Neural Network Perception for Mobile Robot Guidance

Name: Neural Network Perception for Mobile Robot Guidance
Brand: Springer
SKU: 9780792393733
Price: 2567 CZK
Availability: InStock

Autor: Dean A. Pomerleau

Jazyk:

Vazba: Pevná

Vydavatel: Springer

Dostupnost: Skladem u dodavatele v malém množství

Odesíláme za 11-15 dnů

2 567 Kč

Vision-based mobile robot guidance has proved difficult for classical machine vision methods because...

Informace o knize

Autor

Dean A. Pomerleau

Jazyk

Angličtina

Vazba

Kniha - Pevná

Vydáno

1993

Stránek

191

EAN

9780792393733

ISBN

0792393732

Enbook ID

01398199

Vydavatel

Springer

Hmotnost

1050

Rozměry

155 x 235 x 13

Kompletní popis

Vision-based mobile robot guidance has proved difficult for classical machine vision methods because of the diversity and real-time constraints inherent in the task. This book describes a connectionist system called ALVINN (Autonomous Land Vehicle In a Neural Network) that overcomes these difficulties. ALVINN learns to guide mobile robots using the back-propagation training algorithm. Because of its ability to learn from example, ALVINN can adapt to new situations and therefore cope with the diversity of the autonomous navigation task. But real world problems like vision-based mobile robot guidance present a different set of challenges for the connectionist paradigm. Among them are: how to develop a general representation from a limited amount of real training data; how to understand the internal representations developed by artificial neural networks; how to estimate the reliability of individual networks; how to combine multiple networks trained for different situations into a single system; how to combine connectionist perception with symbolic reasoning. Neural Network Perception for Mobile Robot Guidance presents novel solutions to each of these problems. Using these techniques, the ALVINN system can learn to control an autonomous van in under 5 minutes by watching a person drive. Once trained, individual ALVINN networks can drive in a variety of circumstances, including single-lane paved and unpaved roads, and multi-lane lined and unlined roads, at speeds of up to 55 miles per hour. The techniques also are shown to generalize to the task of controlling the precise foot placement of a walking robot.

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také

Nejčastěji hledané

Categories

Authors

Publishers

Produkty

Produkty

Nejčastěji hledané

Categories

Authors

Publishers

Produkty

Produkty

Neural Network Perception for Mobile Robot Guidance

Informace o knize

Kompletní popis

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také