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Development of an adaptive human-rob...
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Tennessee State University., Electrical & Computer Engineering.
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Development of an adaptive human-robot interaction system.
Record Type:
Electronic resources : Monograph/item
Title/Author:
Development of an adaptive human-robot interaction system./
Author:
Challa, Prathima.
Description:
119 p.
Notes:
Adviser: Ali Sekmen.
Contained By:
Masters Abstracts International47-04.
Subject:
Engineering, Robotics. -
Online resource:
http://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=1461697
ISBN:
9780549984290
Development of an adaptive human-robot interaction system.
Challa, Prathima.
Development of an adaptive human-robot interaction system.
- 119 p.
Adviser: Ali Sekmen.
Thesis (M.S.)--Tennessee State University, 2008.
One of the overarching goals of robotics research is that robots ultimately coexist with people in human societies as an integral part of them. In order to achieve this goal, robots need to be accepted by people as natural partners within the society. It is therefore essential for robots to have adaptive learning mechanisms that can intelligently update a human model for effective human-robot interaction (HRI). This might be critical in interactions with elderly and disabled people in their daily activities. This thesis has developed an intelligent HRI system that enables a mobile robot to learn adaptively about the behaviors and preferences of the people with whom it interacts. Various learning algorithms have been compared and a Bayesian learning mechanism has been implemented by estimating and updating a parameter set that models behaviors and preferences of people. Every time a user interacts with the robot, the model is updated. The robot then uses the model to predict future actions of its user. Existing speech recognition and navigation systems have been integrated with the learning system. The integrated system has been successfully implemented on a Pioneer 3-AT mobile robot.
ISBN: 9780549984290Subjects--Topical Terms:
1018454
Engineering, Robotics.
Development of an adaptive human-robot interaction system.
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Development of an adaptive human-robot interaction system.
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119 p.
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Adviser: Ali Sekmen.
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Source: Masters Abstracts International, Volume: 47-04, page: 2389.
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Thesis (M.S.)--Tennessee State University, 2008.
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One of the overarching goals of robotics research is that robots ultimately coexist with people in human societies as an integral part of them. In order to achieve this goal, robots need to be accepted by people as natural partners within the society. It is therefore essential for robots to have adaptive learning mechanisms that can intelligently update a human model for effective human-robot interaction (HRI). This might be critical in interactions with elderly and disabled people in their daily activities. This thesis has developed an intelligent HRI system that enables a mobile robot to learn adaptively about the behaviors and preferences of the people with whom it interacts. Various learning algorithms have been compared and a Bayesian learning mechanism has been implemented by estimating and updating a parameter set that models behaviors and preferences of people. Every time a user interacts with the robot, the model is updated. The robot then uses the model to predict future actions of its user. Existing speech recognition and navigation systems have been integrated with the learning system. The integrated system has been successfully implemented on a Pioneer 3-AT mobile robot.
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School code: 0840.
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http://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=1461697
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W9083177
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