Nonlinear System Identification: NARMAX Methods in the Time, Frequency, and Spatio-Temporal Domains
()
Currently unavailable
Currently unavailable
About this ebook
Nonlinear System Identification: NARMAX Methods in the Time, Frequency, and Spatio-Temporal Domains describes a comprehensive framework for the identification and analysis of nonlinear dynamic systems in the time, frequency, and spatio-temporal domains. This book is written with an emphasis on making the algorithms accessible so that they can be applied and used in practice.
Includes coverage of:
- The NARMAX (nonlinear autoregressive moving average with exogenous inputs) model
- The orthogonal least squares algorithm that allows models to be built term by term where the error reduction ratio reveals the percentage contribution of each model term
- Statistical and qualitative model validation methods that can be applied to any model class
- Generalised frequency response functions which provide significant insight into nonlinear behaviours
- A completely new class of filters that can move, split, spread, and focus energy
- The response spectrum map and the study of sub harmonic and severely nonlinear systems
- Algorithms that can track rapid time variation in both linear and nonlinear systems
- The important class of spatio-temporal systems that evolve over both space and time
- Many case study examples from modelling space weather, through identification of a model of the visual processing system of fruit flies, to tracking causality in EEG data are all included
to demonstrate how easily the methods can be applied in practice and to show the insight that the algorithms reveal even for complex systems
NARMAX algorithms provide a fundamentally different approach to nonlinear system identification and signal processing for nonlinear systems. NARMAX methods provide models that are transparent, which can easily be analysed, and which can be used to solve real problems.
This book is intended for graduates, postgraduates and researchers in the sciences and engineering, and also for users from other fields who have collected data and who wish to identify models to help to understand the dynamics of their systems.
Related to Nonlinear System Identification
Related ebooks
Learning Automata: Theory and Applications Rating: 0 out of 5 stars0 ratingsAn Introduction to Parametric Digital Filters and Oscillators Rating: 0 out of 5 stars0 ratingsSystem Identification Rating: 0 out of 5 stars0 ratingsNumerical Methods for Initial Value Problems in Ordinary Differential Equations Rating: 5 out of 5 stars5/5Signal Processing for Neuroscientists Rating: 0 out of 5 stars0 ratingsThe Dynamics of Automatic Control Systems Rating: 5 out of 5 stars5/5Nonlinear Microwave Circuit Design Rating: 0 out of 5 stars0 ratingsMiniaturization of Analytical Systems: Principles, Designs and Applications Rating: 0 out of 5 stars0 ratingsFeedback Control Theory Rating: 5 out of 5 stars5/5High Performance Heterogeneous Computing Rating: 0 out of 5 stars0 ratingsInfrared Thermography: Errors and Uncertainties Rating: 0 out of 5 stars0 ratingsAverage Case Analysis of Algorithms on Sequences Rating: 0 out of 5 stars0 ratingsPractical Data Analysis in Chemistry Rating: 5 out of 5 stars5/5The Economics of Complex Spatial Systems Rating: 0 out of 5 stars0 ratingsComputer-Aided Analysis of Difference Schemes for Partial Differential Equations Rating: 0 out of 5 stars0 ratingsMultisensor Instrumentation 6σ Design: Defined Accuracy Computer-Integrated Measurement Systems Rating: 0 out of 5 stars0 ratingsRobust Output Feedback H-infinity Control and Filtering for Uncertain Linear Systems Rating: 0 out of 5 stars0 ratingsTiming Analysis of Real-Time Software Rating: 1 out of 5 stars1/5Introduction to Discrete Dynamical Systems and Chaos Rating: 0 out of 5 stars0 ratingsStochastic Models: Estimation and Control: v. 1 Rating: 3 out of 5 stars3/5Introduction to Algebraic System Theory Rating: 0 out of 5 stars0 ratingsLumped and Distributed Passive Networks: A Generalized and Advanced Viewpoint Rating: 0 out of 5 stars0 ratingsQualitative Analysis of Large Scale Dynamical Systems Rating: 0 out of 5 stars0 ratingsModern Anti-windup Synthesis: Control Augmentation for Actuator Saturation Rating: 5 out of 5 stars5/5The Spectral Analysis of Time Series: Probability and Mathematical Statistics, Vol. 22 Rating: 0 out of 5 stars0 ratingsTrends and Progress in System Identification: Ifac Series for Graduates, Research Workers & Practising Engineers Rating: 0 out of 5 stars0 ratingsThe Spectral Analysis of Time Series Rating: 0 out of 5 stars0 ratingsSequential Methods in Pattern Recognition and Machine Learning Rating: 0 out of 5 stars0 ratingsDiscrete Signals and Inverse Problems: An Introduction for Engineers and Scientists Rating: 0 out of 5 stars0 ratings
Technology & Engineering For You
Longitude: The True Story of a Lone Genius Who Solved the Greatest Scientific Problem of His Time Rating: 4 out of 5 stars4/5The Art of War Rating: 4 out of 5 stars4/5Vanderbilt: The Rise and Fall of an American Dynasty Rating: 4 out of 5 stars4/5The Big Book of Hacks: 264 Amazing DIY Tech Projects Rating: 4 out of 5 stars4/5A Night to Remember: The Sinking of the Titanic Rating: 4 out of 5 stars4/5The Invisible Rainbow: A History of Electricity and Life Rating: 4 out of 5 stars4/5The Right Stuff Rating: 4 out of 5 stars4/5The Art of War Rating: 4 out of 5 stars4/5The Systems Thinker: Essential Thinking Skills For Solving Problems, Managing Chaos, Rating: 4 out of 5 stars4/5The 48 Laws of Power in Practice: The 3 Most Powerful Laws & The 4 Indispensable Power Principles Rating: 5 out of 5 stars5/5Don't Know Much About Geography: Everything You Need to Know About the World but Never Learned Rating: 0 out of 5 stars0 ratingsHow to Disappear and Live Off the Grid: A CIA Insider's Guide Rating: 0 out of 5 stars0 ratingsThe Big Book of Maker Skills: Tools & Techniques for Building Great Tech Projects Rating: 4 out of 5 stars4/5The Fast Track to Your Technician Class Ham Radio License: For Exams July 1, 2022 - June 30, 2026 Rating: 5 out of 5 stars5/5Elon Musk: Tesla, SpaceX, and the Quest for a Fantastic Future Rating: 4 out of 5 stars4/5Ultralearning: Master Hard Skills, Outsmart the Competition, and Accelerate Your Career Rating: 4 out of 5 stars4/5The ChatGPT Millionaire Handbook: Make Money Online With the Power of AI Technology Rating: 0 out of 5 stars0 ratingsThe CIA Lockpicking Manual Rating: 5 out of 5 stars5/580/20 Principle: The Secret to Working Less and Making More Rating: 5 out of 5 stars5/5Death in Mud Lick: A Coal Country Fight against the Drug Companies That Delivered the Opioid Epidemic Rating: 4 out of 5 stars4/5Artificial Intelligence: A Guide for Thinking Humans Rating: 4 out of 5 stars4/5My Inventions: The Autobiography of Nikola Tesla Rating: 4 out of 5 stars4/5U.S. Marine Close Combat Fighting Handbook Rating: 4 out of 5 stars4/5The Total Motorcycling Manual: 291 Essential Skills Rating: 5 out of 5 stars5/5Logic Pro X For Dummies Rating: 0 out of 5 stars0 ratingsThe Complete Titanic Chronicles: A Night to Remember and The Night Lives On Rating: 4 out of 5 stars4/5Seeing Further: The Story of Science and the Royal Society Rating: 4 out of 5 stars4/5
Reviews for Nonlinear System Identification
0 ratings0 reviews