Neural Networks and Micromechanics

Nonfiction, Computers, Advanced Computing, Engineering, Computer Vision, Artificial Intelligence, General Computing
Cover of the book Neural Networks and Micromechanics by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk, Springer Berlin Heidelberg
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk ISBN: 9783642025358
Publisher: Springer Berlin Heidelberg Publication: December 1, 2009
Imprint: Springer Language: English
Author: Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
ISBN: 9783642025358
Publisher: Springer Berlin Heidelberg
Publication: December 1, 2009
Imprint: Springer
Language: English

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.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

More books from Springer Berlin Heidelberg

Cover of the book Visite! - Kommunikation auf Augenhöhe im interdisziplinären Team by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
Cover of the book Die Schuldrechtsklausur II by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
Cover of the book Non-negative Matrix Factorization Techniques by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
Cover of the book Guts of Surfaces and the Colored Jones Polynomial by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
Cover of the book Patterns kompakt by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
Cover of the book Lung Tumors by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
Cover of the book Special Focus on the Biology of Aging by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
Cover of the book Faszination Astronomie by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
Cover of the book Religionspsychologie by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
Cover of the book Petrology and Genesis of Leucite-Bearing Rocks by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
Cover of the book Europa, deine Frauen by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
Cover of the book Forest Dynamics, Growth and Yield by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
Cover of the book Autologous Resurfacing and Fracture Dowelling by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
Cover of the book Challenges in Analytical Quality Assurance by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
Cover of the book Coaching jenseits von Tools und Techniken by Ernst Kussul, Donald C. Wunsch, Tatiana Baidyk
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy