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DK709X_half-series-title.qxd 10/13/05 10:53 AM Page B CONTROLENGINEERING ASeries of Reference Books and Textbooks Editor FRANK L. LEWIS, PH.D. Professor Applied Control Engineering University of Manchester Institute of Science and Technology Manchester, United Kingdom 1. Nonlinear Control of Electric Machinery, Darren M. Dawson, Jun Hu, and Timothy C. Burg 2. Computational Intelligence in Control Engineering, Robert E. King 3. Quantitative Feedback Theory: Fundamentals and Applications, Constantine H. Houpis and Steven J. Rasmussen 4. Self-Learning Control of Finite Markov Chains, A. S. Poznyak, K. Najim, and E. Gómez-Ramírez 5. Robust Control and Filtering for Time-Delay Systems, Magdi S.Mahmoud 6. Classical Feedback Control: With MATLAB®, Boris J. Lurie and Paul J. Enright 7. Optimal Control of Singularly Perturbed Linear Systems and Applications: High-Accuracy Techniques,Zoran Gajif and Myo-Taeg Lim 8. Engineering System Dynamics: A Unified Graph-Centered Approach, Forbes T. Brown 9. Advanced Process Identification and Control, Enso Ikonen and Kaddour Najim 10. Modern Control Engineering,P. N. Paraskevopoulos 11. Sliding Mode Control in Engineering, edited by Wilfrid Perruquetti and Jean-Pierre Barbot 12. Actuator Saturation Control, edited by Vikram Kapila and Karolos M. Grigoriadis 13. Nonlinear Control Systems, Zoran Vukić, Ljubomir Kuljača, Dali Donlagič, and Sejid Tesnjak 14. Linear Control System Analysis & Design:Fifth Edition, John D’Azzo, Constantine H.Houpis and Stuart Sheldon 15. Robot Manipulator Control:Theory & Practice, Second Edition, Frank L.Lewis, Darren M. Dawson, and Chaouki Abdallah 16. Robust Control System Design: Advanced State Space Techniques, Second Edition, Chia-Chi Tsui 17. Differentially Flat Systems, Hebertt Sira-Ramirez and Sunil Kumar Agrawal DK709X_half-series-title.qxd 10/13/05 10:53 AM Page C 18. Chaos in Automatic Control, edited by Wilfrid Perruquetti and Jean-Pierre Barbot 19. Fuzzy Controller Design: Theory and Applications, Zdenko Kovacic and Stjepan Bogdan 20. Quantitative Feedback Theory: Fundamentals and Applications, Second Edition, Constantine H. Houpis, Steven J. Rasmussen, and Mario Garcia-Sanz DK709X_half-series-title.qxd 10/13/05 10:53 AM Page i Quantitative Feedback Theory Fundamentals and Applications Second Edition Constantine H. Houpis Air Force Institute of Technology Wright-Patterson AFB, Ohio Steven J. Rasmussen General Dynamics Wright-Patterson AFB, Ohio Mario Garcia-Sanz Public University of Navarra Pamplona, Spain Boca Raton London New York A CRC title, part of the Taylor & Francis imprint, a member of the Taylor & Francis Group, the academic division of T&F Informa plc. DK709X_Discl.fm Page 1 Thursday, August 25, 2005 10:23 AM Published in 2006 by CRC Press Taylor & Francis Group 6000 Broken Sound Parkway NW, Suite 300 Boca Raton, FL 33487-2742 © 2006 by Taylor & Francis Group, LLC CRC Press is an imprint of Taylor & Francis Group No claim to original U.S. Government works Printed in the United States of America on acid-free paper 10 9 8 7 6 5 4 3 2 1 International Standard Book Number-10: 0-8493-3370-9 (Hardcover) International Standard Book Number-13: 978-0-8493-3370-5 (Hardcover) Library of Congress Card Number 2005053836 This book contains information obtained from authentic and highly regarded sources. Reprinted material is quoted with permission, and sources are indicated. A wide variety of references are listed. Reasonable efforts have been made to publish reliable data and information, but the author and the publisher cannot assume responsibility for the validity of all materials or for the consequences of their use. No part of this book may be reprinted, reproduced, transmitted, or utilized in any form by any electronic, mechanical, or other means, now known or hereafter invented, including photocopying, microfilming, and recording, or in any information storage or retrieval system, without written permission from the publishers. For permission to photocopy or use material electronically from this work, please access www.copyright.com (http://www.copyright.com/) or contact the Copyright Clearance Center, Inc. (CCC) 222 Rosewood Drive, Danvers, MA 01923, 978-750-8400. CCC is a not-for-profit organization that provides licenses and registration for a variety of users. For organizations that have been granted a photocopy license by the CCC, a separate system of payment has been arranged. Trademark Notice: Product or corporate names may be trademarks or registered trademarks, and are used only for identification and explanation without intent to infringe. Library of Congress Cataloging-in-Publication Data Houpis, Constantine H. Quantitative feedback theory / Constantine H. Houpis, Steven J Rasmussen, Mario Garcia- Sanz.--2nd ed. p. cm. -- (Control engineering ; 20) Includes bibliographical references and index. ISBN 0-8493-3370-9 (alk. paper) 1. Feedback control systems. I. Rasmussen, Steven J. II. Garcia-Sanz, Mario. III. Title. IV. Control engineering (Taylor & Francis) ; 20. TJ216.H69 2006 629.8'3--dc22 2005053836 Visit the Taylor & Francis Web site at http://www.taylorandfrancis.com Taylor & Francis Group and the CRC Press Web site at is the Academic Division of T&F Informa plc. http://www.crcpress.com Preface The objective of this text is to bridge the gap between the scientific (theoretical) and engineering methods of Quantitative Feedback Theory (QFT) by applying this multivariable robust control system design technique to real-world problems. Thus, the engineer is at the interface of the real-world with the body of knowledge and theoretical results available in the technical literature. Professor Isaac M. Horowitz, the developer of the QFT technique, has continually stressed the transparency of QFT; that is, the ability to visually relate the implementation of the design parameters to the real-world problem, from the onset of the design and throughout the individual design steps. Therefore, it is the purpose of this text to enable and enhance the ability of the engineering student and the practicing engineer to bridge the gap between the scientific and engineering methods. In order to accomplish this goal, the text is void of theorems, corollaries, and/or theoretical lemmas. In other words, this textbook stresses the engineering approach and not the scientific approach – this is a textbook for engineers. Professor Horowitz began developing the Quantitative Feedback Theory (QFT) in early 1960. Since then great strides have been made in exploiting the full potential of the QFT technique. It is a frequency domain technique for designing a class of control systems for nonlinear plants. The abbreviation QFT should not be confused with the physics topic Quantum Field Theory (QFT). The catalyst that has propelled Horowitz’s QFT to the level of being a major robust multiple-input multiple-output (MIMO) control system design method has been the development and availability of viable QFT computer-aided-design (CAD) packages. Through the close collaboration of Professor Horowitz with Professor C.H. Houpis and his graduate students, during the 1980s and the early part of the 90s, successful QFT designs involving structured parametric uncertainty had been completed and published by the Air Force Institute of Technology (AFIT) MS thesis students and faculty. During this period, the first multiple-input single- output (MISO) and MIMO QFT CAD packages were developed at AFIT. Another major accomplishment was the successful implementation and flight test of two QFT designed flight control systems, by Captain S.J. Rasmussen, of the Air Force Wright Laboratory, for the LAMBDA unmanned research vehicle in 1992 and 1993. Also, on April 28, 1995, Dr. Charles Hall of North Carolina State University, announced that four successful flight tests of QFT flight controllers had been accomplished.53 Based upon these solid accomplishments, an aerospace engineering firm began applying the QFT design method in 1995. Other individuals throughout the world such as Professor E. Eitelberg, Professor E. Boje, Professor S. Jayasuriya, Professor P.O. Gutman, Professor A. Banos, Dr. D.J. Balance, Professor P.S.V. Nataraj, Professor O. Yaniv, Professor Y. Chait et al are also applying QFT to design real-world robust control systems. Professor D.S. v vi Preface Bernstein ably points out the power of the frequency domain analysis, not only for linear systems, but also for nonlinear systems.76 In 1986 Professor Houpis published a technical report41 which was the first attempt to bring under one cover the fundamentals of QFT. The second edition2of this Technical Report (TR) brought the material up to the state-of-the-art, and, like the first edition, aimed to provide students and practicing engineers with a document that presented QFT in a unified and logical manner. Refinements based upon the class testing of the first and second editions are incorporated in this text. Much of the material in this text is based upon the numerous articles written by Professor Horowitz, along with his colleagues, and the numerous lectures that he presented at the Air Force Institute of Technology. In the summer of 1995 Professor Mario Garcia-Sanz, visiting research scientist at the Control System Centre, UMIST (UK), attended a QFT seminar given by Professor Houpis. At that time they started a collaborative effort in furthering the development of QFT and its application to real-world problems. A few months later, on his return to Spain, Professor Garcia-Sanz established the Control Engineering Group at the Public University of Navarra, with QFT as one of the main lines of research and with full encouragement from Professor Horowitz in the field. Since then the group works very closely with industry, especially with the M. Torres Company, CEIT and NASA-JPL. In fact, the group pioneered the application of QFT design techniques to new challenging real-world problems such as the control of large variable-speed multipole synchronous wind turbines, of waste water treatment plants and of multiple spacecraft in formation. Results of this theoretical and applied work are incorporated in this edition. Both analog and sampled-data (discrete-time) MISO and MIMO feedback control systems are covered in detail. Extensive use is made of the MISO and MIMO QFT CAD packages to assist the reader in understanding and applying the QFT design technique. A PC MIMO QFT CAD, is available with this text, to be used with conjunction of the PC version of MATHEMATICA. This is accomplished by including appropriate examples in each chapter and problems at the end of each chapter in order to reinforce the fundamentals. The authors have exerted meticulous care with explanations, diagrams, calculations, tables, and symbols. The reader is shown how to make intelligent real-world assumptions based upon mathematics and/or on a sound knowledge of the characteristics and the operating scenario of the plant to be controlled. The text provides a strong, comprehensive, and illuminating account of those elements that have relevance in the analysis and design of robust control systems and in bridging the gap between the scientific and the engineering methods. Chapters 2 through 7 present the fundamentals of the QFT technique and the associated design procedure for the tracking control problem. This is followed by an extension of the technique to handle external disturbances, the regulator control problem, for a MIMO system. The remaining chapters focus on bridging the gap between theory and the real world by presenting engineering rules and the factors that are involved, such as simulations, implementation, etc., that are important in Preface vii implementing a successful robust control system design. Extensive use of the MISO and MIMO QFT CAD packages (see Appendices C-E) is made for the MISO and MIMO examples throughout the text. Chapter 2 discusses the reasons why feedback is required to achieve the desired system performance. This is followed by presenting an overview of QFT: the design objectives; what is structured parametric uncertainty and its Bode plot and Nichols Chart representations; performance specifications; design overview; and QFT basics. The chapter concludes with an insight into the QFT technique and the benefits of applying this technique. As Horowitz and his colleagues have shown, an mxm MIMO control system can be represented by m2 MISO equivalents. As a result, the QFT technique was initially developed for MISO control systems and was then extended to MIMO control systems. Thus, Chapter 3 presents the fundamentals of the QFT design technique for the analog MISO control system. This is followed by the extension of this technique to MISO discrete-time control systems in Chapter 4. Chapter 5 begins with an introduction to MIMO plants having structured parametric uncertainty. This is followed by the introduction to the QFT MIMO compensated system formulation and the development of the effective MISO equivalents of a MIMO system. The remaining portion of the chapter adapts the MISO analog QFT design technique of Chapter 3 to the QFT robust design (Methods 1 and 2) of MIMO control systems containing structured parametric uncertainty. Chapters 5 through 9 and Chapter 11 utilize a diagonal G compensator/controller matrix whereas Chapter 10 discusses the use of non- diagonal G matrix (Method 3). The QFT Method 1 design technique is discussed in detail in Chapter 6. Aspects such as performance tolerances, sensitivity analysis, simplification of the single-loop structure, high frequency and stability analyses, equilibrium and trade- offs, some universal design features, and the determination of bounds are discussed. Chapter 7 thoroughly presents the details of Method 2. This method has the advantage of reducing the amount of over-design inherent in Method 1 and is applied when the diagonal dominance condition is not satisfied. Design equations for the 2x2 and the 3x3 MIMO systems are presented with corresponding design guidelines. The Binet-Cauchy formula is applied to determine if a minimum-phase (m.p.) effective plant (det P) is achievable. In Chapter 8 the QFT technique is extended to the design of MIMO control systems with external disturbance inputs; i.e., the regulator control problem. From the state-space equations the corresponding plant and disturbance matrices are derived and the corresponding block diagram representation is shown. Based upon this formulation, the QFT m2 MISO effective loop equations are derived for the regulator case. This QFT regulator design technique is applied to a real-world design example. The remaining chapters enhance the emphasis of this text: to bridge the gap. Throughout the preceding chapters the elements that contribute to the viii Preface transparency of QFT have been stressed, where applicable. Based upon these elements, and upon many years of applying the QFT robust control system design technique to many real-world nonlinear problems, Engineering Rules are presented in Chapter 9. These rules attempt to bridge the gap between QFT and the real-world problems. Chapter 10 is a major contribution to this edition which presents the QFT design of non-diagonal compensators/controllers G for both tracking and disturbance rejection problems (Method 3). It introduces a non-diagonal G decoupling approach based upon a sequential design methodology. There are a number of factors that contribute to making the decision that a satisfactory control system design has been achieved. Chapter 11 discusses the factors that are involved in a control system design cycle, factors that must be kept in mind from the onset of the design process and which bridge the gap between theory and the real world. Time delay strongly limits the achievable performance of systems and complicates the design of controllers. Traditionally industry has been addressing this problem by the use of a Smith Predictor Controller (SPC). However, the SPC is very sensitive to plant model mismatch, and then, in the presence of plant uncertainty, it may result in a poor performance or an unstable system. Thus, Chapter 12 introduces a method to design a SPC using the QFT technique for systems containing time delay with plant uncertainty in both, the rational part and the time delay. The concept of Bridging the Gap, discussed in Chapter 9, is exemplified in Chapter 13 by the discussion of two real-world QFT designed control systems: the design of a control system for a waste water treatment plant and for a large wind turbine synchronous generator. Chapter 14 discusses the utilization of a weighting matrix in conjunction with control authority allocation in order to enhance the achievement of the maximum number of the desired system performance specifications. This utilization is especially useful in systems whose plant model matrix is non-square and is nonlinear. Five new appendices have been added that enhance the technical content of the second edition. Section 2-3.5 is enhanced by Appendix A, Template Generation. Appendix B, Inequalities Bounds Expressions, provides further insight in the design procedure given in Section 3-16. Two examples of a non- diagonal compensator/controller design to supplement the new Chapter 10 are given in Appendices H (the tracking problem) and I (the disturbance rejection problem). Appendix J, Elements For Loop Shaping, provides further insight for the guidelines given in Sections 3-13 and 3-14. The most effective way of expediting the transfer of QFT knowledge and its corresponding state-of-the-art material is for all authors on this subject to adhere to a standard list of QFT symbols. Thus, this text includes a section entitled QFT Standard Symbols & Terminology. Preface ix There are many worthwhile robust multivariable control system design techniques available in the technical literature, which are based on both the state- variable approach and on conventional control theory. The applicability of each design technique may be limited to certain classes of design problems. The control engineer must have a sufficiently broad perspective to be able to apply the appropriate technique to the right design problem. Some of the questions that the control engineer must keep in mind (see Chapter 11) in selecting a design method are: (a) can it solve a real-world problem? (b) is the method computationally intensive? (c) can it handle structured parametric uncertainty? (d) which method yields the lowest order compensator or controller? and (e) will the design method result in a control system that can be implemented on the target hardware, etc? For some techniques the designer is assisted by available computer-aided-design (CAD) packages. This text presents a control system design based on quantitative feedback theory (QFT), which is a very powerful design method when plant parameters vary over a broad range of operating conditions. It incorporates the concept of designing a robust control system that maintains the desired system performance, not only over a prescribed region of plant parameter uncertainty, but also with a degree of control effector failures. The authors believe that this method has proven its applicability to the design of practical MISO and MIMO control systems with low order compensators (controllers) with minimal gain. This textbook provides students of control engineering and the practicing control engineer with a clear, unambiguous, and relevant account of the QFT technique. The text is arranged so that it can also be used for self-study by the engineer in practice. Included are examples of feedback control systems in various areas of practice (electrical, aeronautical, mechanical, etc.) while maintaining a strong basic QFT text that can be used for study in any of the various branches of engineering. The text has been thoroughly class-tested, thus enhancing its value for classroom and self-study use. The computer-aided-design (CAD) packages of Appendices C through E are available to assist a control engineer in applying the QFT design method. The use of QFT CAD packages are stressed throughout the text. The authors wish to thank John W. Glass of Purdue University for review of the TOTAL-PC CAD software that accompanies this volume. The authors wish to express their appreciation for the support and encouragement of Professor M. Pachter, at the Air Force Institute of Technology, during the preparation of the 1995 technical report.41 His wealth of knowledge of the flight control area enhanced its value and his comments with respect to this text are appreciated. The authors express their thanks to those students who have used this book and to the faculty who have reviewed it for their helpful comments and recommendations. Special recognition is given to Professors E. Eitelberg and E. Boje for their encouragement and support for this second edition. Appreciation is expressed to Dr. J.J. D’Azzo, Professor Emeritus of Electrical Engineering, and Professor Pachter, Air Force Institute of Technology, for the encouragement they x Preface have provided in the preparation of this text, as well as to John Glass of Purdue University, who reviewed the TOTAL-PC software. Special appreciation is expressed to Professor Horowitz for the association and his collaboration with Professor Houpis during the period of 1981 through 1992. The personal relationship with him has been a source of inspiration and deep respect. Appreciation is also expressed to Dr. R.L. Ewing, Air Force Institute of Technology Research associate, for his work on improving and maintaining the TOTAL-PC CAD package. Acknowledgment of Mr. E. Flinn, U.S. Air Force Wright Aeronautical Laboratories, and his colleagues Mr. J. Morris and Mr. D. Rubertus is made for the support and encouragement in developing and extending the QFT technique, during the 1980s. This support and encouragement was maintained by Mr. M. Davis (retired), Mr. J. Ramage, and Mr. Rubertus (retired) of the Air Force Research Laboratory. Further acknowledgment must be made of the support of Dr. S.N. Sheldon and the support given by the European Office of Aerospace Research and Development of the U.S. Air Force Office of Scientific Research during the latter part of the 20th century. The thorough review of the 1st edition manuscript by Professor D. McLean of the University of Southampton was of immense value and was greatly appreciated by the authors. Contributions to this second edition were also made by present and former PhD students of Professor Mario Garcia-Sanz at the Control Engineering Group of the Public University of Navarra. Special mention is given to Dr. Xabier Ostolaza, Dr. Juan Carlos Guillen, Dr. Montserrat Gil, Dr. Igor Egana, Dr. Marta Barreras, and Ms. Irene Eguinoa. Their perception and insight have contributed to the clarity and rigor of the presentation. Constantine H. Houpis Mario Garcia-Sanz Steven J. Rasmussen

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