Semi-Empirical Neural Network Modeling and Digital Twins Development
  • Author : Dmitriy Tarkhov
  • Release Date : 01 November 2019
  • Publisher : Academic Press
  • Genre : Uncategorized
  • Pages : 288
  • ISBN 13 : 0128156511

Semi-Empirical Neural Network Modeling and Digital Twins Development Book Summary

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 : Uncategorized
Total View : 8051 Views
File Size : 50,9 Mb
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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 ...

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
Total View : 3343 Views
File Size : 40,5 Mb
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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 ...

Cyber Physical Systems and Control II

Cyber Physical Systems and Control II

Author : Dmitry G. Arseniev,Nabil Aouf
Publisher : Springer Nature
Genre : Technology & Engineering
Total View : 293 Views
File Size : 51,7 Mb
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The book contains selected research papers presented at the 2nd International Conference on Cyber-Physical Systems and Control (CPS&Cā€™2021) which was held from 29 June to 2 July 2021 in St. Petersburg, Russia. The CPS&Cā€™2021 Conference continues the series of international conferences that began in 2019 when the first International Conference on Cyber-Physical ...

Modern Information Technology and IT Education

Modern Information Technology and IT Education

Author : Vladimir Sukhomlin,Elena Zubareva
Publisher : Springer Nature
Genre : Computers
Total View : 2249 Views
File Size : 40,6 Mb
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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
Total View : 8296 Views
File Size : 47,6 Mb
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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 03ā€“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 ...

Prediction Techniques for Renewable Energy Generation and Load Demand Forecasting

Prediction Techniques for Renewable Energy Generation and Load Demand Forecasting

Author : Anuradha Tomar,Prerna Gaur,Xiaolong Jin
Publisher : Springer Nature
Genre : Technology & Engineering
Total View : 2801 Views
File Size : 54,5 Mb
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This book provides an introduction to forecasting methods for renewable energy sources integrated with existing grid. It consists of two sections; the first one is on the generation side forecasting methods, while the second section deals with the different ways of load forecasting. It broadly includes artificial intelligence, machine learning, ...

Industry 4 1

Industry 4 1

Author : Fan-Tien Cheng
Publisher : John Wiley & Sons
Genre : Technology & Engineering
Total View : 7291 Views
File Size : 44,6 Mb
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Industry 4.1 Intelligent Manufacturing with Zero Defects 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 ...