Semi-empirical Neural Network Modeling and Digital Twins Development
  • Author : Dmitriy Tarkhov
  • Release Date : 23 November 2019
  • Publisher : Academic Press
  • Genre : Science
  • Pages : 288
  • ISBN 13 : 9780128156520

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Book excerpt: Semi-empirical Neural Network Modeling presents a new approach on how to quickly construct an accurate, multilayered neural network solution of differential equations. Current neural network methods have significant disadvantages, including a lengthy learning process and single-layered neural networks built on the finite element method (FEM). The strength of the new method presented in this book is the automatic inclusion of task parameters in the final solution formula, which eliminates the need for repeated problem-solving. This is especially important for constructing individual models with unique features. The book illustrates key concepts through a large number of specific problems, both hypothetical models and practical interest. Offers a new approach to neural networks using a unified simulation model at all stages of design and operation Illustrates this new approach with numerous concrete examples throughout the book Presents the methodology in separate and clearly-defined stages

Semi empirical Neural Network Modeling and Digital Twins Development

Semi empirical Neural Network Modeling and Digital Twins Development

Author : Dmitriy Tarkhov,Alexander Nikolayevich Vasilyev
Publisher : Academic Press
Genre : Science
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Semi-empirical Neural Network Modeling presents a new approach on how to quickly construct an accurate, multilayered neural network solution of differential equations. Current neural network methods have significant disadvantages, including a lengthy learning process and single-layered neural networks built on the finite element method (FEM). The strength of the new ...

Modern Information Technology and IT Education

Modern Information Technology and IT Education

Author : Vladimir Sukhomlin,Elena Zubareva
Publisher : Springer Nature
Genre : Computers
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This book constitutes the refereed proceedings of the 12th International Conference on Modern Information Technology and IT Education, held in Moscow, Russia, in November 2017. The 30 papers presented were carefully reviewed and selected from 126 submissions. The papers are organized according to the following topics: IT-education: methodology, methodological support; e-learning and IT ...

Proceedings of the International Conference on Intelligent Vision and Computing  ICIVC 2021

Proceedings of the International Conference on Intelligent Vision and Computing ICIVC 2021

Author : Harish Sharma,Vijay Kumar Vyas,Rajesh Kumar Pandey,Mukesh Prasad
Publisher : Springer Nature
Genre : Technology & Engineering
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This book gathers outstanding research papers presented at the International Conference on Intelligent Vision and Computing (ICIVC 2021), held online during October 03–04, 2021. ICIVC 2021 is organised by Sur University, Oman. The book presents novel contributions in intelligent vision and computing and serves as reference material for beginners and advanced research. The topics ...

31st European Symposium on Computer Aided Process Engineering

31st European Symposium on Computer Aided Process Engineering

Author : Metin Türkay,Rafiqul Gani
Publisher : Elsevier
Genre : Technology & Engineering
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The 31st European Symposium on Computer Aided Process Engineering: ESCAPE-31, Volume 50 contains the papers presented at the 31st European Symposium of Computer Aided Process Engineering (ESCAPE) event held in Istanbul, Turkey. It is a valuable resource for chemical engineers, chemical process engineers, researchers in industry and academia, students and consultants ...

Industry 4 1

Industry 4 1

Author : Fan-Tien Cheng
Publisher : John Wiley & Sons
Genre : Technology & Engineering
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Discover the future of manufacturing with this comprehensive introduction to Industry 4.0 technologies from a celebrated expert in the field Industry 4.1: Intelligent Manufacturing with Zero Defects delivers an in-depth exploration of the functions of intelligent manufacturing and its applications and implementations through the Intelligent Factory Automation (iFA) System Platform. The book’...

Aeronautical Engineering

Aeronautical Engineering

Author : Anonim
Publisher : Unknown
Genre : Aeronautics
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A selection of annotated references to unclassified reports and journal articles that were introduced into the NASA scientific and technical information system and announced in Scientific and technical aerospace reports (STAR) and International aerospace abstracts (IAA)...

Nonlinear System Identification

Nonlinear System Identification

Author : Oliver Nelles
Publisher : Springer Science & Business Media
Genre : Technology & Engineering
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Written from an engineering point of view, this book covers the most common and important approaches for the identification of nonlinear static and dynamic systems. The book also provides the reader with the necessary background on optimization techniques, making it fully self-contained. The new edition includes exercises....

Service Oriented  Holonic and Multi agent Manufacturing Systems for Industry of the Future

Service Oriented Holonic and Multi agent Manufacturing Systems for Industry of the Future

Author : Theodor Borangiu,Damien Trentesaux,Paulo Leitão,Adriana Giret Boggino,Vicente Botti
Publisher : Springer
Genre : Technology & Engineering
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This proceedings book presents selected peer-reviewed papers from the 9th International Workshop on ‘Service Oriented, Holonic and Multi-agent Manufacturing Systems for the Industry of the Future’ organized by Universitat Politècnica de València, Spain, and held on October 3–4, 2019. The SOHOMA 2019 Workshop aimed to foster innovation in the digital transformation ...

Innovations in Digital Economy

Innovations in Digital Economy

Author : Dmitrii Rodionov,Tatiana Kudryavtseva,Mohammed Ali Berawi,Angi Skhvediani
Publisher : Springer Nature
Genre : Computers
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This book constitutes the revised and extended papers of the First International Conference on Innovations in Digital Economy, SPBU IDE 2019, held in St. Petersburg, Russia, in October 2019. The 8 papers presented were thoroughly reviewed and selected for publication from 78 submissions. The papers are organized according the following topical sections: economic efficiency ...