Coverart for item
The Resource Neural networks and micromechanics, Ernst Kussul, Tatiana Baidyk, Donald C. Wunsch

Neural networks and micromechanics, Ernst Kussul, Tatiana Baidyk, Donald C. Wunsch

Label
Neural networks and micromechanics
Title
Neural networks and micromechanics
Statement of responsibility
Ernst Kussul, Tatiana Baidyk, Donald C. Wunsch
Creator
Contributor
Subject
Language
eng
Summary
Micromechanical manufacturing based on microequipment creates new possibi- ties in goods production. If microequipment sizes are comparable to the sizes of the microdevices to be produced, it is possible to decrease the cost of production drastically. The main components of the production cost - material, energy, space consumption, equipment, and maintenance - decrease with the scaling down of equipment sizes. To obtain really inexpensive production, labor costs must be reduced to almost zero. For this purpose, fully automated microfactories will be developed. To create fully automated microfactories, we propose using arti?cial neural networks having different structures. The simplest perceptron-like neural network can be used at the lowest levels of microfactory control systems. Adaptive Critic Design, based on neural network models of the microfactory objects, can be used for manufacturing process optimization, while associative-projective neural n- works and networks like ART could be used for the highest levels of control systems. We have examined the performance of different neural networks in traditional image recognition tasks and in problems that appear in micromechanical manufacturing. We and our colleagues also have developed an approach to mic- equipment creation in the form of sequential generations. Each subsequent gene- tion must be of a smaller size than the previous ones and must be made by previous generations. Prototypes of?rst-generation microequipment have been developed and assessed
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Kussulʹ, Ė. M
Dewey number
621.3810285642
Illustrations
illustrations
Index
no index present
LC call number
QA76.87
LC item number
.K77 2010
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Baidyk, Tatiana
  • Wunsch, Donald C
http://library.link/vocab/subjectName
  • Neural networks (Computer science)
  • Pattern recognition systems
  • Microelectromechanical systems
  • TECHNOLOGY & ENGINEERING
  • TECHNOLOGY & ENGINEERING
  • Informatique
  • Microelectromechanical systems
  • Neural networks (Computer science)
  • Pattern recognition systems
  • Bilderkennung
  • Mikromechanik
  • Neuronales Netz
Label
Neural networks and micromechanics, Ernst Kussul, Tatiana Baidyk, Donald C. Wunsch
Instantiates
Publication
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Classical Neural Networks -- Neural Classifiers -- Permutation Coding Technique for Image Recognition System -- Associative-Projective Neural Networks (APNNs) -- Recognition of Textures, Object Shapes, and Handwritten Words -- Hardware for Neural Networks -- Micromechanics -- Applications of Neural Networks in Micromechanics -- Texture Recognition in Micromechanics -- Adaptive Algorithms Based on Technical Vision
Control code
663096782
Dimensions
unknown
Extent
1 online resource (x, 221 pages)
Form of item
online
Isbn
9783642025358
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other physical details
illustrations
http://library.link/vocab/ext/overdrive/overdriveId
978-3-642-02534-1
Publisher number
12557622
Specific material designation
remote
System control number
(OCoLC)663096782
Label
Neural networks and micromechanics, Ernst Kussul, Tatiana Baidyk, Donald C. Wunsch
Publication
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Classical Neural Networks -- Neural Classifiers -- Permutation Coding Technique for Image Recognition System -- Associative-Projective Neural Networks (APNNs) -- Recognition of Textures, Object Shapes, and Handwritten Words -- Hardware for Neural Networks -- Micromechanics -- Applications of Neural Networks in Micromechanics -- Texture Recognition in Micromechanics -- Adaptive Algorithms Based on Technical Vision
Control code
663096782
Dimensions
unknown
Extent
1 online resource (x, 221 pages)
Form of item
online
Isbn
9783642025358
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other physical details
illustrations
http://library.link/vocab/ext/overdrive/overdriveId
978-3-642-02534-1
Publisher number
12557622
Specific material designation
remote
System control number
(OCoLC)663096782

Library Locations

    • Ellis LibraryBorrow it
      1020 Lowry Street, Columbia, MO, 65201, US
      38.944491 -92.326012
    • Engineering Library & Technology CommonsBorrow it
      W2001 Lafferre Hall, Columbia, MO, 65211, US
      38.946102 -92.330125
Processing Feedback ...