Manipulation of Pose Distributions

Author:

Moll Mark1,Erdmann Michael A.1

Affiliation:

1. Department of Computer Science Carnegie Mellon University Pittsburgh, PA 15213, USA

Abstract

For assembly tasks parts often have to be oriented before they can be put in an assembly. The results presented in this paper are a component of the automated design of parts orienting devices. The focus is on orienting parts with minimal sensing and manipulation. We present a new approach to parts orienting through the manipulation of pose distributions. Through dynamic simulation we can determine the pose distribution for an object being dropped from an arbitrary height on an arbitrary surface. By varying the drop height and the shape of the support surface we can find the initial conditions that will result in a pose distribution with minimal entropy. We are trying to uniquely orient a part with high probability just by varying the initial conditions. We will derive a condition on the pose and velocity of a simple planar object in contact with a sloped surface that will allow us to quickly determine the final resting configuration of the object. This condition can then be used to quickly compute the pose distribution. We also present simulation and experimental results that show how dynamic simulation can be used to find optimal shapes and drop heights for a given part.

Publisher

SAGE Publications

Subject

Applied Mathematics,Artificial Intelligence,Electrical and Electronic Engineering,Mechanical Engineering,Modeling and Simulation,Software

Cited by 22 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Analyzing Natural Resting Aspects of Arbitrary Components Using a Physics Engine;Annals of Scientific Society for Assembly, Handling and Industrial Robotics 2022;2023

2. LEGS: Learning Efficient Grasp Sets for Exploratory Grasping;2022 International Conference on Robotics and Automation (ICRA);2022-05-23

3. Predicting the Post-Impact Velocity of a Robotic Arm via Rigid Multibody Models: an Experimental Study;2021 IEEE International Conference on Robotics and Automation (ICRA);2021-05-30

4. Regrasp Planning Using Stable Object Poses Supported by Complex Structures;IEEE Transactions on Cognitive and Developmental Systems;2019-06

5. Batting an in-flight object to the target;The International Journal of Robotics Research;2019-01-01

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