Neural Networks with Discontinuous/Impact Activations

Neural Networks with Discontinuous/Impact Activations
Title Neural Networks with Discontinuous/Impact Activations PDF eBook
Author Marat Akhmet
Publisher Springer Science & Business Media
Pages 176
Release 2013-10-30
Genre Technology & Engineering
ISBN 1461485665

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This book presents as its main subject new models in mathematical neuroscience. A wide range of neural networks models with discontinuities are discussed, including impulsive differential equations, differential equations with piecewise constant arguments, and models of mixed type. These models involve discontinuities, which are natural because huge velocities and short distances are usually observed in devices modeling the networks. A discussion of the models, appropriate for the proposed applications, is also provided.

Advances in Information Technology Research and Application: 2012 Edition

Advances in Information Technology Research and Application: 2012 Edition
Title Advances in Information Technology Research and Application: 2012 Edition PDF eBook
Author
Publisher ScholarlyEditions
Pages 3360
Release 2012-12-26
Genre Computers
ISBN 1464990514

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Advances in Information Technology Research and Application / 2012 Edition is a ScholarlyEditions™ eBook that delivers timely, authoritative, and comprehensive information about Information Technology. The editors have built Advances in Information Technology Research and Application / 2012 Edition on the vast information databases of ScholarlyNews.™ You can expect the information about Information Technology in this eBook to be deeper than what you can access anywhere else, as well as consistently reliable, authoritative, informed, and relevant. The content of Advances in Information Technology Research and Application / 2012 Edition has been produced by the world’s leading scientists, engineers, analysts, research institutions, and companies. All of the content is from peer-reviewed sources, and all of it is written, assembled, and edited by the editors at ScholarlyEditions™ and available exclusively from us. You now have a source you can cite with authority, confidence, and credibility. More information is available at http://www.ScholarlyEditions.com/.

Replication of Chaos in Neural Networks, Economics and Physics

Replication of Chaos in Neural Networks, Economics and Physics
Title Replication of Chaos in Neural Networks, Economics and Physics PDF eBook
Author Marat Akhmet
Publisher Springer
Pages 468
Release 2015-08-13
Genre Science
ISBN 3662475006

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This book presents detailed descriptions of chaos for continuous-time systems. It is the first-ever book to consider chaos as an input for differential and hybrid equations. Chaotic sets and chaotic functions are used as inputs for systems with attractors: equilibrium points, cycles and tori. The findings strongly suggest that chaos theory can proceed from the theory of differential equations to a higher level than previously thought. The approach selected is conducive to the in-depth analysis of different types of chaos. The appearance of deterministic chaos in neural networks, economics and mechanical systems is discussed theoretically and supported by simulations. As such, the book offers a valuable resource for mathematicians, physicists, engineers and economists studying nonlinear chaotic dynamics.

Advances in Mathematical and Computational Sciences

Advances in Mathematical and Computational Sciences
Title Advances in Mathematical and Computational Sciences PDF eBook
Author Manoj Kumar Patel
Publisher Walter de Gruyter GmbH & Co KG
Pages 512
Release 2024-11-04
Genre Mathematics
ISBN 3111313638

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This volume documents the contributions presented at The ICRTMPCS II International Conference on Advances in Mathematical and Computational Sciences. Entries focus on modern trends and techniques in branches of pure and applied mathematics, statistics, and computer science. Highlighting applications in coding theory, cryptography, graph theory, fuzzy theory, variance analysis, data analysis, and sampling theory.

Modeling, Dynamics, Optimization and Bioeconomics II

Modeling, Dynamics, Optimization and Bioeconomics II
Title Modeling, Dynamics, Optimization and Bioeconomics II PDF eBook
Author Alberto A. Pinto
Publisher Springer
Pages 531
Release 2017-09-30
Genre Mathematics
ISBN 3319552368

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The concepts and techniques presented in this volume originated from the fields of dynamics, statistics, control theory, computer science and informatics, and are applied to novel and innovative real-world applications. Over the past few decades, the use of dynamic systems, control theory, computing, data mining, machine learning and simulation has gained the attention of numerous researchers from all over the world. Admirable scientific projects using both model-free and model-based methods coevolved at today’s research centers and are introduced in conferences around the world, yielding new scientific advances and helping to solve important real-world problems. One important area of progress is the bioeconomy, where advances in the life sciences are used to produce new products in a sustainable and clean manner. In this book, scientists from all over the world share their latest insights and important findings in the field. The majority of the contributed papers for this volume were written by participants of the 3rd International Conference on Dynamics, Games and Science, DGSIII, held at the University of Porto in February 2014, and at the Berkeley Bioeconomy Conference at the University of California at Berkeley in March 2014. The aim of the project of this book “Modeling, Dynamics, Optimization and Bioeconomics II” follows the same aim as its companion piece, “Modeling, Dynamics, Optimization and Bioeconomics I,” namely, the exploration of emerging and cutting-edge theories and methods for modeling, optimization, dynamics and bioeconomy.

Advances in Neural Networks – ISNN 2016

Advances in Neural Networks – ISNN 2016
Title Advances in Neural Networks – ISNN 2016 PDF eBook
Author Long Cheng
Publisher Springer
Pages 751
Release 2016-07-01
Genre Computers
ISBN 3319406639

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This book constitutes the refereed proceedings of the 13th International Symposium on Neural Networks, ISNN 2016, held in St. Petersburg, Russia in July 2016. The 84 revised full papers presented in this volume were carefully reviewed and selected from 104 submissions. The papers cover many topics of neural network-related research including signal and image processing; dynamical behaviors of recurrent neural networks; intelligent control; clustering, classification, modeling, and forecasting; evolutionary computation; and cognition computation and spiking neural networks.

Qualitative Analysis and Control of Complex Neural Networks with Delays

Qualitative Analysis and Control of Complex Neural Networks with Delays
Title Qualitative Analysis and Control of Complex Neural Networks with Delays PDF eBook
Author Zhanshan Wang
Publisher Springer
Pages 398
Release 2015-07-18
Genre Technology & Engineering
ISBN 3662474840

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This book focuses on the stability of the dynamical neural system, synchronization of the coupling neural system and their applications in automation control and electrical engineering. The redefined concept of stability, synchronization and consensus are adopted to provide a better explanation of the complex neural network. Researchers in the fields of dynamical systems, computer science, electrical engineering and mathematics will benefit from the discussions on complex systems. The book will also help readers to better understand the theory behind the control technique and its design.