Grasping Force Optimization Algorithm of Soft Multi-fingered Hand Based on Safety Margin Detection

来源 :机器人 | 被引量 : 0次 | 上传用户:zgbian
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
The classical gradient flow optimization algorithm requires a valid initial point before starting the recursive algorithm,and the existing methods can’t guarantee that the initial values fully satisfy the friction cone constraints of contact point in the optimization process of gradient flow algorithm.In order to improve safety margin and prevent the finger from slipping at contact point,we present an iterative method of safe initial values with safety margin detection and develop a gradient flow optimization algorithm based on the safe initial values.Firstly,the safety margin is defined which more intuitively reflects the margin of the grasping forces at contact point.The resulting safe initial values can be achieved by the detection of desired safety margin at each iteration.Secondly,the safe initial values are usually not optimal,even with the valid initial values,and it can’t always ensure that the finger contact force always satisfies the friction cone constraints during the optimization.It is an effective way to eliminate the unreliable initial values in the optimization and obtain a safer initial values by increasing the safety margin.By transforming the safe initial values into an initial point of the gradient flow algorithm,the final optimized values of grasping forces can be generated efficiently by gradient flow iteration.Grasp examples of the soft multi-fingered hand indicate the effectiveness of the general solution of the force optimization algorithm based on safety margin detection.The method eliminates the shortcomings of the gradient flow optimization process caused by the initial value problem and provides a more accurate and reliable force optimization result for multi-fingered dexterous manipulation. The classical gradient flow optimization algorithm requires a valid initial point before starting the recursive algorithm, and the existing methods can not guarantee that the initial values ​​satisfy satisfy the friction cone constraints of contact point in the optimization process of gradient flow algorithm. In order to improve safety margin and prevent the finger from slipping at contact point, we present an iterative method of safe initial values ​​with safety margin detection and develop a gradient flow optimization algorithm based on the safe initial values. Firstly, the safety margin is defined which more intuitively reflects the margin of the grasping forces at contact point. The resulting safe initial values ​​can be achieved by the detection of the desired safety margin at each iteration. Secondarily, the safe initial values ​​are usually not optimal, even with the valid initial values, and it can not always ensure that the finger contact force always satisfies the friction cone constraints during the o ptimization. It is an effective way to eliminate the unreliable initial values ​​in the optimization and obtain a safer initial values ​​by increasing the safety margin. By transforming the safe initial values ​​into an initial point of the gradient flow algorithm, the final optimized values ​​of grasping forces can be efficiently incorporated by gradient flow iteration. Grasp examples of the soft multi-fingered hand indication the effectiveness of the general solution of the force optimization algorithm based on safety margin detection. method short for the shortcomings of the gradient flow optimization process caused by the initial value problem and provide a more accurate and reliable force optimization result for multi-fingered dexterous manipulation.
其他文献
本文通过对将近150万字4种体裁语言材料的分析,对“把字句”的语义类型进行了比较详细的描写。本文将“把”字句分为8种语义类型,并对各种语义类型的出现频率进行了统计。本文
南朝梁代萧衍父子(衍、统、纲、绎)身为帝王,雅好文学.他们凭着特殊身份,通过创作活动和理论主张,引领当时的文坛风尚.该文拟对萧氏父子的文学观念进行全面、细致的梳理,并试
鹿城区作为第二批全国艾滋病综合防治示范区,通过几年的实践工作,加深了对“示范区”的理解。我们认为:示范区=规范区+试验区;规范区=规定工作保质保量;试验区=自选工作改革
本论文抛开现代康拉德研究具有文化政治学倾向的批评方法,而是根据康拉德写人性、写人的生存状态的特点,对他的小说进行文化精神的解读。由于当代阐释学已有脱离或者否定文本意
根据传热学理论,推导了对流边界条件下非稳态传热方程分析解中μ的计算新方法,并与用超越方程解出的平壁对流传热的第一个μ进行了比较。结果表明:当Bi值在0.01至0.6之间时,
作为现代中国知识分子的重要代言人,鲁迅、胡适的文化心理无疑典型地体现了这一时代特征.基于此,该文选取他们作为个案,尝试通过二人的比较、剖析,从侧面勾勒出五四一代知识
本文首先从宋元话本小说所产生的历史文化语境入手,力图将其纳入当时的时代语境之下,发现宋元话本小说兴起于瓦肆酒楼中的必然性与合理性。文章通过文本分析来探寻话本小说作
对熔丝沉积快速成形技术的轮廓偏置填充算法和并行栅格扫描填充算法进行了研究,并在此基础上提出了基于轮廓偏置和并行栅格的混合路径填充算法。同时,在该算法中嵌入了起点终
本文以刘震云的小说创作为研究对象,通过对其小说文本世界及其深层寓意的剖析,透视刘震云其人其作,进而揭示了刘震云独特的文本世界和精神世界,全文分三章.引言部分简述了写
阳作为专业的摄影人,为圈内外称道。在2003年12月的“城市零件”的摄影展中,他的作品《我的父母》,摒弃一切华而不实的形式,以画面的极其真实性打动了观众。在病榻上相依为命