the quadruped robot was 7.37 cm,and the length of the gait was 28.40 cm.Compared with the planned average gait length S=30 cm and average step height H=7 cm,the error of the leg height and the gait length was 5.28%and 5.33%,respectively.The designed gait planning achieved the expected results.The knee joint angle varied from 126.3°to 156.1°,and the hip joint angle varied from 103.9°to 138.4°.The changes in the joint angle of the quadruped robot could prove the correctness of the foot motion trajectory planning,which will provide a theoretical basis for the structural design and gait planning of the quadruped robot. 展开更多
关键词 bionic goat quadruped robot mechanism design gait plan D-H method foot trajectory
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Central Pattern Generator Based Gait Control for Planar Quadruped Robots 被引量:1
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作者 李家旺 吴超 葛彤 《Journal of Shanghai Jiaotong university(Science)》 EI 2014年第1期1-10,共10页
In this paper, a gait control scheme is presented for planar quadruped robots based on a biologic concept, namely central pattern generator(CPG). A CPG is modeled as a group of the coupled nonlinear oscillators with a... In this paper, a gait control scheme is presented for planar quadruped robots based on a biologic concept, namely central pattern generator(CPG). A CPG is modeled as a group of the coupled nonlinear oscillators with an interaction weighting matrix which determines the gait patterns. The CPG model, mapping functions and a proportional-diffierential(PD) joint controller compose the basic gait generator. By using the duty factor of gait patterns as a tonic signal, the activity of the CPG model can be modulated, and as a result, a smooth transition between diffierent gait patterns is achieved. Moreover, by tuning the parameters of the CPG model and mapping functions, the proposed basic gait generator can realize adaptive workspace trajectories for the robot to suit diffierent terrains. Simulation results illustrate and validate the effiectiveness of the proposed gait controllers. 展开更多
关键词 quadruped robot central pattern generator(CPG) gait transition ADAPTATION
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A survey of the development of quadruped robots: Joint configuration, dynamic locomotion control method and mobile manipulation approach 被引量:2
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作者 Hui Chai Yibin Li +8 位作者 Rui Song Guoteng Zhang Qin Zhang Song Liu Jinmian Hou Yaxian Xin Ming Yuan Guoxuan Zhang Zhiyuan Yang 《Biomimetic Intelligence & Robotics》 2022年第1期9-21,共13页
Some quadruped robots developed recently show better dynamic performance and environmental adaptability than ever, and have been preliminarily applied in the field of emergency disposal, military reconnaissance and in... Some quadruped robots developed recently show better dynamic performance and environmental adaptability than ever, and have been preliminarily applied in the field of emergency disposal, military reconnaissance and infrastructure construction. The development route, mechanisms design, control methods and mobile manipulating approaches of the quadruped robots are surveyed in this article. Firstly, the development route of the quadruped robot is combed, as the references of the forecast of the future work on quadruped robots. Then the bionic structure and the motion control method of the quadruped robot is summarized, the advantages and disadvantages are analyzed in aspects of gait switching, terrain adaption and disturbance resistance. Subsequently, aiming at the mobile manipulation of the quadruped robot, the representative leg-arm collaborative robots and the multi-task-oriented Whole-body Control (WBC) methods are introduced. Finally, the summary and future work of the quadruped robots is given. 展开更多
关键词 quadruped robot Joint configuration Dynamic locomotion control Mobile manipulation Hyper-bio-inspired mechanism design
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Biomimetic Quadruped Robot with a Spinal Joint and Optimal Spinal Motion via Reinforcement Learning
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作者 Young Kook Kim Woojin Seol Jihyuk Park 《Journal of Bionic Engineering》 SCIE EI CSCD 2021年第6期1280-1290,共11页
Feline animals can run quickly using spinal joints as well as the joints that make up their four legs.This paper describes the development of a quadruped robot including a spinal joint that biomimics feline animals.Th... Feline animals can run quickly using spinal joints as well as the joints that make up their four legs.This paper describes the development of a quadruped robot including a spinal joint that biomimics feline animals.The developed robot platform consists of four legs with a double 4-bar linkage type and one simplified rotary joint.In addition,Q-learning,a type of machine learning,was used to find the optimal motion profile of the spinal joint.The bounding gait was implemented on the robot system using the motion profile of the spinal joint,and it was confirmed that using the spinal joint can achieve a faster Center of Mass(CoM)forward speed than not using the spinal joint.Although the motion profile obtained through Q-learning did not exactly match the spinal angle of a feline animal,which is more multiarticular than that of the developed robot,the tendency of the actual feline animal spinal motion profile,which is sinusoidal,was similar. 展开更多
关键词 quadruped robot system Bioinspired methods Legged robots Machine learning Q-LEARNING
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An Efficient Gait-generating Method for Electrical Quadruped Robot Based on Humanoid Power Planning Approach
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作者 Lelai Zhou Tianfa Li +1 位作者 Zaiyang Liu Yibin Li 《Journal of Bionic Engineering》 SCIE EI CSCD 2021年第6期1463-1474,共12页
The research field of legged robots has always relied on the bionic robotic research,especially in locomotion regulating approaches,such as foot trajectory planning,body stability regulating and energy efficiency prom... The research field of legged robots has always relied on the bionic robotic research,especially in locomotion regulating approaches,such as foot trajectory planning,body stability regulating and energy efficiency prompting.Minimizing energy consumption and keeping the stability of body are considered as two main characteristics of human walking.This work devotes to develop an energy-efficient gait control method for electrical quadruped robots with the inspiration of human walking pattern.Based on the mechanical power distribution trend,an efficient humanoid power redistribution approach is established for the electrical quadruped robot.Through studying the walking behavior acted by mankind,such as the foot trajectory and change of mechanical power,we believe that the proposed controller which includes the bionic foot movement trajectory and humanoid power redistribution method can be implemented on the electrical quadruped robot prototype.The stability and energy efficiency of the proposed controller are tested by the simulation and the single-leg prototype experiment.The results verify that the humanoid power planning approach can improve the energy efficiency of the electrical quadruped robots. 展开更多
关键词 Bionic robot Mechanical power Bionic trajectory quadruped robot
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