智能系统学报
智能繫統學報
지능계통학보
CAAI TRANSACTIONS ON INTELLIGENT SYSTEMS
2013年
2期
149-155
,共7页
韩峥%刘华平%黄文炳%孙富春%高蒙
韓崢%劉華平%黃文炳%孫富春%高矇
한쟁%류화평%황문병%손부춘%고몽
Kinect%目标检测%RRT%逆运动学轨迹优规%机械臂
Kinect%目標檢測%RRT%逆運動學軌跡優規%機械臂
Kinect%목표검측%RRT%역운동학궤적우규%궤계비
Kinect%target detection%RRT%inverse kinematics trajectory optimization%manipulator
为完成机械臂在非特定环境下的自主抓取,系统采用微软公司研发的 Kinect 对场景内的信息进行实时检测。通过对 Kinect 采集的深度信息进行背景相减法和帧差法处理可以获得目标抓取点信息。利用基于工作空间的RRT 算法对机械臂末端进行路径规划,并利用梯度投影法进行逆运动学轨迹优化,求解关节轨迹。机械臂按照关节角运动时,可完成目标的抓取。通过设计一套实时桌面清理实验系统,验证了该方法的有效性。
為完成機械臂在非特定環境下的自主抓取,繫統採用微軟公司研髮的 Kinect 對場景內的信息進行實時檢測。通過對 Kinect 採集的深度信息進行揹景相減法和幀差法處理可以穫得目標抓取點信息。利用基于工作空間的RRT 算法對機械臂末耑進行路徑規劃,併利用梯度投影法進行逆運動學軌跡優化,求解關節軌跡。機械臂按照關節角運動時,可完成目標的抓取。通過設計一套實時桌麵清理實驗繫統,驗證瞭該方法的有效性。
위완성궤계비재비특정배경하적자주조취,계통채용미연공사연발적 Kinect 대장경내적신식진행실시검측。통과대 Kinect 채집적심도신식진행배경상감법화정차법처리가이획득목표조취점신식。이용기우공작공간적RRT 산법대궤계비말단진행로경규화,병이용제도투영법진행역운동학궤적우화,구해관절궤적。궤계비안조관절각운동시,가완성목표적조취。통과설계일투실시탁면청리실험계통,험증료해방법적유효성。
Kinect from Microsoft is often used in the robot system for target and real -time detection in unstructured environments.Background subtraction and frame difference algorithms based on the depth information collected by Kinect are used to obtain the information of the grasp point .A Rapidly-exploring Random Tree (RRT) algorithm based on the working space was used to carry out path plan of the end of manipulator , and gradient projection algo-rithm was used to do inverse kinematics trajectory optimization .The manipulator was able to accomplish object grasping tasks according to the joint angles .An experiment system was developed to verify the effectiveness of the proposed methods.