Title
Cognition-enabled robotic wiping: Representation, planning, execution, and interpretation.
Abstract
Advanced cognitive capabilities enable humans to solve even complex tasks by representing and processing internal models of manipulation actions and their effects. Consequently, humans are able to plan the effect of their motions before execution and validate the performance afterwards. In this work, we derive an analog approach for robotic wiping actions which are fundamental for some of the most frequent household chores including vacuuming the floor, sweeping dust, and cleaning windows. We describe wiping actions and their effects based on a qualitative particle distribution model. This representation enables a robot to plan goal-oriented wiping motions for the prototypical wiping actions of absorbing, collecting and skimming. The particle representation is utilized to simulate the task outcome before execution and infer the real performance afterwards based on haptic perception. This way, the robot is able to estimate the task performance and schedule additional motions if necessary. We evaluate our methods in simulated scenarios, as well as in real experiments with the humanoid service robot Rollin’ Justin.
Year
DOI
Venue
2019
10.1016/j.robot.2018.11.018
Robotics and Autonomous Systems
Keywords
Field
DocType
AI reasoning methods,Action and effect representation,Compliant manipulation,Service robotics
Distribution model,Computer science,Haptic perception,Simulation,Robot,Cognition,Service robot
Journal
Volume
ISSN
Citations 
114
0921-8890
1
PageRank 
References 
Authors
0.36
10
5
Name
Order
Citations
PageRank
Daniel Leidner15110.21
Georg Bartels2154.44
Wissam Bejjani362.49
Alin Albu-Schaffer42831262.17
Michael Beetz53784284.03