On-Line Feasible Wrench Polytope Evaluation Based on Human Musculoskeletal Models: An Iterative Convex Hull Method

نویسندگان

چکیده

Many recent human-robot collaboration strategies, such as Assist-As-Needed (AAN), are promoting human-centered robot control, where the continuously adapts its assistance level based on real-time need of human counterpart. One fundamental assumptions these approaches is ability to measure or estimate physical capacity humans in real-time. In this work, we propose an algorithm for feasibility set analysis a generic class linear algebra problems. This novel iterative convex-hull method applied determination feasible cartesian wrench polytope associated musculoskeletal model upper limb. The capable running and allows user define desired estimation accuracy. performance shows that execution time has near-linear relationship considered number muscles, opposed exponential conventional methods. Finally, control application demonstrated xmlns:xlink="http://www.w3.org/1999/xlink">Collaborative carrying experiment, operator xmlns:xlink="http://www.w3.org/1999/xlink">Franka Emika Panda jointly carry 7 kg object. controlled accordance AAN paradigm maintaining load carried by at 30% carrying capacity.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

The Actuation-consistent Wrench Polytope (AWP) and the Feasible Wrench Polytope (FWP)

The motivation of our current research is to devise motion planners for legged locomotion that are able to exploit the robot’s actuation capabilities. This means, when possible, to minimize joint torques or to propel as much as admissible when required. For this reason we define two new 6-dimensional bounded polytopes that we name Actuationconsistent Wrench Polytope (AWP) and Feasible Wrench Po...

متن کامل

On the convex hull of random points in a polytope

'This research was sponsored by the National Science Foundation under Grant No. ECS-8418392. The views and conclusions contained in this document are those of the author and should not be interpreted as representing the official policies, either expressed or implied, of the National Science Foundation or the US Government. On the Convex Hull of Random Points in a Polytope R e x A . D w y e r * ...

متن کامل

A Research on Ensembles Method for One Class Classification Using Convex Hull Polytope Model

Classification is a data mining task that allocated similar data to categories or classes. One of the most general methods for classification is ensemble method which refers supervised learning. After generating classification rules we can apply those rules on unidentified data and achieve the results. In oneclass classification it is supposed that only information of one of the classes, the ta...

متن کامل

Sweep Line Algorithm for Convex Hull Revisited

Convex hull of some given points is the intersection of all convex sets containing them. It is used as primary structure in many other problems in computational geometry and other areas like image processing, model identification, geographical data systems, and triangular computation of a set of points and so on. Computing the convex hull of a set of point is one of the most fundamental and imp...

متن کامل

An Automatic Image Segmentation Technique Based on Pseudo-convex Hull

This paper describes a novel method for image segmentation where image contains a dominant object. The method is applicable to a large class of images including noisy and poor quality images. It is fully automatic and has low computational cost. It may be noted that the proposed segmentation technique may not produce optimal result in some cases but it gives reasonably good result for almost al...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: IEEE robotics and automation letters

سال: 2022

ISSN: ['2377-3766']

DOI: https://doi.org/10.1109/lra.2022.3155374