Diffuse Algorithms for Neural and Neuro-Fuzzy Networks : With Applications in Control Engineering and Signal Processing
Saved in:
| Title: | Diffuse Algorithms for Neural and Neuro-Fuzzy Networks : With Applications in Control Engineering and Signal Processing |
|---|---|
| Description: | Diffuse Algorithms for Neural and Neuro-Fuzzy Networks: With Applications in Control Engineering and Signal Processing presents new approaches to training neural and neuro-fuzzy networks. This book is divided into six chapters. Chapter 1 consists of plants models reviews, problems statements, and known results that are relevant to the subject matter of this book. Chapter 2 considers the RLS behavior on a finite interval. The theoretical results are illustrated by examples of solving problems of identification, control, and signal processing. Properties of the bias, the matrix of second-order moments and the normalized average squared error of the RLS algorithm on a finite time interval are studied in Chapter 3. Chapter 4 deals with the problem of multilayer neural and neuro-fuzzy networks training with simultaneous estimation of the hidden and output layers parameters. The theoretical results are illustrated with the examples of pattern recognition, identification of nonlinear static, and dynamic plants. Chapter 5 considers the estimation problem of the state and the parameters of the discrete dynamic plants in the absence of a priori statistical information about initial conditions or its incompletion. The Kalman filter and the extended Kalman filter diffuse analogues are obtained. Finally, Chapter 6 provides examples of the use of diffuse algorithms for solving problems in various engineering applications. This book is ideal for researchers and graduate students in control, signal processing, and machine learning. - Presents a new approach to training which can be applied to solve the control, identification, signal processing, and classification problems arising in practice - Offers an improvement from the existing learning techniques in control, robotics, and machine learning - Provides examples of the use of diffuse algorithms for solving problems in various engineering applications |
| Authors: | Boris.A Skorohod |
| Resource Type: | eBook. |
| Subjects: | Neural networks (Computer science)--Mathematics |
| Categories: | TECHNOLOGY & ENGINEERING / Robotics, TECHNOLOGY & ENGINEERING / Mechanical |
| Database: | eBook Collection (EBSCOhost) |
| FullText | Links: – Type: ebook-pdf Text: Availability: 0 |
|---|---|
| Header | DbId: nlebk DbLabel: eBook Collection (EBSCOhost) An: 1433165 RelevancyScore: 1077 AccessLevel: 6 PubType: eBook PubTypeId: ebook PreciseRelevancyScore: 1077.00524902344 |
| IllustrationInfo | |
| ImageInfo | – Size: thumb Target: https://rps2images.ebscohost.com/rpsweb/othumb?id=NL$1433165$PDF&s=r – Size: medium Target: https://rps2images.ebscohost.com/rpsweb/othumb?id=NL$1433165$PDF&s=d |
| Items | – Name: Title Label: Title Group: Ti Data: Diffuse Algorithms for Neural and Neuro-Fuzzy Networks : With Applications in Control Engineering and Signal Processing – Name: Abstract Label: Description Group: Ab Data: Diffuse Algorithms for Neural and Neuro-Fuzzy Networks: With Applications in Control Engineering and Signal Processing presents new approaches to training neural and neuro-fuzzy networks. This book is divided into six chapters. Chapter 1 consists of plants models reviews, problems statements, and known results that are relevant to the subject matter of this book. Chapter 2 considers the RLS behavior on a finite interval. The theoretical results are illustrated by examples of solving problems of identification, control, and signal processing. Properties of the bias, the matrix of second-order moments and the normalized average squared error of the RLS algorithm on a finite time interval are studied in Chapter 3. Chapter 4 deals with the problem of multilayer neural and neuro-fuzzy networks training with simultaneous estimation of the hidden and output layers parameters. The theoretical results are illustrated with the examples of pattern recognition, identification of nonlinear static, and dynamic plants. Chapter 5 considers the estimation problem of the state and the parameters of the discrete dynamic plants in the absence of a priori statistical information about initial conditions or its incompletion. The Kalman filter and the extended Kalman filter diffuse analogues are obtained. Finally, Chapter 6 provides examples of the use of diffuse algorithms for solving problems in various engineering applications. This book is ideal for researchers and graduate students in control, signal processing, and machine learning. - Presents a new approach to training which can be applied to solve the control, identification, signal processing, and classification problems arising in practice - Offers an improvement from the existing learning techniques in control, robotics, and machine learning - Provides examples of the use of diffuse algorithms for solving problems in various engineering applications – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Boris%2EA+Skorohod%22">Boris.A Skorohod</searchLink> – Name: TypePub Label: Resource Type Group: TypPub Data: eBook. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22Neural+networks+%28Computer+science%29--Mathematics%22">Neural networks (Computer science)--Mathematics</searchLink> – Name: SubjectBISAC Label: Categories Group: Su Data: <searchLink fieldCode="ZK" term="%22TECHNOLOGY+%26+ENGINEERING+%2F+Robotics%22">TECHNOLOGY & ENGINEERING / Robotics</searchLink><br /><searchLink fieldCode="ZK" term="%22TECHNOLOGY+%26+ENGINEERING+%2F+Mechanical%22">TECHNOLOGY & ENGINEERING / Mechanical</searchLink> |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=nlebk&AN=1433165 |
| RecordInfo | BibRecord: BibEntity: Classifications: – Code: 006.320151 Scheme: ddc Type: prePub Languages: – Code: eng Text: English Subjects: – SubjectFull: Neural networks (Computer science)--Mathematics Type: general Titles: – TitleFull: Diffuse Algorithms for Neural and Neuro-Fuzzy Networks : With Applications in Control Engineering and Signal Processing Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Boris.A Skorohod – PersonEntity: Name: NameFull: Boris.A Skorohod IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 01 Type: published Y: 2017 – D: 28 M: 02 Type: profile Y: 2017 Identifiers: – Type: isbn-print Value: 9780128126097 – Type: isbn-electronic Value: 9780128126103 Titles: – TitleFull: Diffuse Algorithms for Neural and Neuro-Fuzzy Networks : With Applications in Control Engineering and Signal Processing Type: main |
| ResultId | 1 |
