Intention recognition for dynamic role exchange in haptic collaboration
File(s)Kucukyilmaz-Intention-ToH12.pdf (740.59 KB)
Accepted version
Author(s)
Kucukyilmaz, A
Sezgin, TM
Basdogan, C
Type
Journal Article
Abstract
In human-computer collaboration involving haptics, a key issue that remains to be solved is to establish an intuitive communication between the partners. Even though computers are widely used to aid human operators in teleoperation, guidance, and training, because they lack the adaptability, versatility, and awareness of a human, their ability to improve efficiency and effectiveness in dynamic tasks is limited. We suggest that the communication between a human and a computer can be improved if it involves a decision-making process in which the computer is programmed to infer the intentions of the human operator and dynamically adjust the control levels of the interacting parties to facilitate a more intuitive interaction setup. In this paper, we investigate the utility of such a dynamic role exchange mechanism, where partners negotiate through the haptic channel to trade their control levels on a collaborative task. We examine the energy consumption, the work done on the manipulated object, and the joint efficiency in addition to the task performance. We show that when compared to an equal control condition, a role exchange mechanism improves task performance and the joint efficiency of the partners. We also show that augmenting the system with additional informative visual and vibrotactile cues, which are used to display the state of interaction, allows the users to become aware of the underlying role exchange mechanism and utilize it in favor of the task. These cues also improve the user's sense of interaction and reinforce his/her belief that the computer aids with the execution of the task. © 2013 IEEE.
Date Issued
2012-05-22
Citation
IEEE Transactions on Haptics, 2012, 6 (1), pp.58-68
ISSN
2329-4051
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Start Page
58
End Page
68
Journal / Book Title
IEEE Transactions on Haptics
Volume
6
Issue
1
Copyright Statement
© 2012 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.