Vision-Based Robot Navigation : Quest for Intelligent Approaches Using a Sparse Distributed Memory

Mateus Mendes, A. Paulo Coimbra, Manuel M. Cris Stomo

ISBN 10: 1612331041 / ISBN 13: 9781612331041

Published by Universal Publishers, 2012

About this Item

Zustand: Hervorragend | Sprache: Englisch | Produktart: Bücher | Starting with a summary of the history of Artificial Intelligence, this book makes the bridge to the modern debate on the definition of Intelligence and the path to building Intelligent Machines. Since the definition of Intelligence is itself subject to open debate, the quest for Intelligent machines is pursuing a moving target.Apparently, intelligent behaviour is, to a great extent, the result of using a sophisticated associative memory, more than the result of heavy processing. The book describes theories on how the brain works, associative memory models and how a particular model - the Sparse Distributed Memory (SDM) - can be used to navigate a robot based on visual memories. Other robot navigation methods are also comprehensively revised and compared to the method proposed. The performance of the SDM-based robot has been tested in different typical problems, such as illumination changes, occlusions and image noise, taking the SDM to the limits. The results are extensively discussed in the book.

Seller Inventory # 22851362/1

Bibliographic Details

• Title: Vision-Based Robot Navigation : Quest for Intelligent Approaches Using a Sparse Distributed Memory
• Publisher: Universal Publishers
• Publication Date: 2012
• Language: English
• ISBN 10: 1612331041
• ISBN 13: 9781612331041
• Binding: Soft cover
• Condition: Hervorragend
• Seller catalogs:
  • Bücher

About this title

Synopsis

Starting with a summary of the history of Artificial Intelligence, this book makes the bridge to the modern debate on the definition of Intelligence and the path to building Intelligent Machines. Since the definition of Intelligence is itself subject to open debate, the quest for Intelligent machines is pursuing a moving target. Apparently, intelligent behaviour is, to a great extent, the result of using a sophisticated associative memory, more than the result of heavy processing. The book describes theories on how the brain works, associative memory models and how a particular model - the Sparse Distributed Memory (SDM) - can be used to navigate a robot based on visual memories. Other robot navigation methods are also comprehensively revised and compared to the method proposed. The performance of the SDM-based robot has been tested in different typical problems, such as illumination changes, occlusions and image noise, taking the SDM to the limits. The results are extensively discussed in the book.