Control Theory and its Applications

Size: px
Start display at page:

Download "Control Theory and its Applications"

Transcription

1 Control Theory and its Applications E.O. Roxin The University of Rhode Island USA GORDON AND BREACH SCIENCE PUBLISHERS Australia Canada. China France Germany India. Japan Luxembourg Malaysia The Netherlands. Russia. Singapore. Switzerland. Thailand United Kingdom

2 Contents Introduction to the series Preface Introduction xi xiii xv 1 About Mathematical Modelling or What Should We Ask from Nature? Historical background Posing questions and problems Systems with and without inputs Isolated Systems Systems with inputs Dynamical Systems and control Systems Dynamical Systems Control Systems Differential inclusions Calculus of variations Modern control theory Differential games 8 2 General Properties of Control Systems Definitions and examples Problem setting Caratheodory conditions 13 v

3 d CONTENTS Admissable controls Examples Linear control Systems The attainable set of the linear control System The attainability relation Autonomous Systems Definitions Propertiesof the attainability relation Holding and transient sets Equivalence classes Linear Systems Autonomous linear Systems Examples of linear Systems Systems in canonical form Controllability Linear Systems with unbounded controls Necessary and sufficient condition The controllability matrix 33 3 Optimal Control and Related Results Optimal control Bolza, Lagrange and Mayer problems Pontryagin's maximum principle Maximum principle for linear autonomous Systems Examples The maximum principle in the general case The existenceof optimal controls A counterexample The compactness of the attainable set Cesari's "property Q" Results for linear Systems Invariant sets Invariance in control Systems Rest points Stabilityof invariant sets Stability for control Systems Asymptotic stability Finite stability Attractors and repellers Attractors Repellers 55

4 CONTENTS vii 3.6 Viability Viability kemel 55 4 Typical Behavior of Control Systems Restpoints Rest points of control Systems Example Attracting, repelling and saddle holding sets Attracting holding sets Repelling holding sets Saddle holding sets Examples Linear Systems Non-linear Systems Periodic orbits and tubes of periodic orbits Periodic orbits Tubes of periodic orbits The index for control Systems The index in the plane Index of a circuit with respect to a vector field Index of a point with respect to a vector field Index with respect to a control system 77 5 Conversion of Dynamical Systems into Control Systems Additive control Adding control to a dynamical system "Spreading" control Systems Random noise Multiplicative control. Bilinear Systems Bilinear control Systems Solution of (5.9) for bang-bang controls The multiplicative integral The problem of the attainable set Parameter control Direct parameter control Examples Indirect parameter control Systems coupled by control Coupling by control Examples : 92

5 vüi CONTENTS 5.5 Expansion and fusion of holding sets Natural ordering of control Systems Examples The controlled Lienard equation The Lienard equation The Cartwright-Littlewood equation The controlled van der Pol equation Control of chaotic Systems Chaos in dynamical Systems Control of discrete Systems Effect of control on chaos Control of Systems on manifolds Dynamical Systems on manifolds A control System on the sphere A control System on the cylinder Control Systems on the torus Control Systems on the cone Applications The regulator problem A thermostat problem Chattering controls The general problem ofregulation Stabilization Stable linear Systems Stabilization by linear feedback Region of stabilization Population problems Controllable exponential growth The logistic equation The problem of coexisting species The "chemostat" The mathematical model Some approximations to the model Mainresults Selective growth and survival Fishery management Management of natural resources The logistic equation in fisheries Fishing effort and the Schaefer model Economic considerations Several species 137

6 CONTENTS ix 6.6 Predator-prey Systems Predator-prey interaction. Lotka-Volterra model Additive control for the Lotka-Volterra model Parameter control of the Lotkta-Volterra model Systems of related type A problem of Cancer chemotherapy Control Systems in medical treatment Cancer chemotherapy. The Gompertzian model The dynamics of the Gompertzian model Other optimality considerations 147 Bibliographie References 151 Solutions to Problems and Exercises 157 Index 175

DIFFERENTIAL EQUATIONS, DYNAMICAL SYSTEMS, AND AN INTRODUCTION TO CHAOS

DIFFERENTIAL EQUATIONS, DYNAMICAL SYSTEMS, AND AN INTRODUCTION TO CHAOS DIFFERENTIAL EQUATIONS, DYNAMICAL SYSTEMS, AND AN INTRODUCTION TO CHAOS Morris W. Hirsch University of California, Berkeley Stephen Smale University of California, Berkeley Robert L. Devaney Boston University

More information

Mathematical Theory of Control Systems Design

Mathematical Theory of Control Systems Design Mathematical Theory of Control Systems Design by V. N. Afarias'ev, V. B. Kolmanovskii and V. R. Nosov Moscow University of Electronics and Mathematics, Moscow, Russia KLUWER ACADEMIC PUBLISHERS DORDRECHT

More information

Dynamical Systems with Applications

Dynamical Systems with Applications Stephen Lynch Dynamical Systems with Applications using MATLAB Birkhauser Boston Basel Berlin Preface xi 0 A Tutorial Introduction to MATLAB and the Symbolic Math Toolbox 1 0.1 Tutorial One: The Basics

More information

Dynamical Systems with Applications using Mathematica

Dynamical Systems with Applications using Mathematica Stephen Lynch Dynamical Systems with Applications using Mathematica Birkhäuser Boston Basel Berlin Contents Preface xi 0 A Tutorial Introduction to Mathematica 1 0.1 A Quick Tour of Mathematica 2 0.2 Tutorial

More information

vii Contents 7.5 Mathematica Commands in Text Format 7.6 Exercises

vii Contents 7.5 Mathematica Commands in Text Format 7.6 Exercises Preface 0. A Tutorial Introduction to Mathematica 0.1 A Quick Tour of Mathematica 0.2 Tutorial 1: The Basics (One Hour) 0.3 Tutorial 2: Plots and Differential Equations (One Hour) 0.4 Mathematica Programs

More information

DIFFERENTIAL EQUATIONS, DYNAMICAL SYSTEMS, AND AN INTRODUCTION TO CHAOS

DIFFERENTIAL EQUATIONS, DYNAMICAL SYSTEMS, AND AN INTRODUCTION TO CHAOS DIFFERENTIAL EQUATIONS, DYNAMICAL SYSTEMS, AND AN INTRODUCTION TO CHAOS Morris W. Hirsch University of California, Berkeley Stephen Smale University of California, Berkeley Robert L. Devaney Boston University

More information

Fundamentals of Dynamical Systems / Discrete-Time Models. Dr. Dylan McNamara people.uncw.edu/ mcnamarad

Fundamentals of Dynamical Systems / Discrete-Time Models. Dr. Dylan McNamara people.uncw.edu/ mcnamarad Fundamentals of Dynamical Systems / Discrete-Time Models Dr. Dylan McNamara people.uncw.edu/ mcnamarad Dynamical systems theory Considers how systems autonomously change along time Ranges from Newtonian

More information

Introduction to Applied Nonlinear Dynamical Systems and Chaos

Introduction to Applied Nonlinear Dynamical Systems and Chaos Stephen Wiggins Introduction to Applied Nonlinear Dynamical Systems and Chaos Second Edition With 250 Figures 4jj Springer I Series Preface v L I Preface to the Second Edition vii Introduction 1 1 Equilibrium

More information

INTRODUCTION TO CATALYTIC COMBUSTION

INTRODUCTION TO CATALYTIC COMBUSTION INTRODUCTION TO CATALYTIC COMBUSTION R.E. Hayes Professor of Chemical Engineering Department of Chemical and Materials Engineering University of Alberta, Canada and S.T. Kolaczkowski Professor of Chemical

More information

MATHEMATICAL PHYSICS

MATHEMATICAL PHYSICS Advanced Methods of MATHEMATICAL PHYSICS R.S. Kaushal D. Parashar Alpha Science International Ltd. Contents Preface Abbreviations, Notations and Symbols vii xi 1. General Introduction 1 2. Theory of Finite

More information

Elementary Lie Group Analysis and Ordinary Differential Equations

Elementary Lie Group Analysis and Ordinary Differential Equations Elementary Lie Group Analysis and Ordinary Differential Equations Nail H. Ibragimov University of North-West Mmabatho, South Africa JOHN WILEY & SONS Chichester New York Weinheim Brisbane Singapore Toronto

More information

Dynamical Systems. Pierre N.V. Tu. An Introduction with Applications in Economics and Biology Second Revised and Enlarged Edition.

Dynamical Systems. Pierre N.V. Tu. An Introduction with Applications in Economics and Biology Second Revised and Enlarged Edition. Pierre N.V. Tu Dynamical Systems An Introduction with Applications in Economics and Biology Second Revised and Enlarged Edition With 105 Figures Springer-Verlag Berlin Heidelberg New York London Paris

More information

Differential Equations with Mathematica

Differential Equations with Mathematica Differential Equations with Mathematica THIRD EDITION Martha L. Abell James P. Braselton ELSEVIER ACADEMIC PRESS Amsterdam Boston Heidelberg London New York Oxford Paris San Diego San Francisco Singapore

More information

2017 Source of Foreign Income Earned By Fund

2017 Source of Foreign Income Earned By Fund 2017 Source of Foreign Income Earned By Fund Putnam Emerging Markets Equity Fund EIN: 26-2670607 FYE: 08/31/2017 Statement Pursuant to 1.853-4: The fund is hereby electing to apply code section 853 for

More information

Continuous Univariate Distributions

Continuous Univariate Distributions Continuous Univariate Distributions Volume 2 Second Edition NORMAN L. JOHNSON University of North Carolina Chapel Hill, North Carolina SAMUEL KOTZ University of Maryland College Park, Maryland N. BALAKRISHNAN

More information

Nonlinear Dynamics. Moreno Marzolla Dip. di Informatica Scienza e Ingegneria (DISI) Università di Bologna.

Nonlinear Dynamics. Moreno Marzolla Dip. di Informatica Scienza e Ingegneria (DISI) Università di Bologna. Nonlinear Dynamics Moreno Marzolla Dip. di Informatica Scienza e Ingegneria (DISI) Università di Bologna http://www.moreno.marzolla.name/ 2 Introduction: Dynamics of Simple Maps 3 Dynamical systems A dynamical

More information

DYNAMICAL SYSTEMS. I Clark: Robinson. Stability, Symbolic Dynamics, and Chaos. CRC Press Boca Raton Ann Arbor London Tokyo

DYNAMICAL SYSTEMS. I Clark: Robinson. Stability, Symbolic Dynamics, and Chaos. CRC Press Boca Raton Ann Arbor London Tokyo DYNAMICAL SYSTEMS Stability, Symbolic Dynamics, and Chaos I Clark: Robinson CRC Press Boca Raton Ann Arbor London Tokyo Contents Chapter I. Introduction 1 1.1 Population Growth Models, One Population 2

More information

I NONLINEAR EWORKBOOK

I NONLINEAR EWORKBOOK I NONLINEAR EWORKBOOK Chaos, Fractals, Cellular Automata, Neural Networks, Genetic Algorithms, Gene Expression Programming, Wavelets, Fuzzy Logic with C++, Java and SymbolicC++ Programs Willi-Hans Steeb

More information

Infinite-Dimensional Dynamical Systems in Mechanics and Physics

Infinite-Dimensional Dynamical Systems in Mechanics and Physics Roger Temam Infinite-Dimensional Dynamical Systems in Mechanics and Physics Second Edition With 13 Illustrations Springer Contents Preface to the Second Edition Preface to the First Edition vii ix GENERAL

More information

Foundations of Ultraprecision Mechanism Design

Foundations of Ultraprecision Mechanism Design Foundations of Ultraprecision Mechanism Design S.T. Smith University of North Carolina at Charlotte, USA and D.G. Chetwynd University of Warwick, UK GORDON AND BREACH SCIENCE PUBLISHERS Switzerland Australia

More information

Introduction to Ordinary Differential Equations with Mathematica

Introduction to Ordinary Differential Equations with Mathematica ALFRED GRAY MICHAEL MEZZINO MARKA. PINSKY Introduction to Ordinary Differential Equations with Mathematica An Integrated Multimedia Approach %JmT} Web-Enhanced Includes CD-ROM TABLE OF CONTENTS Preface

More information

Modern Geometric Structures and Fields

Modern Geometric Structures and Fields Modern Geometric Structures and Fields S. P. Novikov I.A.TaJmanov Translated by Dmitry Chibisov Graduate Studies in Mathematics Volume 71 American Mathematical Society Providence, Rhode Island Preface

More information

Nonlinear dynamics & chaos BECS

Nonlinear dynamics & chaos BECS Nonlinear dynamics & chaos BECS-114.7151 Phase portraits Focus: nonlinear systems in two dimensions General form of a vector field on the phase plane: Vector notation: Phase portraits Solution x(t) describes

More information

Optimal Control and Viscosity Solutions of Hamilton-Jacobi-Bellman Equations

Optimal Control and Viscosity Solutions of Hamilton-Jacobi-Bellman Equations Martino Bardi Italo Capuzzo-Dolcetta Optimal Control and Viscosity Solutions of Hamilton-Jacobi-Bellman Equations Birkhauser Boston Basel Berlin Contents Preface Basic notations xi xv Chapter I. Outline

More information

Impulsive Stabilization and Application to a Population Growth Model*

Impulsive Stabilization and Application to a Population Growth Model* Nonlinear Dynamics and Systems Theory, 2(2) (2002) 173 184 Impulsive Stabilization and Application to a Population Growth Model* Xinzhi Liu 1 and Xuemin Shen 2 1 Department of Applied Mathematics, University

More information

Differential Geometry, Lie Groups, and Symmetric Spaces

Differential Geometry, Lie Groups, and Symmetric Spaces Differential Geometry, Lie Groups, and Symmetric Spaces Sigurdur Helgason Graduate Studies in Mathematics Volume 34 nsffvjl American Mathematical Society l Providence, Rhode Island PREFACE PREFACE TO THE

More information

APPLIED FUNCTIONAL ANALYSIS

APPLIED FUNCTIONAL ANALYSIS APPLIED FUNCTIONAL ANALYSIS Second Edition JEAN-PIERRE AUBIN University of Paris-Dauphine Exercises by BERNARD CORNET and JEAN-MICHEL LASRY Translated by CAROLE LABROUSSE A Wiley-Interscience Publication

More information

A Primer of Ecology. Sinauer Associates, Inc. Publishers Sunderland, Massachusetts

A Primer of Ecology. Sinauer Associates, Inc. Publishers Sunderland, Massachusetts A Primer of Ecology Fourth Edition NICHOLAS J. GOTELLI University of Vermont Sinauer Associates, Inc. Publishers Sunderland, Massachusetts Table of Contents PREFACE TO THE FOURTH EDITION PREFACE TO THE

More information

Appendix B: Detailed tables showing overall figures by country and measure

Appendix B: Detailed tables showing overall figures by country and measure 44 country and measure % who report that they are very happy Source: World Values Survey, 2010-2014 except United States, Pew Research Center 2012 Gender and Generations survey and Argentina 32% 32% 36%

More information

Do Policy-Related Shocks Affect Real Exchange Rates? An Empirical Analysis Using Sign Restrictions and a Penalty-Function Approach

Do Policy-Related Shocks Affect Real Exchange Rates? An Empirical Analysis Using Sign Restrictions and a Penalty-Function Approach ISSN 1440-771X Australia Department of Econometrics and Business Statistics http://www.buseco.monash.edu.au/depts/ebs/pubs/wpapers/ Do Policy-Related Shocks Affect Real Exchange Rates? An Empirical Analysis

More information

APPLIED NONLINEAR DYNAMICS

APPLIED NONLINEAR DYNAMICS APPLIED NONLINEAR DYNAMICS Analytical, Computational, and Experimental Methods Ali H. Nayfeh Virginia Polytechnic Institute and State University Balakumar Balachandran University of Maryland WILEY- VCH

More information

DIFFERENTIAL GEOMETRY APPLIED TO DYNAMICAL SYSTEMS

DIFFERENTIAL GEOMETRY APPLIED TO DYNAMICAL SYSTEMS WORLD SCIENTIFIC SERIES ON NONLINEAR SCIENCE Series Editor: Leon O. Chua Series A Vol. 66 DIFFERENTIAL GEOMETRY APPLIED TO DYNAMICAL SYSTEMS Jean-Marc Ginoux Université du Sud, France World Scientific

More information

Dynamical Systems: Ecological Modeling

Dynamical Systems: Ecological Modeling Dynamical Systems: Ecological Modeling G Söderbacka Abstract Ecological modeling is becoming increasingly more important for modern engineers. The mathematical language of dynamical systems has been applied

More information

Population Dynamics II

Population Dynamics II Population Dynamics II In this class, we shall analyze behavioral patterns of ecosystems, in which more than two species interact with each other. Such systems frequently exhibit chaotic behavior. Chaotic

More information

Static and Dynamic Optimization (42111)

Static and Dynamic Optimization (42111) Static and Dynamic Optimization (42111) Niels Kjølstad Poulsen Build. 303b, room 016 Section for Dynamical Systems Dept. of Applied Mathematics and Computer Science The Technical University of Denmark

More information

Selected Topics in Integral Geometry

Selected Topics in Integral Geometry Translations of MATHEMATICAL MONOGRAPHS Volume 220 Selected Topics in Integral Geometry I. M. Gelfand S. G. Gindikin M. I. Graev American Mathematical Society 'I Providence, Rhode Island Contents Preface

More information

Chaotic Vibrations. An Introduction for Applied Scientists and Engineers

Chaotic Vibrations. An Introduction for Applied Scientists and Engineers Chaotic Vibrations An Introduction for Applied Scientists and Engineers FRANCIS C. MOON Theoretical and Applied Mechanics Cornell University Ithaca, New York A WILEY-INTERSCIENCE PUBLICATION JOHN WILEY

More information

Research Article Bifurcation and Global Dynamics of a Leslie-Gower Type Competitive System of Rational Difference Equations with Quadratic Terms

Research Article Bifurcation and Global Dynamics of a Leslie-Gower Type Competitive System of Rational Difference Equations with Quadratic Terms Hindawi Abstract and Applied Analysis Volume 2017 Article ID 3104512 19 pages https://doi.org/10.1155/2017/3104512 Research Article Bifurcation and Global Dynamics of a Leslie-Gower Type Competitive System

More information

Population Games and Evolutionary Dynamics

Population Games and Evolutionary Dynamics Population Games and Evolutionary Dynamics William H. Sandholm The MIT Press Cambridge, Massachusetts London, England in Brief Series Foreword Preface xvii xix 1 Introduction 1 1 Population Games 2 Population

More information

Research Article Global Dynamics of a Competitive System of Rational Difference Equations in the Plane

Research Article Global Dynamics of a Competitive System of Rational Difference Equations in the Plane Hindawi Publishing Corporation Advances in Difference Equations Volume 009 Article ID 1380 30 pages doi:101155/009/1380 Research Article Global Dynamics of a Competitive System of Rational Difference Equations

More information

Unit Ten Summary Introduction to Dynamical Systems and Chaos

Unit Ten Summary Introduction to Dynamical Systems and Chaos Unit Ten Summary Introduction to Dynamical Systems Dynamical Systems A dynamical system is a system that evolves in time according to a well-defined, unchanging rule. The study of dynamical systems is

More information

LOTKA-VOLTERRA SYSTEMS WITH DELAY

LOTKA-VOLTERRA SYSTEMS WITH DELAY 870 1994 133-140 133 LOTKA-VOLTERRA SYSTEMS WITH DELAY Zhengyi LU and Yasuhiro TAKEUCHI Department of Applied Mathematics, Faculty of Engineering, Shizuoka University, Hamamatsu 432, JAPAN ABSTRACT Sufftcient

More information

Section 5. Graphing Systems

Section 5. Graphing Systems Section 5. Graphing Systems 5A. The Phase Plane 5A-1. Find the critical points of each of the following non-linear autonomous systems. x = x 2 y 2 x = 1 x + y a) b) y = x xy y = y + 2x 2 5A-2. Write each

More information

Problem Set Number 5, j/2.036j MIT (Fall 2014)

Problem Set Number 5, j/2.036j MIT (Fall 2014) Problem Set Number 5, 18.385j/2.036j MIT (Fall 2014) Rodolfo R. Rosales (MIT, Math. Dept.,Cambridge, MA 02139) Due Fri., October 24, 2014. October 17, 2014 1 Large µ limit for Liénard system #03 Statement:

More information

Lectures on the Orbit Method

Lectures on the Orbit Method Lectures on the Orbit Method A. A. Kirillov Graduate Studies in Mathematics Volume 64 American Mathematical Society Providence, Rhode Island Preface Introduction xv xvii Chapter 1. Geometry of Coadjoint

More information

MANAGEMENT AND ANALYSIS OF BIOLOGICAL POPULATIONS

MANAGEMENT AND ANALYSIS OF BIOLOGICAL POPULATIONS ',' Developments in Agricultural and Managed-Forest Ecology, 8 MANAGEMENT AND ANALYSIS OF BIOLOGICAL POPULATIONS by BEAN-SAN GOH Department ofmathematics, University of Western Australia, Nedlands, W.A.

More information

COMPLEX VARIABLES. Principles and Problem Sessions YJ? A K KAPOOR. University of Hyderabad, India. World Scientific NEW JERSEY LONDON

COMPLEX VARIABLES. Principles and Problem Sessions YJ? A K KAPOOR. University of Hyderabad, India. World Scientific NEW JERSEY LONDON COMPLEX VARIABLES Principles and Problem Sessions A K KAPOOR University of Hyderabad, India NEW JERSEY LONDON YJ? World Scientific SINGAPORE BEIJING SHANGHAI HONG KONG TAIPEI CHENNAI CONTENTS Preface vii

More information

APPLIED NONLINEAR CONTROL. Jean-Jacques E Slotine WeipingLi

APPLIED NONLINEAR CONTROL. Jean-Jacques E Slotine WeipingLi APPLIED NONLINEAR CONTROL Jean-Jacques E Slotine WeipingLi Applied Nonlinear Control JEAN-JACQUES E. SLOTlNE Massachusetts Institute of Technology WEIPING LI Massachusetts Institute of Technologv Prentice

More information

Introduction to Dynamical Systems Basic Concepts of Dynamics

Introduction to Dynamical Systems Basic Concepts of Dynamics Introduction to Dynamical Systems Basic Concepts of Dynamics A dynamical system: Has a notion of state, which contains all the information upon which the dynamical system acts. A simple set of deterministic

More information

CALCULUS. C. HENRY EDWARDS The University of Georgia, Athens. DAVID E. PENNEY The University of Georgia, Athens. Prentice Hall

CALCULUS. C. HENRY EDWARDS The University of Georgia, Athens. DAVID E. PENNEY The University of Georgia, Athens. Prentice Hall CALCULUS C. HENRY EDWARDS The University of Georgia, Athens DAVID E. PENNEY The University of Georgia, Athens Prentice Hall Pearson Education International CONTENTS ABOUT THE AUTHORS PREFACE XI xiii CHAPTER

More information

Differential Equations

Differential Equations Differential Equations Theory, Technique, and Practice George F. Simmons and Steven G. Krantz Higher Education Boston Burr Ridge, IL Dubuque, IA Madison, Wl New York San Francisco St. Louis Bangkok Bogota

More information

Contents. Preface xi. vii

Contents. Preface xi. vii Preface xi 1. Real Numbers and Monotone Sequences 1 1.1 Introduction; Real numbers 1 1.2 Increasing sequences 3 1.3 Limit of an increasing sequence 4 1.4 Example: the number e 5 1.5 Example: the harmonic

More information

ADAPTIVE CONTROL AND SYNCHRONIZATION OF A GENERALIZED LOTKA-VOLTERRA SYSTEM

ADAPTIVE CONTROL AND SYNCHRONIZATION OF A GENERALIZED LOTKA-VOLTERRA SYSTEM ADAPTIVE CONTROL AND SYNCHRONIZATION OF A GENERALIZED LOTKA-VOLTERRA SYSTEM Sundarapandian Vaidyanathan 1 1 Research and Development Centre, Vel Tech Dr. RR & Dr. SR Technical University Avadi, Chennai-600

More information

(Refer Slide Time: 00:32)

(Refer Slide Time: 00:32) Nonlinear Dynamical Systems Prof. Madhu. N. Belur and Prof. Harish. K. Pillai Department of Electrical Engineering Indian Institute of Technology, Bombay Lecture - 12 Scilab simulation of Lotka Volterra

More information

Dynamics of a Population Model Controlling the Spread of Plague in Prairie Dogs

Dynamics of a Population Model Controlling the Spread of Plague in Prairie Dogs Dynamics of a opulation Model Controlling the Spread of lague in rairie Dogs Catalin Georgescu The University of South Dakota Department of Mathematical Sciences 414 East Clark Street, Vermillion, SD USA

More information

Applied Nonlinear Control

Applied Nonlinear Control Applied Nonlinear Control JEAN-JACQUES E. SLOTINE Massachusetts Institute of Technology WEIPING LI Massachusetts Institute of Technology Pearson Education Prentice Hall International Inc. Upper Saddle

More information

A Mathematica Companion for Differential Equations

A Mathematica Companion for Differential Equations iii A Mathematica Companion for Differential Equations Selwyn Hollis PRENTICE HALL, Upper Saddle River, NJ 07458 iv v Contents Preface viii 0. An Introduction to Mathematica 0.1 Getting Started 1 0.2 Functions

More information

MA 138: Calculus II for the Life Sciences

MA 138: Calculus II for the Life Sciences MA 138: Calculus II for the Life Sciences David Murrugarra Department of Mathematics, University of Kentucky. Spring 2016 David Murrugarra (University of Kentucky) MA 138: Section 11.4.2 Spring 2016 1

More information

Handout 2: Invariant Sets and Stability

Handout 2: Invariant Sets and Stability Engineering Tripos Part IIB Nonlinear Systems and Control Module 4F2 1 Invariant Sets Handout 2: Invariant Sets and Stability Consider again the autonomous dynamical system ẋ = f(x), x() = x (1) with state

More information

Classes of Linear Operators Vol. I

Classes of Linear Operators Vol. I Classes of Linear Operators Vol. I Israel Gohberg Seymour Goldberg Marinus A. Kaashoek Birkhäuser Verlag Basel Boston Berlin TABLE OF CONTENTS VOLUME I Preface Table of Contents of Volume I Table of Contents

More information

One dimensional Maps

One dimensional Maps Chapter 4 One dimensional Maps The ordinary differential equation studied in chapters 1-3 provide a close link to actual physical systems it is easy to believe these equations provide at least an approximate

More information

Motivation and Goals. Modelling with ODEs. Continuous Processes. Ordinary Differential Equations. dy = dt

Motivation and Goals. Modelling with ODEs. Continuous Processes. Ordinary Differential Equations. dy = dt Motivation and Goals Modelling with ODEs 24.10.01 Motivation: Ordinary Differential Equations (ODEs) are very important in all branches of Science and Engineering ODEs form the basis for the simulation

More information

Contributors. Preface

Contributors. Preface Contents Contributors Preface v xv 1 Kähler Manifolds by E. Cattani 1 1.1 Complex Manifolds........................... 2 1.1.1 Definition and Examples.................... 2 1.1.2 Holomorphic Vector Bundles..................

More information

ORDINARY DIFFERENTIAL EQUATIONS AND CALCULUS OF VARIATIONS

ORDINARY DIFFERENTIAL EQUATIONS AND CALCULUS OF VARIATIONS ORDINARY DIFFERENTIAL EQUATIONS AND CALCULUS OF VARIATIONS Book of Problems M. V. Makarets Kiev T. Shevchenko University, Ukraine V. Yu. Reshetnyak Institute of Surface Chemistry, Ukraine.0 World Scientific!

More information

Equivalence, Invariants, and Symmetry

Equivalence, Invariants, and Symmetry Equivalence, Invariants, and Symmetry PETER J. OLVER University of Minnesota CAMBRIDGE UNIVERSITY PRESS Contents Preface xi Acknowledgments xv Introduction 1 1. Geometric Foundations 7 Manifolds 7 Functions

More information

Contents. 1 Preliminaries 3. Martingales

Contents. 1 Preliminaries 3. Martingales Table of Preface PART I THE FUNDAMENTAL PRINCIPLES page xv 1 Preliminaries 3 2 Martingales 9 2.1 Martingales and examples 9 2.2 Stopping times 12 2.3 The maximum inequality 13 2.4 Doob s inequality 14

More information

Continuous Univariate Distributions

Continuous Univariate Distributions Continuous Univariate Distributions Volume 1 Second Edition NORMAN L. JOHNSON University of North Carolina Chapel Hill, North Carolina SAMUEL KOTZ University of Maryland College Park, Maryland N. BALAKRISHNAN

More information

Biomedical Signal Processing and Signal Modeling

Biomedical Signal Processing and Signal Modeling Biomedical Signal Processing and Signal Modeling Eugene N. Bruce University of Kentucky A Wiley-lnterscience Publication JOHN WILEY & SONS, INC. New York Chichester Weinheim Brisbane Singapore Toronto

More information

CONTROL SYSTEMS, ROBOTICS AND AUTOMATION CONTENTS VOLUME XIII

CONTROL SYSTEMS, ROBOTICS AND AUTOMATION CONTENTS VOLUME XIII CONTENTS VOLUME XIII Nonlinear Output Regulation 1 Alberto Isidori, Dipartimento di Informatica e Sistemistica, Università di Roma La Sapienza" and Department of Systems Science and Mathematics, Washington

More information

APPLIED SYMBOLIC DYNAMICS AND CHAOS

APPLIED SYMBOLIC DYNAMICS AND CHAOS DIRECTIONS IN CHAOS VOL. 7 APPLIED SYMBOLIC DYNAMICS AND CHAOS Bai-Lin Hao Wei-Mou Zheng The Institute of Theoretical Physics Academia Sinica, China Vfö World Scientific wl Singapore Sinaaoore NewJersev

More information

International Journal of PharmTech Research CODEN (USA): IJPRIF, ISSN: Vol.8, No.7, pp , 2015

International Journal of PharmTech Research CODEN (USA): IJPRIF, ISSN: Vol.8, No.7, pp , 2015 International Journal of PharmTech Research CODEN (USA): IJPRIF, ISSN: 0974-4304 Vol.8, No.7, pp 99-, 05 Lotka-Volterra Two-Species Mutualistic Biology Models and Their Ecological Monitoring Sundarapandian

More information

New Perspectives. Functional Inequalities: and New Applications. Nassif Ghoussoub Amir Moradifam. Monographs. Surveys and

New Perspectives. Functional Inequalities: and New Applications. Nassif Ghoussoub Amir Moradifam. Monographs. Surveys and Mathematical Surveys and Monographs Volume 187 Functional Inequalities: New Perspectives and New Applications Nassif Ghoussoub Amir Moradifam American Mathematical Society Providence, Rhode Island Contents

More information

Patrick Iglesias-Zemmour

Patrick Iglesias-Zemmour Mathematical Surveys and Monographs Volume 185 Diffeology Patrick Iglesias-Zemmour American Mathematical Society Contents Preface xvii Chapter 1. Diffeology and Diffeological Spaces 1 Linguistic Preliminaries

More information

B5.6 Nonlinear Systems

B5.6 Nonlinear Systems B5.6 Nonlinear Systems 5. Global Bifurcations, Homoclinic chaos, Melnikov s method Alain Goriely 2018 Mathematical Institute, University of Oxford Table of contents 1. Motivation 1.1 The problem 1.2 A

More information

ANALYTICAL MECHANICS. LOUIS N. HAND and JANET D. FINCH CAMBRIDGE UNIVERSITY PRESS

ANALYTICAL MECHANICS. LOUIS N. HAND and JANET D. FINCH CAMBRIDGE UNIVERSITY PRESS ANALYTICAL MECHANICS LOUIS N. HAND and JANET D. FINCH CAMBRIDGE UNIVERSITY PRESS Preface xi 1 LAGRANGIAN MECHANICS l 1.1 Example and Review of Newton's Mechanics: A Block Sliding on an Inclined Plane 1

More information

Continuous and Discrete Time Signals and Systems

Continuous and Discrete Time Signals and Systems Continuous and Discrete Time Signals and Systems Mrinal Mandal University of Alberta, Edmonton, Canada and Amir Asif York University, Toronto, Canada CAMBRIDGE UNIVERSITY PRESS Contents Preface Parti Introduction

More information

Key words and phrases. Bifurcation, Difference Equations, Fixed Points, Predator - Prey System, Stability.

Key words and phrases. Bifurcation, Difference Equations, Fixed Points, Predator - Prey System, Stability. ISO 9001:008 Certified Volume, Issue, March 013 Dynamical Behavior in a Discrete Prey- Predator Interactions M.ReniSagaya Raj 1, A.George Maria Selvam, R.Janagaraj 3.and D.Pushparajan 4 1,,3 Sacred Heart

More information

Bifurcation and Stability Analysis of a Prey-predator System with a Reserved Area

Bifurcation and Stability Analysis of a Prey-predator System with a Reserved Area ISSN 746-733, England, UK World Journal of Modelling and Simulation Vol. 8 ( No. 4, pp. 85-9 Bifurcation and Stability Analysis of a Prey-predator System with a Reserved Area Debasis Mukherjee Department

More information

Design of Nonlinear Control Systems with the Highest Derivative in Feedback

Design of Nonlinear Control Systems with the Highest Derivative in Feedback SERIES ON STAB1UTY, VIBRATION AND CONTROL OF SYSTEMS SeriesA Volume 16 Founder & Editor: Ardeshir Guran Co-Editors: M. Cloud & W. B. Zimmerman Design of Nonlinear Control Systems with the Highest Derivative

More information

KD A LOW DROP POSITIVE VOLTAGE REGULATOR ADJUSTABLE AND FIXED

KD A LOW DROP POSITIVE VOLTAGE REGULATOR ADJUSTABLE AND FIXED 7.5A LOW DROP POSITIVE VOLTAGE REGULATOR ADJUSTABLE AND FIXED THREE TERMINAL ADJUSTABLE OR FIXED OUTPUT VOLTAGE 1.5V,1.8V, 2.5V, 3.0, 3.3V OUTPUT CURRENT UP TO 7.5A 1.4V MAX DROPOUT VOLTAGE AT FULL LOAD

More information

Nigerian Capital Importation QUARTER THREE 2016

Nigerian Capital Importation QUARTER THREE 2016 Nigerian Capital Importation QUARTER THREE 2016 _ November 2016 Capital Importation Data The data on Capital Importation used in this report was obtained from the Central Bank of Nigeria (CBN). The data

More information

Objectives: 5pts Graph the average ecological footprints of several countries. Select two countries with different sized footprints and research

Objectives: 5pts Graph the average ecological footprints of several countries. Select two countries with different sized footprints and research Must copy lab. This lab contains a watermark. You may not turn in an assignment with a watermark. Value 100 / Pts available 185 Out of Order -50pts Analyzing Ecological Footprints Lab 1 5pts Background:

More information

Three Lectures on: Control of Coupled Fast and Slow Dynamics. Zvi Artstein Ravello, September 2012

Three Lectures on: Control of Coupled Fast and Slow Dynamics. Zvi Artstein Ravello, September 2012 Three Lectures on: Control of Coupled Fast and Slow Dynamics Zvi Artstein Ravello, September 2012 1 Control of Coupled Fast and Slow Dynamics Zvi Artstein Plan: Modeling Variational Limits Classical Approach

More information

7.5A LOW DROP POSITIVE VOLTAGE REGULATOR ADJUSTABLE AND FIXED. October 2002

7.5A LOW DROP POSITIVE VOLTAGE REGULATOR ADJUSTABLE AND FIXED. October 2002 THREE TERMINAL ADJUSTABLE OR FIXED OUTPUT VOLTAGE 1.5V,1.8V, 2.5V, 3.0, 3.3V OUTPUT CURRENT UP TO 7.5A 1.4V MAX DROPOUT VOLTAGE AT FULL LOAD LINE REGULATION: MAX 0.2% OVER FULL TEMPERATURE RANGE LOAD REGULATION:

More information

Gary G. Mittelbach Michigan State University

Gary G. Mittelbach Michigan State University Community Ecology Gary G. Mittelbach Michigan State University Sinauer Associates, Inc. Publishers Sunderland, Massachusetts U.S.A. Brief Table of Contents 1 Community Ecology s Roots 1 PART I The Big

More information

1 2 predators competing for 1 prey

1 2 predators competing for 1 prey 1 2 predators competing for 1 prey I consider here the equations for two predator species competing for 1 prey species The equations of the system are H (t) = rh(1 H K ) a1hp1 1+a a 2HP 2 1T 1H 1 + a 2

More information

3.5 Competition Models: Principle of Competitive Exclusion

3.5 Competition Models: Principle of Competitive Exclusion 94 3. Models for Interacting Populations different dimensional parameter changes. For example, doubling the carrying capacity K is exactly equivalent to halving the predator response parameter D. The dimensionless

More information

On the stabilizing effect of specialist predators on founder-controlled communities

On the stabilizing effect of specialist predators on founder-controlled communities On the stabilizing effect of specialist predators on founder-controlled communities Sebastian J. Schreiber Department of Mathematics Western Washington University Bellingham, WA 98225 May 2, 2003 Appeared

More information

SPECIAL FUNCTIONS OF MATHEMATICS FOR ENGINEERS

SPECIAL FUNCTIONS OF MATHEMATICS FOR ENGINEERS SPECIAL FUNCTIONS OF MATHEMATICS FOR ENGINEERS Second Edition LARRY C. ANDREWS OXFORD UNIVERSITY PRESS OXFORD TOKYO MELBOURNE SPIE OPTICAL ENGINEERING PRESS A Publication of SPIE The International Society

More information

Stability of Dynamical systems

Stability of Dynamical systems Stability of Dynamical systems Stability Isolated equilibria Classification of Isolated Equilibria Attractor and Repeller Almost linear systems Jacobian Matrix Stability Consider an autonomous system u

More information

Lotka-Volterra Models Nizar Ezroura M53

Lotka-Volterra Models Nizar Ezroura M53 Lotka-Volterra Models Nizar Ezroura M53 The Lotka-Volterra equations are a pair of coupled first-order ODEs that are used to describe the evolution of two elements under some mutual interaction pattern.

More information

An Introduction to Stochastic Modeling

An Introduction to Stochastic Modeling F An Introduction to Stochastic Modeling Fourth Edition Mark A. Pinsky Department of Mathematics Northwestern University Evanston, Illinois Samuel Karlin Department of Mathematics Stanford University Stanford,

More information

Contents. I Basic Methods 13

Contents. I Basic Methods 13 Preface xiii 1 Introduction 1 I Basic Methods 13 2 Convergent and Divergent Series 15 2.1 Introduction... 15 2.1.1 Power series: First steps... 15 2.1.2 Further practical aspects... 17 2.2 Differential

More information

FROM EQUILIBRIUM TO CHAOS

FROM EQUILIBRIUM TO CHAOS FROM EQUILIBRIUM TO CHAOS Practica! Bifurcation and Stability Analysis RÜDIGER SEYDEL Institut für Angewandte Mathematik und Statistik University of Würzburg Würzburg, Federal Republic of Germany ELSEVIER

More information

Bilateral Labour Agreements, 2004

Bilateral Labour Agreements, 2004 Guest Austria Canada Turkey ( 64) Canada, Czech Republic, Hungary ( 98), Belgium Italy ( 46, 54), Turkey ( 64) Bulgaria ( 99), Pol (02) Germany ( 91) Bulgaria ( 99), Mongolia ( 99), Pol ( 92), Russia (

More information

LMI Methods in Optimal and Robust Control

LMI Methods in Optimal and Robust Control LMI Methods in Optimal and Robust Control Matthew M. Peet Arizona State University Lecture 15: Nonlinear Systems and Lyapunov Functions Overview Our next goal is to extend LMI s and optimization to nonlinear

More information

BIFURCATION PHENOMENA Lecture 4: Bifurcations in n-dimensional ODEs

BIFURCATION PHENOMENA Lecture 4: Bifurcations in n-dimensional ODEs BIFURCATION PHENOMENA Lecture 4: Bifurcations in n-dimensional ODEs Yuri A. Kuznetsov August, 2010 Contents 1. Solutions and orbits: equilibria cycles connecting orbits compact invariant manifolds strange

More information

AN1755 APPLICATION NOTE

AN1755 APPLICATION NOTE AN1755 APPLICATION NOTE A HIGH RESOLUTION / PRECISION THERMOMETER USING ST7 AND NE555 INTRODUCTION The goal of this application note is to present a realistic example of a thermometer using an ST7 and

More information

Canadian Imports of Honey

Canadian Imports of Honey of 0409000029 - Honey, natural, in containers of a weight > 5 kg, nes (Kilogram) Argentina 236,716 663,087 2,160,216 761,990 35.27% 202.09% /0 76,819 212,038 717,834 257,569 35.88% 205.69% /0 United States

More information

Lectures on Periodic Orbits

Lectures on Periodic Orbits Lectures on Periodic Orbits 11 February 2009 Most of the contents of these notes can found in any typical text on dynamical systems, most notably Strogatz [1994], Perko [2001] and Verhulst [1996]. Complete

More information