Neural Networks And Micromechanics

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Neural Networks And Micromechanics

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Author : Ernst Kussul
language : en
Publisher: Springer Science & Business Media
Release Date : 2009-12-01

Neural Networks And Micromechanics written by Ernst Kussul and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-12-01 with Computers categories.

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.

Neural Networks And Micromechanics

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Author : Ernst Kussul
language : en
Publisher: Springer
Release Date : 2010-05-06

Neural Networks And Micromechanics written by Ernst Kussul and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-05-06 with Computers categories.

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.

Atomech1 2023 Supplement

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Author : Erasmo Carrera
language : en
Publisher: Materials Research Forum LLC
Release Date : 2023-11-01

Atomech1 2023 Supplement written by Erasmo Carrera and has been published by Materials Research Forum LLC this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-01 with Technology & Engineering categories.

The book presents a supplement to the proceedings of the International Conference on ‘Advanced Topics in Mechanics of Materials, Structures and Construction’ (AToMech1-2023). Keywords: Hand Gesture Control Accuracy, Metal Hot Extrusion, Artificial Neural Networks, Ionanofluids, Concrete Made from Wastewater Bottle Caps, Machine Learning, Pool Boiling Heat Transfer, Nanofluids, Additively Manufactured Steels.

Artificial Neural Networks In Continuum Micromechanics

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Author : Alexander Henkes
language : en
Publisher:
Release Date : 2022

Artificial Neural Networks In Continuum Micromechanics written by Alexander Henkes and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022 with categories.

Applied Micromechanics Of Complex Microstructures

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Author : Majid Baniassadi
language : en
Publisher: Elsevier
Release Date : 2023-03-02

Applied Micromechanics Of Complex Microstructures written by Majid Baniassadi and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-02 with Technology & Engineering categories.

Applied Micromechanics of Complex Microstructures explains the fundamental concepts of continuum modeling of various complicated microstructures, covering nanocomposites, multiphase composites, biomaterials, biological materials, and more. The authors outline the calculation of effective mechanical and thermal properties, allowing readers to understand the step-by-step modeling and homogenization of complicated microstructures, and the book also features a chapter on microstructure hull and material design. Modeling of complex samples with nonlinear properties such as neural tissue, bone microstructure, and liver tissue is also explained and analyzed. - Explains the core concepts of continuum modeling of different complex microstructures, including nanocomposites, multiphase composites, biomaterials, and biological materials - Provides detailed calculations of eff ective mechanical and thermal properties allowing the audience to understand the modeling and homogenization of complex microstructures - Covers several methods for designing the microstructure of heterogeneous materials

Intelligent Automation In Renewable Energy

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Author : Tetyana Baydyk
language : en
Publisher: Springer
Release Date : 2019-02-05

Intelligent Automation In Renewable Energy written by Tetyana Baydyk and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-02-05 with Computers categories.

After an introduction to renewable energy technologies, the authors present computational intelligence techniques for optimizing the manufacture of related technologies, including solar concentrators. In particular the authors present new applications for their neural classifiers for image and pattern recognition. The book will be of interest to researchers in computational intelligence, in particular in the domain of neural networks, and engineers engaged with renewable energy technologies.

Magnesium Technology 2022

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Author : Petra Maier
language : en
Publisher: Springer Nature
Release Date : 2022-02-05

Magnesium Technology 2022 written by Petra Maier and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-02-05 with Technology & Engineering categories.

The Magnesium Technology Symposium at the TMS Annual Meeting & Exhibition is one of the largest yearly gatherings of magnesium specialists in the world. Papers represent all aspects of the field, ranging from primary production to applications and recycling. Moreover, papers explore everything from basic research findings to industrialization. Magnesium Technology 2022 is a definitive reference that covers a broad spectrum of current topics, including novel extraction techniques; primary production; alloys and their production; integrated computational materials engineering; thermodynamics and kinetics; plasticity mechanisms; cast products and processing; wrought products and processing; forming, joining, and machining; corrosion and surface finishing; fatigue and fracture; dynamic response; structural applications; degradation and biomedical applications; emerging applications; additive manufacturing of powders; and recycling, ecological issues, and life cycle analysis.

Scientific And Technical Aerospace Reports

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Author :
language : en
Publisher:
Release Date : 1995

Scientific And Technical Aerospace Reports written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995 with Aeronautics categories.

Lists citations with abstracts for aerospace related reports obtained from world wide sources and announces documents that have recently been entered into the NASA Scientific and Technical Information Database.

Tms 2023 152nd Annual Meeting Exhibition Supplemental Proceedings

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Author : The Minerals, Metals & Materials Society
language : en
Publisher: Springer Nature
Release Date : 2023-02-06

Tms 2023 152nd Annual Meeting Exhibition Supplemental Proceedings written by The Minerals, Metals & Materials Society and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-06 with Technology & Engineering categories.

This collection presents papers from the 152nd Annual Meeting & Exhibition of The Minerals, Metals & Materials Society.

Pesticides

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Author : R.P. Soundararajan
language : en
Publisher: BoD – Books on Demand
Release Date : 2012-07-25

Pesticides written by R.P. Soundararajan and has been published by BoD – Books on Demand this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-07-25 with Technology & Engineering categories.

Pesticides are considered as potential molecules to combat insects, pests, diseases and weeds in agricultural, horticultural cropping system as well as health management systems. Pesticides of chemical origin are highly effective against the target organism. However, the chemical pesticides have toxic effects on several non-target species and the growing environmental concerns raises the issues of safety and evaluation of toxicity. In this book the effects of chemical pesticides on fishes, earthworms, beneficial microbes and natural enemies in agricultural ecosystems are discussed. Furthermore, pesticides have the properties to disrupt endocrine and non-traditional pesticide compounds have been elaborately narrated. The recent technology on use of biomarkers in pesticide assay is described in two chapters. Some of plants having pesticidally active compounds are described. Use of biotechnological approaches for insect pest management and a new approach to recognize larva in the field by LIRA classifier system are two more interesting chapters of the book.