Title
An Interactive Multisensing Framework for Personalized Human Robot Collaboration and Assistive Training Using Reinforcement Learning.
Abstract
There is a recent trend of research and applications of Cyber-Physical Systems (CPS) in manufacturing to enhance human-robot collaboration and production. In this paper, we propose a CPS framework for personalized Human-Robot Collaboration and Training to promote safe human-robot collaboration in manufacturing environments. We propose a human-centric CPS approach that focuses on multimodal human behavior monitoring and assessment, to promote human worker safety and enable human training in Human-Robot Collaboration tasks. We present the architecture of our proposed system, our experimental testbed and our proposed methods for multimodal physiological sensing, human state monitoring and interactive robot adaptation, to enable personalized interaction.
Year
DOI
Venue
2017
10.1145/3056540.3076191
PETRA
Keywords
Field
DocType
Human Robot Collaboration, Intelligent Manufacturing, Cyber Physical Systems, Vocational Assessment and Training
Interactive robot,Architecture,Computer science,Simulation,Testbed,Human–computer interaction,Cyber-physical system,Multimedia,Human–robot interaction,Reinforcement learning
Conference
Citations 
PageRank 
References 
0
0.34
12
Authors
8
Name
Order
Citations
PageRank
Konstantinos Tsiakas1248.66
Michalis Papakostas2177.21
Michail Theofanidis311.39
Morris Bell400.68
Rada Mihalcea56460445.54
Shouyi Wang69012.83
Mihai G. Burzo7384.54
Fillia Makedon81676201.73