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Adaptive Filtering Prediction and Control
| Adaptive Filtering Prediction and Control |
| Autore | Goodwin Graham C (Graham Clifford), <1945-> |
| Edizione | [1st ed.] |
| Pubbl/distr/stampa | Newburyport, : Dover Publications, 2014 |
| Descrizione fisica | 1 online resource (1123 p.) |
| Disciplina | 003/.83 |
| Altri autori (Persone) | SinKwai Sang |
| Collana | Dover Books on Electrical Engineering |
| Soggetto topico |
Discrete-time systems
Filters (Mathematics) Prediction theory Control theory Civil & Environmental Engineering Engineering & Applied Sciences Operations Research |
| ISBN |
0-486-13772-4
1-62870-072-6 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Cover; Title Page; Copyright Page; Table of Contents; Preface; 1 Introduction To Adaptive Techniques; 1.1 Filtering; 1.2 Prediction; 1.3 Control; Part I: Deterministic Systems; 2 Models for Deterministic Dynamical Systems; 2.1 Introduction; 2.2 State-Space Models; 2.2.1 General; 2.2.2 Controllable State-Space Models; 2.2.3 Observable State-Space Models; 2.2.4 Minimal State-Space Models; 2.3 Difference Operator Representations; 2.3.1 General; 2.3.2 Right Difference Operator Representations; 2.3.3 Left Difference Operator Representations; 2.3.4 Deterministic Autoregressive Moving-Average Models
2.3.5 Irreducible Difference Operator Representations2.4 Models for Bilinear Systems; 3 Parameter Estimation for Deterministic Systems; 3.1 Introduction; 3.2 On-Line Estimation Schemes; 3.3 Equation Error Methods for Deterministic Systems; 3.4 Parameter Convergence; 3.4.1 The Orthogonalized Projection Algorithm; 3.4.2 The Least-Squares Algorithm; 3.4.3 The Projection Algorithm; 3.4.4 Persistent Excitation; 3.5 Output Error Methods; 3.6 Parameter Estimation with Bounded Noise; 3.7 Constrained Parameter Estimation; 3.8 Parameter Estimation for Multi-output Systems; 3.9 Concluding Remarks 4 Deterministic Adaptive Prediction4.1 Introduction; 4.2 Predictor Structures; 4.2.1 Prediction with Known Models; 4.2.2 Restricted Complexity Predictors; 4.3 Adaptive Prediction; 4.3.1 Direct Adaptive Prediction; 4.3.2 Indirect Adaptive Prediction; 4.4 Concluding Remarks; 5 Control of Linear Deterministic Systems; 5.1 Introduction; 5.2 Minimum Prediction Error Controllers; 5.2.1 One-Step-Ahead Control (The SISO Case); 5.2.2 Model Reference Control (The SISO Case); 5.2.3 One-Step-Ahead Design for Multi-input Multi-output Systems; 5.2.4 Robustness Considerations 5.3 Closed-Loop Pole Assignment5.3.1 Introduction; 5.3.2 The Pole Assignment Algorithm (Difference Operator Formulation); 5.3.3 Rapprochement with State- Variable Feedback; 5.3.4 Rapprochement with Minimum Prediction Error Control; 5.3.5 The Internal Model Principle; 5.3.6 Some Design Considerations; 5.4 An Illustrative Example; 6 Adaptive Control Of Linear Deterministic Systems; 6.1 Introduction; 6.2 The Key Technical Lemma; 6.3 Minimum Prediction Error Adaptive Controllers (Direct Approach); 6.3.1 One-Step-Ahead Adaptive Control (The SISO Case); 6.3.2 Model Reference Adaptive Control 6.3.3 One-Step-Ahead Adaptive Controllers for Multi-input Multi-output Systems6.4 Minimum Prediction Error Adaptive Controllers (Indirect Approach); 6.5 Adaptive Algorithms for Closed-Loop Pole Assignment; 6.6 Adaptive Control of Nonlinear Systems; 6.7 Adaptive Control of Time-Varying Systems; 6.8 Some Implementation Considerations; Part II: Stochastic Systems; 7 Optimal Filtering and Prediction; 7.1 Introduction; 7.2 Stochastic State-Space Models; 7.3 Linear Optimal Filtering and Prediction; 7.3.1 The Kalman Filter; 7.3.2 Fixed-Lag Smoothing; 7.3.3 Fixed-Point Smoothing 7.3.4 Optimal Prediction |
| Record Nr. | UNINA-9911007277703321 |
Goodwin Graham C (Graham Clifford), <1945->
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| Newburyport, : Dover Publications, 2014 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Bayesian bounds for parameter estimation and nonlinear filtering [and] tracking / edited by Harry L. Van Trees, Kristine L. Bell
| Bayesian bounds for parameter estimation and nonlinear filtering [and] tracking / edited by Harry L. Van Trees, Kristine L. Bell |
| Pubbl/distr/stampa | Hoboken, NJ : IEEE Press, c2007 |
| Descrizione fisica | xvi, 951 p. : ill. ; 29 cm. |
| Disciplina | 620.0015 |
| Altri autori (Persone) |
Van Trees, Harry L.
Bell, Kristine L. |
| Soggetto topico |
Bayesian statistical decision theory
Parameter estimation Filters (Mathematics) |
| ISBN | 9780470120958 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNISALENTO-991001741919707536 |
| Hoboken, NJ : IEEE Press, c2007 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. del Salento | ||
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Complex valued nonlinear adaptive filters : noncircularity, widely linear, and neural models / / Danilo P. Mandic, Vanessa Su Lee Goh
| Complex valued nonlinear adaptive filters : noncircularity, widely linear, and neural models / / Danilo P. Mandic, Vanessa Su Lee Goh |
| Autore | Mandic Danilo P |
| Edizione | [1st ed.] |
| Pubbl/distr/stampa | Hoboken, N.J., : Wiley, c2009 |
| Descrizione fisica | 1 online resource (345 p.) |
| Disciplina | 621.382/2 |
| Altri autori (Persone) | GohVanessa Su Lee |
| Collana | Adaptive and Learning Systems for Signal Processing, Communications and Control Series |
| Soggetto topico |
Functions of complex variables
Adaptive filters - Mathematical models Filters (Mathematics) Nonlinear theories Neural networks (Computer science) |
| ISBN |
9786612123375
9781282123373 1282123378 9780470742624 0470742623 9780470742631 0470742631 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Complex Valued Nonlinear Adaptive Filters: Noncircularity, Widely Linear and Neural Models; Series Page; Contents; Preface; Acknowledgements; 1 The Magic of Complex Numbers; 1.1 History of Complex Numbers; 1.1.1 Hypercomplex Numbers; 1.2 History of Mathematical Notation; 1.3 Development of Complex Valued Adaptive Signal Processing; 2 Why Signal Processing in the Complex Domain?; 2.1 Some Examples of Complex Valued Signal Processing; 2.1.1 Duality Between Signal Representations in R and C; 2.2 Modelling in C is Not Only Convenient But Also Natural
2.3 Why Complex Modelling of Real Valued Processes?2.3.1 Phase Information in Imaging; 2.3.2 Modelling of Directional Processes; 2.4 Exploiting the Phase Information; 2.4.1 Synchronisation of Real Valued Processes; 2.4.2 Adaptive Filtering by Incorporating Phase Information; 2.5 Other Applications of Complex Domain Processing of Real Valued Signals; 2.6 Additional Benefits of Complex Domain Processing; 3 Adaptive Filtering Architectures; 3.1 Linear and Nonlinear Stochastic Models; 3.2 Linear and Nonlinear Adaptive Filtering Architectures; 3.2.1 Feedforward Neural Networks 3.2.2 Recurrent Neural Networks3.2.3 Neural Networks and Polynomial Filters; 3.3 State Space Representation and Canonical Forms; 4 Complex Nonlinear Activation Functions; 4.1 Properties of Complex Functions; 4.1.1 Singularities of Complex Functions; 4.2 Universal Function Approximation; 4.2.1 Universal Approximation in R; 4.3 Nonlinear Activation Functions for Complex Neural Networks; 4.3.1 Split-complex Approach; 4.3.2 Fully Complex Nonlinear Activation Functions; 4.4 Generalised Splitting Activation Functions (GSAF); 4.4.1 The Clifford Neuron 4.5 Summary: Choice of the Complex Activation Function5 Elements of CR Calculus; 5.1 Continuous Complex Functions; 5.2 The Cauchy-Riemann Equations; 5.3 Generalised Derivatives of Functions of Complex Variable; 5.3.1 CR Calculus; 5.3.2 Link between R- and C-derivatives; 5.4 CR-derivatives of Cost Functions; 5.4.1 The Complex Gradient; 5.4.2 The Complex Hessian; 5.4.3 The Complex Jacobian and Complex Differential; 5.4.4 Gradient of a Cost Function; 6 Complex Valued Adaptive Filters; 6.1 Adaptive Filtering Configurations; 6.2 The Complex Least Mean Square Algorithm 6.2.1 Convergence of the CLMS Algorithm6.3 Nonlinear Feedforward Complex Adaptive Filters; 6.3.1 Fully Complex Nonlinear Adaptive Filters; 6.3.2 Derivation of CNGD using CR calculus; 6.3.3 Split-complex Approach; 6.3.4 Dual Univariate Adaptive Filtering Approach (DUAF); 6.4 Normalisation of Learning Algorithms; 6.5 Performance of Feedforward Nonlinear Adaptive Filters; 6.6 Summary: Choice of a Nonlinear Adaptive Filter; 7 Adaptive Filters with Feedback; 7.1 Training of IIR Adaptive Filters; 7.1.1 Coefficient Update for Linear Adaptive IIR Filters 7.1.2 Training of IIR filters with Reduced Computational Complexity |
| Record Nr. | UNINA-9910143132303321 |
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Mandic Danilo P
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| Hoboken, N.J., : Wiley, c2009 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Ending spam [[electronic resource] ] : Bayesian content filtering and the art of statistical language classification / / Jonathan A. Zdziarski
| Ending spam [[electronic resource] ] : Bayesian content filtering and the art of statistical language classification / / Jonathan A. Zdziarski |
| Autore | Zdziarski Jonathan A |
| Edizione | [1st ed.] |
| Pubbl/distr/stampa | San Francisco, : No Starch Press, 2005 |
| Descrizione fisica | 1 online resource (314 p.) |
| Disciplina | 005.7/13 |
| Soggetto topico |
Spam filtering (Electronic mail)
Filters (Mathematics) |
| Soggetto genere / forma | Electronic books. |
| ISBN | 1-59327-085-2 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Preliminaries; Acknowledgments; Brief Contents; Contents In Detail; Introduction; The History Of Spam; Historical Approaches To Fighting Spam; Language Classification Concepts; Statistical Filtering Fundamentals; Decoding: Uncombobulating Messages; Tokenization: The Building Blocks Of Spam; The Low-down Dirty Tricks Of Spammers; Data Storage For A Zillion Records; Scaling In Large Environments; Testing Theory; Concept Identification: Advanced Tokenization; Fifth-order Markovian Discrimination; Intelligent Feature Set Reduction; Collaborative Algorithms; Shining Examples Of Filtering; Index |
| Record Nr. | UNINA-9910449994003321 |
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Zdziarski Jonathan A
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| San Francisco, : No Starch Press, 2005 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Ending spam [[electronic resource] ] : Bayesian content filtering and the art of statistical language classification / / Jonathan A. Zdziarski
| Ending spam [[electronic resource] ] : Bayesian content filtering and the art of statistical language classification / / Jonathan A. Zdziarski |
| Autore | Zdziarski Jonathan A |
| Edizione | [1st ed.] |
| Pubbl/distr/stampa | San Francisco, : No Starch Press, 2005 |
| Descrizione fisica | 1 online resource (314 p.) |
| Disciplina | 005.7/13 |
| Soggetto topico |
Spam filtering (Electronic mail)
Filters (Mathematics) |
| ISBN | 1-59327-085-2 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Preliminaries; Acknowledgments; Brief Contents; Contents In Detail; Introduction; The History Of Spam; Historical Approaches To Fighting Spam; Language Classification Concepts; Statistical Filtering Fundamentals; Decoding: Uncombobulating Messages; Tokenization: The Building Blocks Of Spam; The Low-down Dirty Tricks Of Spammers; Data Storage For A Zillion Records; Scaling In Large Environments; Testing Theory; Concept Identification: Advanced Tokenization; Fifth-order Markovian Discrimination; Intelligent Feature Set Reduction; Collaborative Algorithms; Shining Examples Of Filtering; Index |
| Record Nr. | UNINA-9910783398503321 |
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Zdziarski Jonathan A
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| San Francisco, : No Starch Press, 2005 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Filtering complex turbulent systems / / Andrew J. Majda, John Harlim [[electronic resource]]
| Filtering complex turbulent systems / / Andrew J. Majda, John Harlim [[electronic resource]] |
| Autore | Majda Andrew <1949-> |
| Pubbl/distr/stampa | Cambridge : , : Cambridge University Press, , 2012 |
| Descrizione fisica | 1 online resource (vii, 357 pages) : digital, PDF file(s) |
| Disciplina | 660.2842450151 |
| Soggetto topico |
Filters (Mathematics)
Dynamics - Mathematical models Turbulence Numerical analysis |
| ISBN |
1-107-23048-9
1-280-39412-9 9786613572042 1-139-33781-5 1-139-34026-3 1-139-34184-7 1-139-33694-0 1-139-33868-4 1-139-06130-5 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | 1. Introduction and overview: mathematical strategies for filtering turbulent systems -- 2. Filtering a stochastic complex scalar: the prototype test problem -- 3. The Kalman filter for vector systems: reduced filters and a three-dimensional toy model -- 4. Continuous and discrete Fourier series and numerical discretization -- 5. Stochastic models for turbulence -- 6. Filtering turbulent signals: plentiful observations -- 7. Filtering turbulent signals: regularly spaced sparse observations -- 8. Filtering linear stochastic PDE models with instability and model error -- 9. Strategies for filtering nonlinear systems -- 10. Filtering prototype nonlinear slow-fast systems -- 11. Filtering turbulent nonlinear dynamical systems by finite ensemble methods -- 12. Filtering turbulent nonlinear dynamical systems by linear stochastic models -- 13. Stochastic parametrized extended Kalman filter for filtering turbulent signals with model error -- 14. Filtering turbulent tracers from partial observations: an exactly solvable test model -- 15. The search for efficient skillful particle filters for high-dimensional turbulent dynamical systems. |
| Record Nr. | UNINA-9910461211603321 |
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Majda Andrew <1949->
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| Cambridge : , : Cambridge University Press, , 2012 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Filtering complex turbulent systems / / Andrew J. Majda, John Harlim [[electronic resource]]
| Filtering complex turbulent systems / / Andrew J. Majda, John Harlim [[electronic resource]] |
| Autore | Majda Andrew <1949-> |
| Pubbl/distr/stampa | Cambridge : , : Cambridge University Press, , 2012 |
| Descrizione fisica | 1 online resource (vii, 357 pages) : digital, PDF file(s) |
| Disciplina | 660.2842450151 |
| Soggetto topico |
Filters (Mathematics)
Dynamics - Mathematical models Turbulence Numerical analysis |
| ISBN |
1-107-23048-9
1-280-39412-9 9786613572042 1-139-33781-5 1-139-34026-3 1-139-34184-7 1-139-33694-0 1-139-33868-4 1-139-06130-5 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | 1. Introduction and overview: mathematical strategies for filtering turbulent systems -- 2. Filtering a stochastic complex scalar: the prototype test problem -- 3. The Kalman filter for vector systems: reduced filters and a three-dimensional toy model -- 4. Continuous and discrete Fourier series and numerical discretization -- 5. Stochastic models for turbulence -- 6. Filtering turbulent signals: plentiful observations -- 7. Filtering turbulent signals: regularly spaced sparse observations -- 8. Filtering linear stochastic PDE models with instability and model error -- 9. Strategies for filtering nonlinear systems -- 10. Filtering prototype nonlinear slow-fast systems -- 11. Filtering turbulent nonlinear dynamical systems by finite ensemble methods -- 12. Filtering turbulent nonlinear dynamical systems by linear stochastic models -- 13. Stochastic parametrized extended Kalman filter for filtering turbulent signals with model error -- 14. Filtering turbulent tracers from partial observations: an exactly solvable test model -- 15. The search for efficient skillful particle filters for high-dimensional turbulent dynamical systems. |
| Record Nr. | UNINA-9910790142003321 |
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Majda Andrew <1949->
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| Cambridge : , : Cambridge University Press, , 2012 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Filtrations and buildings / / Christophe Cornut
| Filtrations and buildings / / Christophe Cornut |
| Autore | Cornut Christophe <1972-> |
| Pubbl/distr/stampa | Providence, Rhode Island : , : American Mathematical Society, , [2020] |
| Descrizione fisica | 1 online resource (162 pages) |
| Disciplina | 512.2 |
| Collana | Memoirs of the American Mathematical Society |
| Soggetto topico |
Categories (Mathematics)
Monoids Filters (Mathematics) Buildings (Group theory) Group schemes (Mathematics) |
| Soggetto genere / forma | Electronic books. |
| ISBN | 1-4704-6255-9 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910480438203321 |
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Cornut Christophe <1972->
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| Providence, Rhode Island : , : American Mathematical Society, , [2020] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Filtrations and buildings / / Christophe Cornut
| Filtrations and buildings / / Christophe Cornut |
| Autore | Cornut Christophe <1972-> |
| Pubbl/distr/stampa | Providence, Rhode Island : , : American Mathematical Society, , [2020] |
| Descrizione fisica | 1 online resource (162 pages) |
| Disciplina | 512.2 |
| Collana | Memoirs of the American Mathematical Society |
| Soggetto topico |
Categories (Mathematics)
Monoids Filters (Mathematics) Buildings (Group theory) Group schemes (Mathematics) |
| ISBN | 1-4704-6255-9 |
| Classificazione | 14L1518D1020E4220G0551E24 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910794334503321 |
|
Cornut Christophe <1972->
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||
| Providence, Rhode Island : , : American Mathematical Society, , [2020] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Filtrations and buildings / / Christophe Cornut
| Filtrations and buildings / / Christophe Cornut |
| Autore | Cornut Christophe <1972-> |
| Pubbl/distr/stampa | Providence, Rhode Island : , : American Mathematical Society, , [2020] |
| Descrizione fisica | 1 online resource (162 pages) |
| Disciplina | 512.2 |
| Collana | Memoirs of the American Mathematical Society |
| Soggetto topico |
Categories (Mathematics)
Monoids Filters (Mathematics) Buildings (Group theory) Group schemes (Mathematics) |
| ISBN | 1-4704-6255-9 |
| Classificazione | 14L1518D1020E4220G0551E24 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910818145803321 |
|
Cornut Christophe <1972->
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||
| Providence, Rhode Island : , : American Mathematical Society, , [2020] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
