Making Robots Smarter: Combining Sensing and Action Through Robot Learning

Author:   Katharina Morik ,  Michael Kaiser ,  Volker Klingspor
Publisher:   Springer
Edition:   1999 ed.
ISBN:  

9780792385622


Pages:   271
Publication Date:   30 June 1999
Format:   Hardback
Availability:   In Print   Availability explained
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Making Robots Smarter: Combining Sensing and Action Through Robot Learning


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Overview

This text provides information on learning robots. It treats this topic based on the idea that the integration of sensing and action is the central issue. In the first part of the book, aspects of learning in execution and control are discussed. Methods for the automatic synthesis of controllers, for active sensing, for learning to enhance assembly, and for learning sensor-based navigation are presented. Since robots are not isolated but should serve us, the second part of the book discusses learning for human-robot interaction. Methods of learning understandable concepts for assembly, monitoring, and navigation are described as well as optimizing the implementation of such understandable concepts for a robot's real-time performance. In terms of the study of embodied intelligence, the book asks how skills are acquired and where capabilities of execution and control come from. Can they be learned from examples or experience? What is the role of communication in the learning procedure? Whether we name it one way or the other, the methodological challenge is that of integrating learning capabilities into robots.

Full Product Details

Author:   Katharina Morik ,  Michael Kaiser ,  Volker Klingspor
Publisher:   Springer
Imprint:   Springer
Edition:   1999 ed.
Dimensions:   Width: 15.50cm , Height: 1.70cm , Length: 23.50cm
Weight:   1.290kg
ISBN:  

9780792385622


ISBN 10:   0792385624
Pages:   271
Publication Date:   30 June 1999
Audience:   Professional and scholarly ,  General/trade ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

I Learning In Execution and Control.- 1 Introduction to Skill Learning.- 2 Learning Function Approximators.- 3 Learning Sensor Assisted Assembly Operations.- 4 Learning and Re-Calibration In Flexible Assembly.- 5 Contact Estimation for Compliant Motion Control.- 6 Learning Sensor-Based Navigation.- 7 Learning to Control a Visual Sensing System.- II Learning for Human-Robot Interaction.- 8 Learning in Human-Robot Communication.- 9 Learning to Classify.- 10 Learning a Taxonomy of Failures in Assembly.- 11 Incremental Signal to Symbol Processing.- 12 Learning Understandable Concepts for Robot Navigation.- 13 Program Optimization for Real-Time Performance.- References.

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