Enabling Failure Recovery for On-The-Move Mobile Manipulation

05/15/2023
by   Ben Burgess-Limerick, et al.
0

We present a robot base placement and control method that enables a mobile manipulator to gracefully recover from manipulation failures while performing tasks on-the-move. A mobile manipulator in motion has a limited window to complete a task, unlike when stationary where it can make repeated attempts until successful. Existing approaches to manipulation on-the-move are typically based on open-loop execution of planned trajectories which does not allow the base controller to react to manipulation failures, slowing down or stopping as required. To overcome this limitation, we present a reactive base control method that repeatedly evaluates the best base placement given the robot's current state, the immediate manipulation task, as well as the next part of a multi-step task. The result is a system that retains the reliability of traditional mobile manipulation approaches where the base comes to a stop, but leverages the performance gains available by performing manipulation on-the-move. The controller keeps the base in range of the target for as long as required to recover from manipulation failures while making as much progress as possible toward the next objective. See https://benburgesslimerick.github.io/MotM-FailureRecovery for videos of experiments.

READ FULL TEXT

page 1

page 2

page 3

research
09/17/2023

Reactive Base Control for On-The-Move Mobile Manipulation in Dynamic Environments

We present a reactive base control method that enables high performance ...
research
03/16/2022

On-The-Go Robot-to-Human Handovers with a Mobile Manipulator

Existing approaches to direct robot-to-human handovers are typically imp...
research
09/27/2022

Efficiently Learning Recoveries from Failures Under Partial Observability

Operating under real world conditions is challenging due to the possibil...
research
07/17/2023

Adaptive Compliant Robot Control with Failure Recovery for Object Press-Fitting

Loading of shipping containers for dairy products often includes a press...
research
03/22/2021

Introspective Visuomotor Control: Exploiting Uncertainty in Deep Visuomotor Control for Failure Recovery

End-to-end visuomotor control is emerging as a compelling solution for r...
research
04/17/2023

Base Placement Optimization for Coverage Mobile Manipulation Tasks

Base placement optimization (BPO) is a fundamental capability for mobile...
research
09/10/2021

A Holistic Approach to Reactive Mobile Manipulation

We present the design and implementation of a taskable reactive mobile m...

Please sign up or login with your details

Forgot password? Click here to reset