Nonlinear system identification : from classical approaches to neural networks, fuzzy models, and Gaussian processes /: from classical approaches to neural networks, fuzzy models, and Gaussian processes. (2020)

• Record Type: Book
• Further Information: Note: Oliver Nelles.
• Other Names: Nelles, Oliver, 1969-
• Contents: Introduction -- Part One Optimization -- Introduction to Optimization -- Linear Optimization -- Nonlinear Local Optimization -- Nonlinear Global Optimization -- Unsupervised Learning Techniques -- Model Complexity Optimization -- Summary of Part 1 -- Part Two Static Models -- Introduction to Static Models -- Linear, Polynomial, and Look-Up Table Models -- Neural Networks -- Fuzzy and Neuro-Fuzzy Models -- Local Linear Neuro-Fuzzy Models: Fundamentals -- Local Linear Neuro-Fuzzy Models: Advanced Aspects -- Input Selection for Local Model Approaches -- Gaussian Process Models (GPMs) -- Summary of Part Two -- Part Three Dynamic Models -- Linear Dynamic System Identification -- Nonlinear Dynamic System Identification -- Classical Polynomial Approaches.-Dynamic Neural and Fuzzy Models -- Dynamic Local Linear Neuro-Fuzzy Models -- Neural Networks with Internal Dynamics -- Part Five Applications -- Applications of Static Models -- Applications of Dynamic Models -- Desing of Experiments -- Input Selection Applications -- Applications of Advanced Methods -- LMN Toolbox -- Vectors and Matrices -- Statistics -- Reference -- Index.
• Edition: 2nd ed
• Publisher Details: Cham : Springer
• Publication Date: 2020
• Copyright Date: 2020
• Extent: 1 online resource (1225 pages)
• Subjects: 003/.1; System identification; Nonlinear systems; Automatic control engineering; Cybernetics & systems theory; Calculus of variations; Computer modelling & simulation; Nonlinear science; Technology & Engineering -- Automation; Technology & Engineering -- Engineering (General); Mathematics -- Calculus; Computers -- Computer Simulation; Science -- Chaotic Behavior in Systems; Nonlinear systems; System identification; Electronic books; Electronic books
• Languages: English
• ISBNs: 9783030474393
• Related ISBNs: 9783030474386
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.