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基于移动机器人的视觉伺服综合实验系统设计与实现OA

Design and Implementation of an Integrated Visual Servoing Experimental System Using a Mobile Robot

中文摘要英文摘要

机器人工程的实验教学长期面临视觉感知与运动控制彼此孤立的困境,学生很难从中获得系统级的工程认知.以RoboMas-ter EP移动机器人为载体,搭建了一套视觉伺服综合实验系统.感知环节在HSV颜色空间中完成目标检测与特征提取;测距环节依据针孔成像几何关系建立单目视觉模型,并结合误差传播分析与EWMA滤波来降低测量不确定性.控制环节则用离散PID算法将图像特征误差映射为云台角速度指令,再由有限状态机统一调度两自由度云台和麦克纳姆轮全向底盘,串联起"搜索—锁定—追踪—射击"四阶段协同动作.实验数据显示:在0.5~2.0 m工作区间内,单目测距模型的拟合决定系数为0.998,实测误差走势与理论预测吻合;云台阶跃响应的上升时间约为0.4 s、调节时间约为0.7 s,稳态均方根误差仅2.4 pixel;云台与底盘联动跟踪时,像素偏差始终被控制在±15 pixel范围内.整套系统将视觉建模、闭环控制与多机构协同整合到同一实验流程中,可作为高校开展综合性工程实验教学的有效平台.

The experimental teaching in robotics engineering has long faced the challenge of visual perception and motion control being treated as isolated modules,making it difficult to gain a coherent system-level understanding.An integrated visual servoing laboratory system is established using the RoboMaster EP mobile robot as a platform.Target detection and feature extraction are carried out in the HSV color space.A monocular ranging model is derived from pinhole camera geometry,combined with error propagation analysis and EWMA filtering to reduce measurement uncertainty.A discrete PID controller is used to convert pixel-domain errors into gimbal angular-velocity commands,while a finite state machine orchestrates the two-degree-of-freedom gimbal and the Mecanum-wheel omnidirectional chassis through a four-phase sequence of searching,locking,tracking,and firing.Experimental data show that within the 0.5~2.0 m working range,the coefficient of determination for the ranging model is 0.998,with measured errors matching the theoretical prediction trend.The gimbal step response exhibits a rise time of approximately 0.4 s and a settling time of approximately 0.7 s,with a steady-state RMSE of 2.4 pixels.During coordinated gimbal-chassis tracking of a moving target,the pixel error remains within±15 pixels.The platform integrates visual modeling,closed-loop control,and multi-actuator coordination into a single experimental workflow,providing an effective tool for comprehensive engineering laboratory instruction.

胡一博;奚月平;雷乔治

哈尔滨工业大学(深圳)实验与创新实践教育中心,广东 深圳 518055哈尔滨工业大学(深圳)实验与创新实践教育中心,广东 深圳 518055哈尔滨工业大学(深圳)实验与创新实践教育中心,广东 深圳 518055

信息技术与安全科学

视觉伺服移动机器人单目测距PID控制实验系统

visual servoingmobile robotmonocular rangingPID controlexperimental system

《机电工程技术》 2026 (14)

38-44,73,8

广东省高等教育学会"十四五"规划2025年度高等教育研究课题(25GQN046)

10.3969/j.issn.1009-9492.2026.00067

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