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3。学习铰接式对象的运动学模型

3. Learning Kinematic Models of Articulated Objects
课程网址: http://videolectures.net/ijcai09_sturm_lkmao/  
主讲教师: Jürgen Sturm, Vijay Pradeep, Christian Plagemann, Cyril Stachniss, Kurt Konolige, Wolfram Burgard
开课单位: 弗莱堡大学
开课时间: 2009-01-20
课程语种: 英语
中文简介:
在家庭环境中操作的机器人必须能够与诸如门或抽屉之类的铰接物体相互作用。理想情况下,机器人能够通过观察自主地推断出关节模型。在本视频中,我们通过推断刚性部件的连通性和相应链路的铰接模型,简要介绍了学习运动学模型的方法。我们的方法使用参数化和无参数(高斯过程)表示的混合,并找到低维流形,提供给定观察的最佳解释。我们的方法已经使用在各种现实家庭环境设置中获得的真实数据来实施和评估。
课程简介: Robots operating in home environments must be able to interact with articulated objects such as doors or drawers. Ideally, robots are able to autonomously infer articulation models by observation. In this video, we briefly present an approach for learning kinematic models by inferring the connectivity of rigid parts and the articulation models for the corresponding links. Our method uses a mixture of parameterized and parameter-free (Gaussian process) representations and finds low-dimensional manifolds that provide the best explanation of the given observations. Our approach has been implemented and evaluated using real data obtained in various realistic home environment settings. 
关 键 词: 关节模型; 发音模型; 参数化; 高斯过程
课程来源: 视频讲座网
最后编审: 2021-12-24:liyy
阅读次数: 90