The present book is devoted to problems of adaptation of artificial neural networks to robust fault diagnosis schemes. It presents neural networks-based modelling and estimation techniques used for designing robust fault diagnosis schemes for non-linear dynamic systems.
A part of the book focuses on fundamental issues such as architectures of dynamic neural networks, methods for designing of neural networks and fault diagnosis schemes as well as the importance of robustness. The book is of a tutorial value and can be perceived as a good starting point for the new-comers to this field. The book is also devoted to advanced schemes of description of neural model uncertainty. In particular, the methods of computation of neural networks uncertainty with robust parameter estimation are presented. Moreover, a novel approach for system identification with the state-space GMDH neural network is delivered.
All the concepts described in this book are illustrated by both simple academic illustrative examples and practical applications.
Автор: Egon Krause; Yurii I. Shokin; Nina Shokina Название: Computational Science and High Performance Computing ISBN: 3642438105 ISBN-13(EAN): 9783642438103 Издательство: Springer Рейтинг: Цена: 47377.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Information and telecommunication systems for emergency management.- High Performance Computing in Engineering and Science.- Completely splitting method for the Navier-Stokes problem.- Methods of shock wave calculation.- Distributed and collaborative visualization of simulation results.- Safety problems of technical objects.- Direct numerical simulations of shock-boundary layer interaction at Ma = 6.- Mathematical models of filtration combustion and their applications.- Computer simulation at VNIIEF.- Mathematical modeling of optical communication lines with dispersion management.- Method of particles for incompressible flows with free surface.- Direct and inverse problems in the mechanics of composite plates and shells.- Numerical simulation of plasma-chemical reactors.- The application of smoothed particle hydrodynamics for the simulation of diesel injection.- Some features of modern computational mathematics: problems and new generation of algorithms.- Effcient flow simulation on high performance computers.- Simulation of problems with free surfaces by a boundary element method.- Simulation and optimisation for hydro power.- The analysis of behaviour of multilayered conic shells on the basis of nonclassical models.- Simulation of the motion and heating of an irregular plasma.- Numerics and simulations for convection dominated problems.- Modified Finite Volume Method for Calculation of Oceanic Waves on Unstructured Grids.- Performance aspects on high performance computers - from microprocessors to highly parallel smp systems.
Автор: Egon Krause; Yurii I. Shokin; Nina Shokina Название: Computational Science and High Performance Computing ISBN: 3540241205 ISBN-13(EAN): 9783540241201 Издательство: Springer Рейтинг: Цена: 47377.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: "Proceedings of the Russian-German Advanced Research Workshop on Computational Science and High Performance Computing in Novosibirsk Academgorodok ... organized by the Institute of Computational Technologies SB RAS (Novosibirsk, Russia) and the High Performance Computing Center Stuttgart (Stuttgart, Germany)"--Pref.
Автор: Egon Krause; Yurii I. Shokin; Nina Shokina Название: Computational Science and High Performance Computing II ISBN: 3642068642 ISBN-13(EAN): 9783642068645 Издательство: Springer Рейтинг: Цена: 47377.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This volume contains 27 contributions to the Second Russian-German Advanced Research Workshop on Computational Science and High Performance Computing presented in March 2005 at Stuttgart, Germany. Contributions range from computer science, mathematics and high performance computing to applications in mechanical and aerospace engineering.
Автор: Ravi Bhramaramba; Akula Chandra Sekhar Название: Application of Computational Intelligence to Biology ISBN: 9811003904 ISBN-13(EAN): 9789811003905 Издательство: Springer Рейтинг: Цена: 9141.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book is a contribution of translational and allied research to the proceedings of the International Conference on Computational Intelligence and Soft Computing. It explains how various computational intelligence techniques can be applied to investigate various biological problems.
Автор: In?s Dutra; Rui Camacho; Jorge Barbosa; Osni Marqu Название: High Performance Computing for Computational Science – VECPAR 2016 ISBN: 3319619810 ISBN-13(EAN): 9783319619811 Издательство: Springer Рейтинг: Цена: 7685.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book constitutes the thoroughly refereed post-conference proceedings of the 12fth International Conference on High Performance Computing in Computational Science, VECPAR 2016, held in Porto, Portugal, in June 2016. The 20 full papers presented were carefully reviewed and selected from 36 submissions.
Автор: Michel Dayd?; Osni Marques; Kengo Nakajima Название: High Performance Computing for Computational Science -- VECPAR 2014 ISBN: 3319173529 ISBN-13(EAN): 9783319173528 Издательство: Springer Рейтинг: Цена: 7826.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book constitutes the thoroughly refereed post-conference proceedings of the 11th International Conference on High Performance Computing for Computational Science, VECPAR 2014, held in Eugene, OR, USA, in June/July 2014.
Автор: Karkalos Название: Computational Methods for Application in Industry 4.0 ISBN: 3319923927 ISBN-13(EAN): 9783319923925 Издательство: Springer Рейтинг: Цена: 6986.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book presents computational and statistical methods used by intelligent systems within the concept of Industry 4.0. The methods include among others evolution-based and swarm intelligence-based methods. It is intended for researchers who are new in computational and statistical methods but also to experienced users.
Автор: Hermes Senger; Osni Marques; Rogerio Garcia; Tatia Название: High Performance Computing for Computational Science – VECPAR 2018 ISBN: 3030159957 ISBN-13(EAN): 9783030159955 Издательство: Springer Рейтинг: Цена: 6986.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book constitutes the thoroughly refereed post-conference proceedings of the 13th International Conference on High Performance Computing in Computational Science, VECPAR 2018, held in S?o Pedro, Brazil, in September 2018. The 17 full papers and one short paper included in this book were carefully reviewed and selected from 32 submissions presented at the conference. The papers cover the following topics: heterogeneous systems, shared memory systems and GPUs, and techniques including domain decomposition, scheduling and load balancing, with a strong focus on computational science applications.
Автор: Tshilidzi Marwala; Monica Lagazio Название: Militarized Conflict Modeling Using Computational Intelligence ISBN: 1447127013 ISBN-13(EAN): 9781447127017 Издательство: Springer Рейтинг: Цена: 18167.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This volume offers a scientific approach to manage inter-country conflict. Readers will find that through simultaneous control of four specific aspects (democracy, dependency, allies and capacity), predicted dispute outcomes can be avoided.
Описание: Introduction.- Designing of dynamic neural networks.- Estimation methods in training of ANNs for robust fault diagnosis.- MLP in robust fault detection of static non-linear systems.- GMDH networks in robust fault detection of dynamic non-linear systems.- State-space GMDH networks for actuator robust FDI.
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