Digital Signal Processing with Kernel Methods

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Publisher : John Wiley & Sons
ISBN 13 : 1118611799
Total Pages : 665 pages
Book Rating : 4.1/5 (186 download)

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Book Synopsis Digital Signal Processing with Kernel Methods by : Jose Luis Rojo-Alvarez

Download or read book Digital Signal Processing with Kernel Methods written by Jose Luis Rojo-Alvarez and published by John Wiley & Sons. This book was released on 2018-02-05 with total page 665 pages. Available in PDF, EPUB and Kindle. Book excerpt: A realistic and comprehensive review of joint approaches to machine learning and signal processing algorithms, with application to communications, multimedia, and biomedical engineering systems Digital Signal Processing with Kernel Methods reviews the milestones in the mixing of classical digital signal processing models and advanced kernel machines statistical learning tools. It explains the fundamental concepts from both fields of machine learning and signal processing so that readers can quickly get up to speed in order to begin developing the concepts and application software in their own research. Digital Signal Processing with Kernel Methods provides a comprehensive overview of kernel methods in signal processing, without restriction to any application field. It also offers example applications and detailed benchmarking experiments with real and synthetic datasets throughout. Readers can find further worked examples with Matlab source code on a website developed by the authors: http://github.com/DSPKM • Presents the necessary basic ideas from both digital signal processing and machine learning concepts • Reviews the state-of-the-art in SVM algorithms for classification and detection problems in the context of signal processing • Surveys advances in kernel signal processing beyond SVM algorithms to present other highly relevant kernel methods for digital signal processing An excellent book for signal processing researchers and practitioners, Digital Signal Processing with Kernel Methods will also appeal to those involved in machine learning and pattern recognition.

Think DSP

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Publisher : "O'Reilly Media, Inc."
ISBN 13 : 149193851X
Total Pages : 172 pages
Book Rating : 4.4/5 (919 download)

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Book Synopsis Think DSP by : Allen B. Downey

Download or read book Think DSP written by Allen B. Downey and published by "O'Reilly Media, Inc.". This book was released on 2016-07-12 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt: If you understand basic mathematics and know how to program with Python, you’re ready to dive into signal processing. While most resources start with theory to teach this complex subject, this practical book introduces techniques by showing you how they’re applied in the real world. In the first chapter alone, you’ll be able to decompose a sound into its harmonics, modify the harmonics, and generate new sounds. Author Allen Downey explains techniques such as spectral decomposition, filtering, convolution, and the Fast Fourier Transform. This book also provides exercises and code examples to help you understand the material. You’ll explore: Periodic signals and their spectrums Harmonic structure of simple waveforms Chirps and other sounds whose spectrum changes over time Noise signals and natural sources of noise The autocorrelation function for estimating pitch The discrete cosine transform (DCT) for compression The Fast Fourier Transform for spectral analysis Relating operations in time to filters in the frequency domain Linear time-invariant (LTI) system theory Amplitude modulation (AM) used in radio Other books in this series include Think Stats and Think Bayes, also by Allen Downey.

Digital Signal Processing Techniques and Applications in Radar Image Processing

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Publisher : John Wiley & Sons
ISBN 13 : 0470377828
Total Pages : 369 pages
Book Rating : 4.4/5 (73 download)

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Book Synopsis Digital Signal Processing Techniques and Applications in Radar Image Processing by : Bu-Chin Wang

Download or read book Digital Signal Processing Techniques and Applications in Radar Image Processing written by Bu-Chin Wang and published by John Wiley & Sons. This book was released on 2008-08-29 with total page 369 pages. Available in PDF, EPUB and Kindle. Book excerpt: A self-contained approach to DSP techniques and applications in radar imaging The processing of radar images, in general, consists of three major fields: Digital Signal Processing (DSP); antenna and radar operation; and algorithms used to process the radar images. This book brings together material from these different areas to allow readers to gain a thorough understanding of how radar images are processed. The book is divided into three main parts and covers: * DSP principles and signal characteristics in both analog and digital domains, advanced signal sampling, and interpolation techniques * Antenna theory (Maxwell equation, radiation field from dipole, and linear phased array), radar fundamentals, radar modulation, and target-detection techniques (continuous wave, pulsed Linear Frequency Modulation, and stepped Frequency Modulation) * Properties of radar images, algorithms used for radar image processing, simulation examples, and results of satellite image files processed by Range-Doppler and Stolt interpolation algorithms The book fully utilizes the computing and graphical capability of MATLAB? to display the signals at various processing stages in 3D and/or cross-sectional views. Additionally, the text is complemented with flowcharts and system block diagrams to aid in readers' comprehension. Digital Signal Processing Techniques and Applications in Radar Image Processing serves as an ideal textbook for graduate students and practicing engineers who wish to gain firsthand experience in applying DSP principles and technologies to radar imaging.

New Digital Signal Processing Methods

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Publisher : Springer Nature
ISBN 13 : 3030453596
Total Pages : 458 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis New Digital Signal Processing Methods by : Raoul R. Nigmatullin

Download or read book New Digital Signal Processing Methods written by Raoul R. Nigmatullin and published by Springer Nature. This book was released on 2020-05-23 with total page 458 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is intended as a manual on modern advanced statistical methods for signal processing. The objectives of signal processing are the analysis, synthesis, and modification of signals measured from different natural phenomena, including engineering applications as well. Often the measured signals are affected by noise, distortion and incompleteness, and this makes it difficult to extract significant signal information. The main topic of the book is the extraction of significant information from measured data, with the aim of reducing the data size while keeping the basic information/knowledge about the peculiarities and properties of the analyzed system; to this aim, advanced and recently developed methods in signal analysis and treatment are introduced and described in depth. More in details, the book covers the following new advanced topics (and the corresponding algorithms), including detailed descriptions and discussions: the Eigen-Coordinates (ECs) method, The statistics of the fractional moments, The quantitative "universal" label (QUL) and the universal distribution function for the relative fluctuations (UDFRF), the generalized Prony spectrum, the Non-orthogonal Amplitude Frequency Analysis of the Smoothed Signals (NAFASS), the discrete geometrical invariants (DGI) serving as the common platform for quantitative comparison of different random functions. Although advanced topics are discussed in signal analysis, each subject is introduced gradually, with the use of only the necessary mathematics, and avoiding unnecessary abstractions. Each chapter presents testing and verification examples on real data for each proposed method. In comparison with other books, here it is adopted a more practical approach with numerous real case studies.

Real-time Digital Signal Processing

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Publisher : 清华大学出版社有限公司
ISBN 13 : 9787302077008
Total Pages : 524 pages
Book Rating : 4.0/5 (77 download)

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Book Synopsis Real-time Digital Signal Processing by : Sen-Maw Kuo

Download or read book Real-time Digital Signal Processing written by Sen-Maw Kuo and published by 清华大学出版社有限公司. This book was released on 2003 with total page 524 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Applications of Digital Signal Processing to Audio and Acoustics

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Publisher : Springer Science & Business Media
ISBN 13 : 030647042X
Total Pages : 569 pages
Book Rating : 4.3/5 (64 download)

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Book Synopsis Applications of Digital Signal Processing to Audio and Acoustics by : Mark Kahrs

Download or read book Applications of Digital Signal Processing to Audio and Acoustics written by Mark Kahrs and published by Springer Science & Business Media. This book was released on 2005-12-11 with total page 569 pages. Available in PDF, EPUB and Kindle. Book excerpt: Karlheinz Brandenburg and Mark Kahrs With the advent of multimedia, digital signal processing (DSP) of sound has emerged from the shadow of bandwidth limited speech processing. Today, the main appli cations of audio DSP are high quality audio coding and the digital generation and manipulation of music signals. They share common research topics including percep tual measurement techniques and analysis/synthesis methods. Smaller but nonetheless very important topics are hearing aids using signal processing technology and hardware architectures for digital signal processing of audio. In all these areas the last decade has seen a significant amount of application oriented research. The topics covered here coincide with the topics covered in the biannual work shop on “Applications of Signal Processing to Audio and Acoustics”. This event is sponsored by the IEEE Signal Processing Society (Technical Committee on Audio and Electroacoustics) and takes place at Mohonk Mountain House in New Paltz, New York. A short overview of each chapter will illustrate the wide variety of technical material presented in the chapters of this book. John Beerends: Perceptual Measurement Techniques. The advent of perceptual measurement techniques is a byproduct of the advent of digital coding for both speech and high quality audio signals. Traditional measurement schemes are bad estimates for the subjective quality after digital coding/decoding. Listening tests are subject to sta tistical uncertainties and the basic question of repeatability in a different environment.

Digital Signal Processing

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Publisher : Academic Press
ISBN 13 : 0124159826
Total Pages : 893 pages
Book Rating : 4.1/5 (241 download)

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Book Synopsis Digital Signal Processing by : Li Tan

Download or read book Digital Signal Processing written by Li Tan and published by Academic Press. This book was released on 2013-01-21 with total page 893 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital Signal Processing, Second Edition enables electrical engineers and technicians in the fields of biomedical, computer, and electronics engineering to master the essential fundamentals of DSP principles and practice. Many instructive worked examples are used to illustrate the material, and the use of mathematics is minimized for easier grasp of concepts. As such, this title is also useful to undergraduates in electrical engineering, and as a reference for science students and practicing engineers. The book goes beyond DSP theory, to show implementation of algorithms in hardware and software. Additional topics covered include adaptive filtering with noise reduction and echo cancellations, speech compression, signal sampling, digital filter realizations, filter design, multimedia applications, over-sampling, etc. More advanced topics are also covered, such as adaptive filters, speech compression such as PCM, u-law, ADPCM, and multi-rate DSP and over-sampling ADC. New to this edition: - MATLAB projects dealing with practical applications added throughout the book - New chapter (chapter 13) covering sub-band coding and wavelet transforms, methods that have become popular in the DSP field - New applications included in many chapters, including applications of DFT to seismic signals, electrocardiography data, and vibration signals - All real-time C programs revised for the TMS320C6713 DSK - Covers DSP principles with emphasis on communications and control applications - Chapter objectives, worked examples, and end-of-chapter exercises aid the reader in grasping key concepts and solving related problems - Website with MATLAB programs for simulation and C programs for real-time DSP

Digital Signal Processing in Audio and Acoustical Engineering

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Author :
Publisher : CRC Press
ISBN 13 : 146659389X
Total Pages : 228 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis Digital Signal Processing in Audio and Acoustical Engineering by : Francis F. Li

Download or read book Digital Signal Processing in Audio and Acoustical Engineering written by Francis F. Li and published by CRC Press. This book was released on 2019-04-02 with total page 228 pages. Available in PDF, EPUB and Kindle. Book excerpt: Starting with essential maths, fundamentals of signals and systems, and classical concepts of DSP, this book presents, from an application-oriented perspective, modern concepts and methods of DSP including machine learning for audio acoustics and engineering. Content highlights include but are not limited to room acoustic parameter measurements, filter design, codecs, machine learning for audio pattern recognition and machine audition, spatial audio, array technologies and hearing aids. Some research outcomes are fed into book as worked examples. As a research informed text, the book attempts to present DSP and machine learning from a new and more relevant angle to acousticians and audio engineers. Some MATLAB® codes or frameworks of algorithms are given as downloads available on the CRC Press website. Suggested exploration and mini project ideas are given for "proof of concept" type of exercises and directions for further study and investigation. The book is intended for researchers, professionals, and senior year students in the field of audio acoustics.

Digital Signal Processing Primer

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Publisher : Courier Dover Publications
ISBN 13 : 0486845834
Total Pages : 323 pages
Book Rating : 4.4/5 (868 download)

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Book Synopsis Digital Signal Processing Primer by : Kenneth Steiglitz

Download or read book Digital Signal Processing Primer written by Kenneth Steiglitz and published by Courier Dover Publications. This book was released on 2020-11-18 with total page 323 pages. Available in PDF, EPUB and Kindle. Book excerpt: Informal, easy-to-understand introduction covers phasors and tuning forks, wave equation, sampling and quantizing, feedforward and feedback filters, comb and string filters, periodic sounds, transform methods, and filter design. 1996 edition.

Digital Signal Processing 101

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Publisher : Newnes
ISBN 13 : 1856179222
Total Pages : 286 pages
Book Rating : 4.8/5 (561 download)

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Book Synopsis Digital Signal Processing 101 by : Michael Parker

Download or read book Digital Signal Processing 101 written by Michael Parker and published by Newnes. This book was released on 2010-05-26 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital Signal Processing 101: Everything You Need to Know to Get Started provides a basic tutorial on digital signal processing (DSP). Beginning with discussions of numerical representation and complex numbers and exponentials, it goes on to explain difficult concepts such as sampling, aliasing, imaginary numbers, and frequency response. It does so using easy-to-understand examples and a minimum of mathematics. In addition, there is an overview of the DSP functions and implementation used in several DSP-intensive fields or applications, from error correction to CDMA mobile communication to airborne radar systems. This book is intended for those who have absolutely no previous experience with DSP, but are comfortable with high-school-level math skills. It is also for those who work in or provide components for industries that are made possible by DSP. Sample industries include wireless mobile phone and infrastructure equipment, broadcast and cable video, DSL modems, satellite communications, medical imaging, audio, radar, sonar, surveillance, and electrical motor control. - Dismayed when presented with a mass of equations as an explanation of DSP? This is the book for you! - Clear examples and a non-mathematical approach gets you up to speed with DSP - Includes an overview of the DSP functions and implementation used in typical DSP-intensive applications, including error correction, CDMA mobile communication, and radar systems

Digital Signal Processing with C and the TMS320C30

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Publisher : Wiley-Interscience
ISBN 13 :
Total Pages : 442 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Digital Signal Processing with C and the TMS320C30 by : Rulph Chassaing

Download or read book Digital Signal Processing with C and the TMS320C30 written by Rulph Chassaing and published by Wiley-Interscience. This book was released on 1992-11-18 with total page 442 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital Signal Processing With the TMS320C25 Rulph Chassaing and Darrell W. Horning Two leading experts in the field offer detailed, state-of-the-art guidance on building digital signal processing tools. Through the development of actual programming examples, the book demonstrates how DSP theory is put to practical use. Current problems in digital signal filtering, such as finite impulse response filters, infinite impulse response filters, and fast Fourier transform are addressed through the step-by-step implementation of assembly language code for a modern, real-time digital signal processor, the TMS320C25. Hardware considerations specific to the TMS320C25, such as memory organization, addressing modes and representation of fixed- and floating-point numbers are discussed in relation to software development. 1990 (0 471-51066-1) 464 pp. Digital Filter Design T. W. Parks and C. S. Burrus "The book is excellently written and fully illustrated … it will soon become a reference book in the area of digital filter design." —Mathematics Abstracts With coverage from basic theory to working programs, this clear, practical text addresses frequency-domain analysis, design, and implementation of linear constant-coefficient digital filters on general purpose computers and special-purpose signal processors. Offering a complete, self-contained treatment of both FIR and IIR filters, a feature unique to this text, the book examines their underlying design theory, design formulas, and algorithms. Detailed coverage also includes a discussion of filter properties, the approximation problem, and implementation of the filter with fixed-point arithmetic. The book also includes detailed examples that illustrate the design and implementation of a typical filter as well as listings for nine FORTRAN programs for filter design. 1987 (0 471-82896-3) 342 pp. DFT/FFT And Convolution Algorithms Theory and Implementation C. S. Burrus and T. W. Parks Written for the scientist or engineer conversant with continuous-time signals and discrete-time signal analysis, this book details the Fourier transform of a discrete-time signal. Efficient algorithms for computing the Discrete Fourier Transform (DFT) are given special emphasis. Coverage includes continuous and discrete-time transform analysis of signals and properties of the DFT; methods of computing the DFT at a few frequencies (direct, Goertzel, and chirp transforms); and the three main approaches to an FFT (Cooley-Tukey, primefactor, and Winograd transforms). The book also features FORTRAN programs for the DFT which may be used directly or as a basis for custom program development for special applications. 1985 (0 471-81932-8) 232 pp.

Digital Signal Processing

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Author :
Publisher : IET
ISBN 13 : 9780863412103
Total Pages : 424 pages
Book Rating : 4.4/5 (121 download)

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Book Synopsis Digital Signal Processing by : N. B. Jones

Download or read book Digital Signal Processing written by N. B. Jones and published by IET. This book was released on 1990 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume presents the fundamentals of data signal processing, ranging from data conversion to z-transforms and spectral analysis. In addition to presenting basic theory and describing the devices, the material is complemented by real examples in specific case studies.

Digital Signal Processing Systems: Implementation Techniques

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Publisher : Elsevier
ISBN 13 : 0080529844
Total Pages : 414 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis Digital Signal Processing Systems: Implementation Techniques by :

Download or read book Digital Signal Processing Systems: Implementation Techniques written by and published by Elsevier. This book was released on 1995-06-23 with total page 414 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume on implementation techniques in digital signal processing systems clearly reveals the significance and power of the techniques that are available, and with further development, the essential role they will play as applied to a wide variety of areas. The authors are all to highly commended for their splendid contributors to this volume, which will provide a significant and unique international reference source for students, research workers, practicing engineers, and others for years to come.

Digital Signal Processors

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Author :
Publisher : Prentice Hall
ISBN 13 :
Total Pages : 634 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Digital Signal Processors by : Sen-Maw Kuo

Download or read book Digital Signal Processors written by Sen-Maw Kuo and published by Prentice Hall. This book was released on 2005 with total page 634 pages. Available in PDF, EPUB and Kindle. Book excerpt: This CD contains five appendices from the book and programs (MATLAB, Simulink, C, and TMS320C5000 assembly) with their associated data files.

Digital Signal Processing System Design

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Author :
Publisher : Elsevier
ISBN 13 : 0080483453
Total Pages : 342 pages
Book Rating : 4.0/5 (84 download)

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Book Synopsis Digital Signal Processing System Design by : Nasser Kehtarnavaz

Download or read book Digital Signal Processing System Design written by Nasser Kehtarnavaz and published by Elsevier. This book was released on 2011-08-29 with total page 342 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital Signal Processing System Design combines textual and graphical programming to form a hybrid programming approach, enabling a more effective means of building and analyzing DSP systems. The hybrid programming approach allows the use of previously developed textual programming solutions to be integrated into LabVIEW's highly interactive and visual environment, providing an easier and quicker method for building DSP systems. This book is an ideal introduction for engineers and students seeking to develop DSP systems in quick time. Features: - The only DSP laboratory book that combines textual and graphical programming - 12 lab experiments that incorporate C/MATLAB code blocks into the LabVIEW graphical programming environment via the MathScripting feature - Lab experiments covering basic DSP implementation topics including sampling, digital filtering, fixed-point data representation, frequency domain processing - Interesting applications using the hybrid programming approach, such as a software-defined radio system, a 4-QAM Modem, and a cochlear implant simulator - The only DSP project book that combines textual and graphical programming - 12 Lab projects that incorporate MATLAB code blocks into the LabVIEW graphical programming environment via the MathScripting feature - Interesting applications such as the design of a cochlear implant simulator and a software-defined radio system

Real-Time Digital Signal Processing

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Publisher : John Wiley & Sons
ISBN 13 : 047003551X
Total Pages : 666 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis Real-Time Digital Signal Processing by : Sen M. Kuo

Download or read book Real-Time Digital Signal Processing written by Sen M. Kuo and published by John Wiley & Sons. This book was released on 2006-05-01 with total page 666 pages. Available in PDF, EPUB and Kindle. Book excerpt: Real-time Digital Signal Processing: Implementations and Applications has been completely updated and revised for the 2nd edition and remains the only book on DSP to provide an overview of DSP theory and programming with hands-on experiments using MATLAB, C and the newest fixed-point processors from Texas Instruments (TI).

Digital Control Using Digital Signal Processing

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Author :
Publisher : Prentice Hall PTR
ISBN 13 : 9780130891037
Total Pages : 0 pages
Book Rating : 4.8/5 (91 download)

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Book Synopsis Digital Control Using Digital Signal Processing by : Farzad Nekoogar

Download or read book Digital Control Using Digital Signal Processing written by Farzad Nekoogar and published by Prentice Hall PTR. This book was released on 1999 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This text introduces digital control systems and demonstrates how to analyze and design these systems. It shows how to use DSPs to implement controllers designed with both classical frequency domain techniques and modem state variable methods. Computer-aided analysis and design tools, like MATLAB, are used throughout, and the basic mathematics of digital control systems are presented early, so users have the grounding they need to solve real-world problems. Classical design techniques for compensators are explained, as is the use of DSPs to implement compensator transfer functions. The book closes with a detailed look at modern state space techniques like pole placement state estimation; the optimal linear quadratic regulator; and a brief discussion of fuzzy logic design.