CONTROL SYSTEMS, ROBOTICS, AND AUTOMATION Vol. III Stability Theory - Peter C. Müller

Size: px
Start display at page:

Download "CONTROL SYSTEMS, ROBOTICS, AND AUTOMATION Vol. III Stability Theory - Peter C. Müller"

Transcription

1 STABILITY THEORY Peter C. Müller University of Wuertal, Germany Keywords: Asymtotic stability, Eonential stability, Linearization, Linear systems, Lyaunov equation, Lyaunov function, Lyaunov stability, Nonlinear systems, Stability in the first aroimation, Uniform stability Contents 1. Introduction 2. Linearization: Stability in the First Aroimation 3. The Direct Method of Lyaunov 3.1. Nonlinear Systems 3.2. Linear Systems Glossary Bibliograhy Biograhical Sketch Summary Stability lays an imortant role in the theory of dynamical systems and control. It characterizes the roerty of an unerturbed trajectory that all erturbed trajectories starting nearby stay nearby: small erturbations cause only small changes in the system behavior. The most imortant concet of stability has bee introduced by the Russian mathematician A. M. Lyaunov in Based on his famous work a general Lyaunov theory has been develoed to investigate the stability behavior of general dynamical systems. Here, the basic ideas and results of this theory are resented. 1. Introduction The roerty of stability is very imortant for the behavior of dynamical systems. Intuitively, stability can be understood as the requirement that small erturbations of the system cause only small changes of the system behavior. As erturbations eternal ecitations or changes of the initial conditions can be considered as well. The develoment of stability concets always tried to meet these intuitive ideas. But for a correct formulation of the stability roblem eact definitions and criteria are required. While for linear time-invariant systems indeendent investigations were erformed resulting in algebraic and geometric criteria, the stability analysis of nonlinear dynamical systems is still based on the famous work of the Russian mathematician A. M. Lyaunov ( ) who resented a book on the general roblem of the stability of motion in Lyaunov s stability theory shows the comleity of the stability roblem requiring a very recise discussion of the roblem. The following stability analysis is based on a state sace model of nonlinear dynamical systems Encycloedia of Life Suort Systems (EOLSS)

2 () t = a( (),) t t (1) or () t = a( (),) t t + B( (),) t t u() t, (2) y() t = c ( (),) t t + D ( (),) t t u () t. (3) For the free system (1) an uncontrolled nonlinear system or a closed-loo controlled system is considered. For system (2, 3) the inut-outut behavior is considered where u can be interreted as eternal disturbances or as control inuts which have to be designed suitably; the outut y reresents usually the measurements. For linear systems we can seak about the stability of the system in general, but for nonlinear systems we have to distinguish more recisely if the stability of an equilibrium oint, a trajectory, a limit cycle or an arbitrary attractor is considered. If a articular solution () t = () t is assumed, if necessary with a suitable inut function u() t = u () t, satisfying (1) or (2, 3) resectively, then the equations can be reformulated with resect to the deviations from () t, u () t : () t = () t + () t, This leads to u() t = u () t + u () t. (4) () t = a( (),) t t, a0 (,) t = 0 (5) with a ( (),) t t = a ( () t + (),) t t a ( (),) t t (6) or, a0 (,) t = 0, (7) y() t = c ( (),) t t + D ( (),) t t u () t, c0 (,) t = 0 (8) with a ( (),) t t = a ( (),) t t + B ( +,) t B (,) t u () t, (9) B ( ( t), t) = B ( +, t), (10) c ( (),) t t = c ( +,) t c (,) t + D ( +,) t D (,) t u () t, (11) Encycloedia of Life Suort Systems (EOLSS)

3 D ( ( t), t) = D ( +, t), (12) y() t = y() t y () t, = + y () t c(,) t D(,) t u () t. (13) By the transformation (4) the general stability investigation for the articular solution () t is attributed to the stability analysis of the equilibrium oint = 0 of the system (5) of (7, 8). But it has to be acceted that a time-invariant system (1) or (2, 3) is transformed in a time-variant system (5) or (7, 8) for time-varying trajectories () t. Only secial cases such as constant oeration oints () t = 0 lead to time-invariant systems (5) or (7, 8) if the original systems are time invariant, too. In the following the descritions (5) or (7, 8) are assumed. By that agreement the bars on the vectors in (5) and (7, 8) are droed without being confused. 2. Linearization: Stability in the First Aroimation In many alications a feedback control is designed to stabilize an equilibrium oint (or a articular motion). In case of additional disturbances only small deviations () t from the equilibrium oint are allowed. As long as the nonlinearity functions are continuously differentiable in a neighborhood of the desired equilibrium oint, then the system behavior may be aroimated by the linearized equations () t = A() t () t (14) or () t = A() t () t + B() t u() t, (15) y () t = C() t () t + D() t u() t. (16) The system matrices are designed as A : a (, t) = T = 0 (, ), B: = B( 0, t), : = ct C, D: = D( 0, t) (17) T = 0 where A, C are Jacobian matrices evaluated at = 0. Very often Eqs. (15, 16) are the starting oint of the stability analysis or the control design. This established rocedure is justified by the method of first aroimation. Theorem 1: If the linearized system (14) is eonentially stable (cf. (20)) and a (, t) A( t) lim = 0 (18) 0 holds, then the equilibrium oint = 0 of the nonlinear system (5) is eonentially Encycloedia of Life Suort Systems (EOLSS)

4 stable as well. Theorem 2: If the linearized system (15) is stabilized eonentially by a linear static or dynamic outut feedback of (16) and c (, t) C( t) lim = 0 0 (19) holds additionally to (18), then the equilibrium oint = 0 of the nonlinear system (7, 8) is eonentially stabilized by the same feedback. The requirements (18, 19) mean that the deviations between the nonlinear and the linearized system are small of higher than first order. Additionally, we have to be aware of the effect that stability of the linearized system is a global roerty while for the nonlinear system the stability of the equilibrium oint = 0 is a local roerty in its neighborhood. Eonential stability is only guaranteed in a domain of attraction which may be small. A control design according to Theorem 2 should also make this domain as large as ossible. The notion of eonential stability of = 0 means the requirement that any trajectory () t for arbitrary initial conditions (0) = 0 in a small but full neighborhood of = 0 satisfies the estimate β () t α e t (20) 0 for certain ositive constants α, β. For time-invariant system matrices A( t ) = A the system (14) is eonentially stable if and only if the conditions Re λ ( A ) < 0, i= 1,, n (21) i hold where λi ( A ) are the eigenvalues of A. The test for (21) consists either in the calculation of the eigenvalues λ i or in the alication of one of the stability criteria for linear time-invariant systems. For linear time-variant systems the roof of eonential stability is much more difficult. Sometimes there is a seculation with resect to the frozen eigenvalues λ i ( t), i = 1,, n, [ ] det λi ( t) I A ( t) = 0, (22) such that a condition Re λi ( t) δ < 0 would guarantee eonential stability. But this seculation is definitely wrong which is shown by a simle counter-eamle. Eamle 1: Consider the linear eriodic system Encycloedia of Life Suort Systems (EOLSS)

5 = cos 3t + ( 1 3sin t), = ( 1+ sin3t) cos3t+ (23) The frozen eigenvalues are constant: λi = λ2 =. Nevertheless the system (23) is 2 eonentially unstable because of the solution t 3 2t 3 t 3 2t 3 1() t = e cos t 10 + e sin t, 20 2() t = e sin t 10 + e cos t. (24) The stability analysis of time-variant systems is difficult in general. In the secial case of linear eriodic systems Floquet s theory can be alied, which offers a systematic numerical aroach for the stability check at least Bibliograhy TO ACCESS ALL THE 12 PAGES OF THIS CHAPTER, Click here Barbashin E. A. and Krasoviskii N. N. (1952). On the Stability of a Motion in the Large, Doklady Akad. Nauk SSSR 86, Cesari L. (1963). Asymtotic Behavior and Stability Problems in Ordinary Differential Equations, 2nd Edition, Sringer, Berlin-Göttingen-Heidelberg. Hahn W. (1967). Stability of Motion, Sringer, Berlin-Heidelberg-New York. LaSalle J. and Lefschetz S. (1961). Stability by Liaunov s Direct Method with Alications, Academic Press, New York-London. Lyaunov A. M. (1892,1907, 1992). Problème Générale de la stabilité de mouvement. Ann. Fac. Sci. Toulouse 9 (1907), [French translation of the 1892 Russian original ublished in Comm. Soc. Math. Charkow. English translation: The General Problem of the Stability of Motion. Int. J. Control 55 (1992), , and as book by Taylor & Francis, London 1992.] Magnus K. (1959). Zur Entwicklung des Stabilitätsbegriffes in der Mechnik (On the develoment of the concet of stability in mechanics), Naturwiss. 56, Malkin I. G. (1952, 1959, 1966). Theory of Stability of Motion [in Russian]. Moscow [German Translation: Theorie der Stabilität einer Bewegung. R. Oldenbourg, München English translation: 2nd Edition, Nauka,Moscow 1966.] Müller P. C. (1977). Stabilität und Matrizen [Stability and Matrices, in German]. Sringer, Berlin- Heidelberg-New York. Rouche N., Habets P. and Laloy M. (1977). Stability Theory by Liaunov s Direct Method. Sringer, New York-Heidelberg-Berlin. Encycloedia of Life Suort Systems (EOLSS)

6 Biograhical Sketch Peter C. Müller, born in 1940 at Stuttgart, Germany. He got degree of "Dilom-Mathematiker in 1965 from the Technical University of Stuttgart Profession: Institute of Mechanics, Technical University of München 1970 Dr. rer. nat. ("Time-otimal alignment of inertial latforms") 1974 Habilitation in Mechanics ("Stability and matrices") 1978 Professor of Mechanics Since 1981 University of Wuertal, Professor of Safety Control Engineering Dean of the Deartment of Safety Engineering Since 1987 Head of the Institute of Robotics Vice Rector of the University of Wuertal Membershi: GAMM, VDI, IEEE Co-editor: Archive of Alied Mechanics Mathematical and Comuter Modelling of Dynamical Systems ZAMM" : Selection Committee of the Aleander von Humboldt Foundation : Committee for Postgraduate Research Grous of the German Research Council (DFG) Research: Control of Mechanical Systems, Nonlinear Control Systems, Descritor Systems, Robotics and Mechatronics, Fault Detection and Suervisory Control Publications: About 275 journal articles, book chaters and conference ublications Books: Secial Problems of Gyrodynamics, Linear Vibrations (with W. O. Schiehlen), Forced Linear Vibrations (with W. O. Schiehlen), Stability and Matrices Encycloedia of Life Suort Systems (EOLSS)

CONTROL SYSTEMS, ROBOTICS, AND AUTOMATION Vol. III Estimation and Compensation of Nonlinear Perturbations by Disturbance Observers - Peter C.

CONTROL SYSTEMS, ROBOTICS, AND AUTOMATION Vol. III Estimation and Compensation of Nonlinear Perturbations by Disturbance Observers - Peter C. ESTIMATION AND COMPENSATION OF NONLINEAR PERTURBATIONS BY DISTURBANCE OBSERVERS Peter C. Müller University of Wuppertal, Germany Keywords: Closed-loop control system, Compensation of nonlinearities, Disturbance

More information

Robust Predictive Control of Input Constraints and Interference Suppression for Semi-Trailer System

Robust Predictive Control of Input Constraints and Interference Suppression for Semi-Trailer System Vol.7, No.7 (4),.37-38 htt://dx.doi.org/.457/ica.4.7.7.3 Robust Predictive Control of Inut Constraints and Interference Suression for Semi-Trailer System Zhao, Yang Electronic and Information Technology

More information

Linear diophantine equations for discrete tomography

Linear diophantine equations for discrete tomography Journal of X-Ray Science and Technology 10 001 59 66 59 IOS Press Linear diohantine euations for discrete tomograhy Yangbo Ye a,gewang b and Jiehua Zhu a a Deartment of Mathematics, The University of Iowa,

More information

An analytical approximation method for the stabilizing solution of the Hamilton-Jacobi equation based on stable manifold theory

An analytical approximation method for the stabilizing solution of the Hamilton-Jacobi equation based on stable manifold theory Proceedings of the 27 American Control Conference Marriott Marquis Hotel at Times Square New York City, USA, July -3, 27 ThA8.4 An analytical aroimation method for the stabilizing solution of the Hamilton-Jacobi

More information

On Isoperimetric Functions of Probability Measures Having Log-Concave Densities with Respect to the Standard Normal Law

On Isoperimetric Functions of Probability Measures Having Log-Concave Densities with Respect to the Standard Normal Law On Isoerimetric Functions of Probability Measures Having Log-Concave Densities with Resect to the Standard Normal Law Sergey G. Bobkov Abstract Isoerimetric inequalities are discussed for one-dimensional

More information

Feedback-error control

Feedback-error control Chater 4 Feedback-error control 4.1 Introduction This chater exlains the feedback-error (FBE) control scheme originally described by Kawato [, 87, 8]. FBE is a widely used neural network based controller

More information

2-D Analysis for Iterative Learning Controller for Discrete-Time Systems With Variable Initial Conditions Yong FANG 1, and Tommy W. S.

2-D Analysis for Iterative Learning Controller for Discrete-Time Systems With Variable Initial Conditions Yong FANG 1, and Tommy W. S. -D Analysis for Iterative Learning Controller for Discrete-ime Systems With Variable Initial Conditions Yong FANG, and ommy W. S. Chow Abstract In this aer, an iterative learning controller alying to linear

More information

Uniform Sample Generations from Contractive Block Toeplitz Matrices

Uniform Sample Generations from Contractive Block Toeplitz Matrices IEEE TRASACTIOS O AUTOMATIC COTROL, VOL 5, O 9, SEPTEMBER 6 559 Uniform Samle Generations from Contractive Bloc Toelitz Matrices Tong Zhou and Chao Feng Abstract This note deals with generating a series

More information

Approximating min-max k-clustering

Approximating min-max k-clustering Aroximating min-max k-clustering Asaf Levin July 24, 2007 Abstract We consider the roblems of set artitioning into k clusters with minimum total cost and minimum of the maximum cost of a cluster. The cost

More information

Calculation of MTTF values with Markov Models for Safety Instrumented Systems

Calculation of MTTF values with Markov Models for Safety Instrumented Systems 7th WEA International Conference on APPLIE COMPUTE CIENCE, Venice, Italy, November -3, 7 3 Calculation of MTTF values with Markov Models for afety Instrumented ystems BÖCÖK J., UGLJEA E., MACHMU. University

More information

GENERICITY OF INFINITE-ORDER ELEMENTS IN HYPERBOLIC GROUPS

GENERICITY OF INFINITE-ORDER ELEMENTS IN HYPERBOLIC GROUPS GENERICITY OF INFINITE-ORDER ELEMENTS IN HYPERBOLIC GROUPS PALLAVI DANI 1. Introduction Let Γ be a finitely generated grou and let S be a finite set of generators for Γ. This determines a word metric on

More information

The application of isoperimetric inequalities for nonlinear eigenvalue problems

The application of isoperimetric inequalities for nonlinear eigenvalue problems The alication of isoerimetric inequalities for nonlinear eigenvalue roblems GABRIELLA BOGNAR Institute of Mathematics University of Miskolc 355 Miskolc-Egyetemvaros HUNGARY Abstract: - Our aim is to show

More information

Statics and dynamics: some elementary concepts

Statics and dynamics: some elementary concepts 1 Statics and dynamics: some elementary concets Dynamics is the study of the movement through time of variables such as heartbeat, temerature, secies oulation, voltage, roduction, emloyment, rices and

More information

16.2. Infinite Series. Introduction. Prerequisites. Learning Outcomes

16.2. Infinite Series. Introduction. Prerequisites. Learning Outcomes Infinite Series 6.2 Introduction We extend the concet of a finite series, met in Section 6., to the situation in which the number of terms increase without bound. We define what is meant by an infinite

More information

Controllability and Resiliency Analysis in Heat Exchanger Networks

Controllability and Resiliency Analysis in Heat Exchanger Networks 609 A ublication of CHEMICAL ENGINEERING RANSACIONS VOL. 6, 07 Guest Editors: Petar S Varbanov, Rongxin Su, Hon Loong Lam, Xia Liu, Jiří J Klemeš Coyright 07, AIDIC Servizi S.r.l. ISBN 978-88-95608-5-8;

More information

Convex Optimization methods for Computing Channel Capacity

Convex Optimization methods for Computing Channel Capacity Convex Otimization methods for Comuting Channel Caacity Abhishek Sinha Laboratory for Information and Decision Systems (LIDS), MIT sinhaa@mit.edu May 15, 2014 We consider a classical comutational roblem

More information

IMPROVED BOUNDS IN THE SCALED ENFLO TYPE INEQUALITY FOR BANACH SPACES

IMPROVED BOUNDS IN THE SCALED ENFLO TYPE INEQUALITY FOR BANACH SPACES IMPROVED BOUNDS IN THE SCALED ENFLO TYPE INEQUALITY FOR BANACH SPACES OHAD GILADI AND ASSAF NAOR Abstract. It is shown that if (, ) is a Banach sace with Rademacher tye 1 then for every n N there exists

More information

SYMPLECTIC STRUCTURES: AT THE INTERFACE OF ANALYSIS, GEOMETRY, AND TOPOLOGY

SYMPLECTIC STRUCTURES: AT THE INTERFACE OF ANALYSIS, GEOMETRY, AND TOPOLOGY SYMPLECTIC STRUCTURES: AT THE INTERFACE OF ANALYSIS, GEOMETRY, AND TOPOLOGY FEDERICA PASQUOTTO 1. Descrition of the roosed research 1.1. Introduction. Symlectic structures made their first aearance in

More information

Mean Square Stability Analysis of Sampled-Data Supervisory Control Systems

Mean Square Stability Analysis of Sampled-Data Supervisory Control Systems 17th IEEE International Conference on Control Alications Part of 28 IEEE Multi-conference on Systems and Control San Antonio, Texas, USA, Setember 3-5, 28 WeA21 Mean Square Stability Analysis of Samled-Data

More information

Applications to stochastic PDE

Applications to stochastic PDE 15 Alications to stochastic PE In this final lecture we resent some alications of the theory develoed in this course to stochastic artial differential equations. We concentrate on two secific examles:

More information

Session 5: Review of Classical Astrodynamics

Session 5: Review of Classical Astrodynamics Session 5: Review of Classical Astrodynamics In revious lectures we described in detail the rocess to find the otimal secific imulse for a articular situation. Among the mission requirements that serve

More information

Position Control of Induction Motors by Exact Feedback Linearization *

Position Control of Induction Motors by Exact Feedback Linearization * BULGARIAN ACADEMY OF SCIENCES CYBERNETICS AND INFORMATION TECHNOLOGIES Volume 8 No Sofia 008 Position Control of Induction Motors by Exact Feedback Linearization * Kostadin Kostov Stanislav Enev Farhat

More information

Uniform Law on the Unit Sphere of a Banach Space

Uniform Law on the Unit Sphere of a Banach Space Uniform Law on the Unit Shere of a Banach Sace by Bernard Beauzamy Société de Calcul Mathématique SA Faubourg Saint Honoré 75008 Paris France Setember 008 Abstract We investigate the construction of a

More information

Distributed Rule-Based Inference in the Presence of Redundant Information

Distributed Rule-Based Inference in the Presence of Redundant Information istribution Statement : roved for ublic release; distribution is unlimited. istributed Rule-ased Inference in the Presence of Redundant Information June 8, 004 William J. Farrell III Lockheed Martin dvanced

More information

arxiv:cond-mat/ v2 25 Sep 2002

arxiv:cond-mat/ v2 25 Sep 2002 Energy fluctuations at the multicritical oint in two-dimensional sin glasses arxiv:cond-mat/0207694 v2 25 Se 2002 1. Introduction Hidetoshi Nishimori, Cyril Falvo and Yukiyasu Ozeki Deartment of Physics,

More information

Wolfgang POESSNECKER and Ulrich GROSS*

Wolfgang POESSNECKER and Ulrich GROSS* Proceedings of the Asian Thermohysical Proerties onference -4 August, 007, Fukuoka, Jaan Paer No. 0 A QUASI-STEADY YLINDER METHOD FOR THE SIMULTANEOUS DETERMINATION OF HEAT APAITY, THERMAL ONDUTIVITY AND

More information

MODULAR LINEAR TRANSVERSE FLUX RELUCTANCE MOTORS

MODULAR LINEAR TRANSVERSE FLUX RELUCTANCE MOTORS MODULAR LINEAR TRANSVERSE FLUX RELUCTANCE MOTORS Dan-Cristian POPA, Vasile IANCU, Loránd SZABÓ, Deartment of Electrical Machines, Technical University of Cluj-Naoca RO-400020 Cluj-Naoca, Romania; e-mail:

More information

ASYMPTOTIC BEHAVIOR FOR THE BEST LOWER BOUND OF JENSEN S FUNCTIONAL

ASYMPTOTIC BEHAVIOR FOR THE BEST LOWER BOUND OF JENSEN S FUNCTIONAL 75 Kragujevac J. Math. 25 23) 75 79. ASYMPTOTIC BEHAVIOR FOR THE BEST LOWER BOUND OF JENSEN S FUNCTIONAL Stojan Radenović and Mirjana Pavlović 2 University of Belgrade, Faculty of Mechanical Engineering,

More information

ESTIMATION OF THE OUTPUT DEVIATION NORM FOR UNCERTAIN, DISCRETE-TIME NONLINEAR SYSTEMS IN A STATE DEPENDENT FORM

ESTIMATION OF THE OUTPUT DEVIATION NORM FOR UNCERTAIN, DISCRETE-TIME NONLINEAR SYSTEMS IN A STATE DEPENDENT FORM Int. J. Al. Math. Comut. Sci. 2007 Vol. 17 No. 4 505 513 DOI: 10.2478/v10006-007-0042-z ESTIMATION OF THE OUTPUT DEVIATION NORM FOR UNCERTAIN DISCRETE-TIME NONLINEAR SYSTEMS IN A STATE DEPENDENT FORM PRZEMYSŁAW

More information

ON THE LEAST SIGNIFICANT p ADIC DIGITS OF CERTAIN LUCAS NUMBERS

ON THE LEAST SIGNIFICANT p ADIC DIGITS OF CERTAIN LUCAS NUMBERS #A13 INTEGERS 14 (014) ON THE LEAST SIGNIFICANT ADIC DIGITS OF CERTAIN LUCAS NUMBERS Tamás Lengyel Deartment of Mathematics, Occidental College, Los Angeles, California lengyel@oxy.edu Received: 6/13/13,

More information

4. Score normalization technical details We now discuss the technical details of the score normalization method.

4. Score normalization technical details We now discuss the technical details of the score normalization method. SMT SCORING SYSTEM This document describes the scoring system for the Stanford Math Tournament We begin by giving an overview of the changes to scoring and a non-technical descrition of the scoring rules

More information

GOOD MODELS FOR CUBIC SURFACES. 1. Introduction

GOOD MODELS FOR CUBIC SURFACES. 1. Introduction GOOD MODELS FOR CUBIC SURFACES ANDREAS-STEPHAN ELSENHANS Abstract. This article describes an algorithm for finding a model of a hyersurface with small coefficients. It is shown that the aroach works in

More information

Verifying Two Conjectures on Generalized Elite Primes

Verifying Two Conjectures on Generalized Elite Primes 1 2 3 47 6 23 11 Journal of Integer Sequences, Vol. 12 (2009), Article 09.4.7 Verifying Two Conjectures on Generalized Elite Primes Xiaoqin Li 1 Mathematics Deartment Anhui Normal University Wuhu 241000,

More information

Multiplicative group law on the folium of Descartes

Multiplicative group law on the folium of Descartes Multilicative grou law on the folium of Descartes Steluţa Pricoie and Constantin Udrişte Abstract. The folium of Descartes is still studied and understood today. Not only did it rovide for the roof of

More information

Galois Fields, Linear Feedback Shift Registers and their Applications

Galois Fields, Linear Feedback Shift Registers and their Applications Galois Fields, Linear Feedback Shift Registers and their Alications With 85 illustrations as well as numerous tables, diagrams and examles by Ulrich Jetzek ISBN (Book): 978-3-446-45140-7 ISBN (E-Book):

More information

An Active-Passive Variable Stiffness Elastic Actuator for Safety Robot Systems

An Active-Passive Variable Stiffness Elastic Actuator for Safety Robot Systems The 1 IEEE/RSJ International Conference on Intelligent Robots and Systems October 18-, 1, Taiei, Taiwan An Active-Passive Variable Stiffness Elastic Actuator for Safety Robot Systems Ren-Jeng Wang, Han-Pang

More information

A Model for Randomly Correlated Deposition

A Model for Randomly Correlated Deposition A Model for Randomly Correlated Deosition B. Karadjov and A. Proykova Faculty of Physics, University of Sofia, 5 J. Bourchier Blvd. Sofia-116, Bulgaria ana@hys.uni-sofia.bg Abstract: A simle, discrete,

More information

Global Behavior of a Higher Order Rational Difference Equation

Global Behavior of a Higher Order Rational Difference Equation International Journal of Difference Euations ISSN 0973-6069, Volume 10, Number 1,. 1 11 (2015) htt://camus.mst.edu/ijde Global Behavior of a Higher Order Rational Difference Euation Raafat Abo-Zeid The

More information

GRACEFUL NUMBERS. KIRAN R. BHUTANI and ALEXANDER B. LEVIN. Received 14 May 2001

GRACEFUL NUMBERS. KIRAN R. BHUTANI and ALEXANDER B. LEVIN. Received 14 May 2001 IJMMS 29:8 2002 495 499 PII S06720200765 htt://immshindawicom Hindawi Publishing Cor GRACEFUL NUMBERS KIRAN R BHUTANI and ALEXANDER B LEVIN Received 4 May 200 We construct a labeled grah Dn that reflects

More information

Research Article An iterative Algorithm for Hemicontractive Mappings in Banach Spaces

Research Article An iterative Algorithm for Hemicontractive Mappings in Banach Spaces Abstract and Alied Analysis Volume 2012, Article ID 264103, 11 ages doi:10.1155/2012/264103 Research Article An iterative Algorithm for Hemicontractive Maings in Banach Saces Youli Yu, 1 Zhitao Wu, 2 and

More information

Fuzzy Methods. Additions to Chapter 5: Fuzzy Arithmetic. Michael Hanss.

Fuzzy Methods.   Additions to Chapter 5: Fuzzy Arithmetic. Michael Hanss. Fuzzy Methods Additions to Chater 5: Fuzzy Arithmetic Michael Hanss Part I: A short review of the Institute of Engineering Comutational Mechanics University of Stuttgart Germany Examle : q = f( ) = 2 2

More information

CHAPTER 5 TANGENT VECTORS

CHAPTER 5 TANGENT VECTORS CHAPTER 5 TANGENT VECTORS In R n tangent vectors can be viewed from two ersectives (1) they cature the infinitesimal movement along a ath, the direction, and () they oerate on functions by directional

More information

Elliptic Curves and Cryptography

Elliptic Curves and Cryptography Ellitic Curves and Crytograhy Background in Ellitic Curves We'll now turn to the fascinating theory of ellitic curves. For simlicity, we'll restrict our discussion to ellitic curves over Z, where is a

More information

Chapter 10. Classical Fourier Series

Chapter 10. Classical Fourier Series Math 344, Male ab Manual Chater : Classical Fourier Series Real and Comle Chater. Classical Fourier Series Fourier Series in PS K, Classical Fourier Series in PS K, are aroimations obtained using orthogonal

More information

A Note on the Positive Nonoscillatory Solutions of the Difference Equation

A Note on the Positive Nonoscillatory Solutions of the Difference Equation Int. Journal of Math. Analysis, Vol. 4, 1, no. 36, 1787-1798 A Note on the Positive Nonoscillatory Solutions of the Difference Equation x n+1 = α c ix n i + x n k c ix n i ) Vu Van Khuong 1 and Mai Nam

More information

On the capacity of the general trapdoor channel with feedback

On the capacity of the general trapdoor channel with feedback On the caacity of the general tradoor channel with feedback Jui Wu and Achilleas Anastasooulos Electrical Engineering and Comuter Science Deartment University of Michigan Ann Arbor, MI, 48109-1 email:

More information

Some Unitary Space Time Codes From Sphere Packing Theory With Optimal Diversity Product of Code Size

Some Unitary Space Time Codes From Sphere Packing Theory With Optimal Diversity Product of Code Size IEEE TRANSACTIONS ON INFORMATION THEORY, VOL. 5, NO., DECEMBER 4 336 Some Unitary Sace Time Codes From Shere Packing Theory With Otimal Diversity Product of Code Size Haiquan Wang, Genyuan Wang, and Xiang-Gen

More information

Basic statistical models

Basic statistical models Basic statistical models Valery Pokrovsky March 27, 2012 Part I Ising model 1 Definition and the basic roerties The Ising model (IM) was invented by Lenz. His student Ising has found the artition function

More information

Outline. EECS150 - Digital Design Lecture 26 Error Correction Codes, Linear Feedback Shift Registers (LFSRs) Simple Error Detection Coding

Outline. EECS150 - Digital Design Lecture 26 Error Correction Codes, Linear Feedback Shift Registers (LFSRs) Simple Error Detection Coding Outline EECS150 - Digital Design Lecture 26 Error Correction Codes, Linear Feedback Shift Registers (LFSRs) Error detection using arity Hamming code for error detection/correction Linear Feedback Shift

More information

STABILITY ANALYSIS TOOL FOR TUNING UNCONSTRAINED DECENTRALIZED MODEL PREDICTIVE CONTROLLERS

STABILITY ANALYSIS TOOL FOR TUNING UNCONSTRAINED DECENTRALIZED MODEL PREDICTIVE CONTROLLERS STABILITY ANALYSIS TOOL FOR TUNING UNCONSTRAINED DECENTRALIZED MODEL PREDICTIVE CONTROLLERS Massimo Vaccarini Sauro Longhi M. Reza Katebi D.I.I.G.A., Università Politecnica delle Marche, Ancona, Italy

More information

Radial Basis Function Networks: Algorithms

Radial Basis Function Networks: Algorithms Radial Basis Function Networks: Algorithms Introduction to Neural Networks : Lecture 13 John A. Bullinaria, 2004 1. The RBF Maing 2. The RBF Network Architecture 3. Comutational Power of RBF Networks 4.

More information

Chapter 7 Sampling and Sampling Distributions. Introduction. Selecting a Sample. Introduction. Sampling from a Finite Population

Chapter 7 Sampling and Sampling Distributions. Introduction. Selecting a Sample. Introduction. Sampling from a Finite Population Chater 7 and s Selecting a Samle Point Estimation Introduction to s of Proerties of Point Estimators Other Methods Introduction An element is the entity on which data are collected. A oulation is a collection

More information

A generalization of Amdahl's law and relative conditions of parallelism

A generalization of Amdahl's law and relative conditions of parallelism A generalization of Amdahl's law and relative conditions of arallelism Author: Gianluca Argentini, New Technologies and Models, Riello Grou, Legnago (VR), Italy. E-mail: gianluca.argentini@riellogrou.com

More information

Introduction to MVC. least common denominator of all non-identical-zero minors of all order of G(s). Example: The minor of order 2: 1 2 ( s 1)

Introduction to MVC. least common denominator of all non-identical-zero minors of all order of G(s). Example: The minor of order 2: 1 2 ( s 1) Introduction to MVC Definition---Proerness and strictly roerness A system G(s) is roer if all its elements { gij ( s)} are roer, and strictly roer if all its elements are strictly roer. Definition---Causal

More information

GENERALIZED NORMS INEQUALITIES FOR ABSOLUTE VALUE OPERATORS

GENERALIZED NORMS INEQUALITIES FOR ABSOLUTE VALUE OPERATORS International Journal of Analysis Alications ISSN 9-8639 Volume 5, Number (04), -9 htt://www.etamaths.com GENERALIZED NORMS INEQUALITIES FOR ABSOLUTE VALUE OPERATORS ILYAS ALI, HU YANG, ABDUL SHAKOOR Abstract.

More information

Best approximation by linear combinations of characteristic functions of half-spaces

Best approximation by linear combinations of characteristic functions of half-spaces Best aroximation by linear combinations of characteristic functions of half-saces Paul C. Kainen Deartment of Mathematics Georgetown University Washington, D.C. 20057-1233, USA Věra Kůrková Institute of

More information

Optimal Design of Truss Structures Using a Neutrosophic Number Optimization Model under an Indeterminate Environment

Optimal Design of Truss Structures Using a Neutrosophic Number Optimization Model under an Indeterminate Environment Neutrosohic Sets and Systems Vol 14 016 93 University of New Mexico Otimal Design of Truss Structures Using a Neutrosohic Number Otimization Model under an Indeterminate Environment Wenzhong Jiang & Jun

More information

16.2. Infinite Series. Introduction. Prerequisites. Learning Outcomes

16.2. Infinite Series. Introduction. Prerequisites. Learning Outcomes Infinite Series 6. Introduction We extend the concet of a finite series, met in section, to the situation in which the number of terms increase without bound. We define what is meant by an infinite series

More information

Attenuance and Resonance in a Periodically Forced Sigmoid Beverton Holt Model

Attenuance and Resonance in a Periodically Forced Sigmoid Beverton Holt Model International Journal of Difference Equations ISSN 0973-6069, Volume 7, Number 1,. 35 60 2012) htt://camus.mst.edu/ijde Attenuance and Resonance in a Periodically Forced Sigmoid Beverton Holt Model Candace

More information

Opposite-quadrant depth in the plane

Opposite-quadrant depth in the plane Oosite-quadrant deth in the lane Hervé Brönnimann Jonathan Lenchner János Pach Comuter and Information Science, Polytechnic University, Brooklyn, NY 1101, hbr@oly.edu IBM T. J. Watson Research Center,

More information

Topology Optimization of Three Dimensional Structures under Self-weight and Inertial Forces

Topology Optimization of Three Dimensional Structures under Self-weight and Inertial Forces 6 th World Congresses of Structural and Multidiscilinary Otimization Rio de Janeiro, 30 May - 03 June 2005, Brazil Toology Otimization of Three Dimensional Structures under Self-weight and Inertial Forces

More information

A Comparison between Biased and Unbiased Estimators in Ordinary Least Squares Regression

A Comparison between Biased and Unbiased Estimators in Ordinary Least Squares Regression Journal of Modern Alied Statistical Methods Volume Issue Article 7 --03 A Comarison between Biased and Unbiased Estimators in Ordinary Least Squares Regression Ghadban Khalaf King Khalid University, Saudi

More information

Journal of Inequalities in Pure and Applied Mathematics

Journal of Inequalities in Pure and Applied Mathematics Journal of Inequalities in Pure and Alied Mathematics htt://jiam.vu.edu.au/ Volume 3, Issue 5, Article 8, 22 REVERSE CONVOLUTION INEQUALITIES AND APPLICATIONS TO INVERSE HEAT SOURCE PROBLEMS SABUROU SAITOH,

More information

Additive results for the generalized Drazin inverse in a Banach algebra

Additive results for the generalized Drazin inverse in a Banach algebra Additive results for the generalized Drazin inverse in a Banach algebra Dragana S. Cvetković-Ilić Dragan S. Djordjević and Yimin Wei* Abstract In this aer we investigate additive roerties of the generalized

More information

L p Norms and the Sinc Function

L p Norms and the Sinc Function L Norms and the Sinc Function D. Borwein, J. M. Borwein and I. E. Leonard March 6, 9 Introduction The sinc function is a real valued function defined on the real line R by the following eression: sin if

More information

MODELING THE RELIABILITY OF C4ISR SYSTEMS HARDWARE/SOFTWARE COMPONENTS USING AN IMPROVED MARKOV MODEL

MODELING THE RELIABILITY OF C4ISR SYSTEMS HARDWARE/SOFTWARE COMPONENTS USING AN IMPROVED MARKOV MODEL Technical Sciences and Alied Mathematics MODELING THE RELIABILITY OF CISR SYSTEMS HARDWARE/SOFTWARE COMPONENTS USING AN IMPROVED MARKOV MODEL Cezar VASILESCU Regional Deartment of Defense Resources Management

More information

Downloaded from jhs.mazums.ac.ir at 9: on Monday September 17th 2018 [ DOI: /acadpub.jhs ]

Downloaded from jhs.mazums.ac.ir at 9: on Monday September 17th 2018 [ DOI: /acadpub.jhs ] Iranian journal of health sciences 013; 1(): 56-60 htt://jhs.mazums.ac.ir Original Article Comaring Two Formulas of Samle Size Determination for Prevalence Studies Hamed Tabesh 1 *Azadeh Saki Fatemeh Pourmotahari

More information

NONLINEAR OPTIMIZATION WITH CONVEX CONSTRAINTS. The Goldstein-Levitin-Polyak algorithm

NONLINEAR OPTIMIZATION WITH CONVEX CONSTRAINTS. The Goldstein-Levitin-Polyak algorithm - (23) NLP - NONLINEAR OPTIMIZATION WITH CONVEX CONSTRAINTS The Goldstein-Levitin-Polya algorithm We consider an algorithm for solving the otimization roblem under convex constraints. Although the convexity

More information

On Erdős and Sárközy s sequences with Property P

On Erdős and Sárközy s sequences with Property P Monatsh Math 017 18:565 575 DOI 10.1007/s00605-016-0995-9 On Erdős and Sárközy s sequences with Proerty P Christian Elsholtz 1 Stefan Planitzer 1 Received: 7 November 015 / Acceted: 7 October 016 / Published

More information

Copyright 2002 IFAC 15th Triennial World Congress, Barcelona, Spain

Copyright 2002 IFAC 15th Triennial World Congress, Barcelona, Spain Coyright 2002 IFAC 1th Triennial World Congress, Barcelona, Sain SLOW PERIODIC MOTIONS WITH INTERNAL SLIDING MODES IN VARIABLE STR UCTURE SYSTEMS Leonid Fridman Division de Estudios de Posgrado, Faculatad

More information

Network Configuration Control Via Connectivity Graph Processes

Network Configuration Control Via Connectivity Graph Processes Network Configuration Control Via Connectivity Grah Processes Abubakr Muhammad Deartment of Electrical and Systems Engineering University of Pennsylvania Philadelhia, PA 90 abubakr@seas.uenn.edu Magnus

More information

ROBUST ADAPTIVE MOTION CONTROL WITH ENVIRONMENTAL DISTURBANCE REJECTION FOR PERTURBED UNDERWATER VEHICLES

ROBUST ADAPTIVE MOTION CONTROL WITH ENVIRONMENTAL DISTURBANCE REJECTION FOR PERTURBED UNDERWATER VEHICLES Journal of Marine Science and echnology DOI: 0.69/JMS-03-05-3 ROBUS ADAPIVE MOION CONROL WIH ENVIRONMENAL DISURBANCE REJECION FOR PERURBED UNDERWAER VEHICLES Hamid Reza Koofigar his article has been eer

More information

Solving Cyclotomic Polynomials by Radical Expressions Andreas Weber and Michael Keckeisen

Solving Cyclotomic Polynomials by Radical Expressions Andreas Weber and Michael Keckeisen Solving Cyclotomic Polynomials by Radical Exressions Andreas Weber and Michael Keckeisen Abstract: We describe a Male ackage that allows the solution of cyclotomic olynomials by radical exressions. We

More information

Extremal Polynomials with Varying Measures

Extremal Polynomials with Varying Measures International Mathematical Forum, 2, 2007, no. 39, 1927-1934 Extremal Polynomials with Varying Measures Rabah Khaldi Deartment of Mathematics, Annaba University B.P. 12, 23000 Annaba, Algeria rkhadi@yahoo.fr

More information

A NEW GEOMETRIC ACCELERATION OF THE VON NEUMANN-HALPERIN PROJECTION METHOD

A NEW GEOMETRIC ACCELERATION OF THE VON NEUMANN-HALPERIN PROJECTION METHOD Electronic Transactions on Numerical Analysis. Volume 45,. 330 341, 2016. Coyright c 2016,. ISSN 1068 9613. ETNA A NEW GEOMETRIC ACCELERATION OF THE VON NEUMANN-HALPERIN PROJECTION METHOD WILLIAMS LÓPEZ

More information

For q 0; 1; : : : ; `? 1, we have m 0; 1; : : : ; q? 1. The set fh j(x) : j 0; 1; ; : : : ; `? 1g forms a basis for the tness functions dened on the i

For q 0; 1; : : : ; `? 1, we have m 0; 1; : : : ; q? 1. The set fh j(x) : j 0; 1; ; : : : ; `? 1g forms a basis for the tness functions dened on the i Comuting with Haar Functions Sami Khuri Deartment of Mathematics and Comuter Science San Jose State University One Washington Square San Jose, CA 9519-0103, USA khuri@juiter.sjsu.edu Fax: (40)94-500 Keywords:

More information

The Graph Accessibility Problem and the Universality of the Collision CRCW Conflict Resolution Rule

The Graph Accessibility Problem and the Universality of the Collision CRCW Conflict Resolution Rule The Grah Accessibility Problem and the Universality of the Collision CRCW Conflict Resolution Rule STEFAN D. BRUDA Deartment of Comuter Science Bisho s University Lennoxville, Quebec J1M 1Z7 CANADA bruda@cs.ubishos.ca

More information

Bent Functions of maximal degree

Bent Functions of maximal degree IEEE TRANSACTIONS ON INFORMATION THEORY 1 Bent Functions of maximal degree Ayça Çeşmelioğlu and Wilfried Meidl Abstract In this article a technique for constructing -ary bent functions from lateaued functions

More information

SCHUR m-power CONVEXITY OF GEOMETRIC BONFERRONI MEAN

SCHUR m-power CONVEXITY OF GEOMETRIC BONFERRONI MEAN ITALIAN JOURNAL OF PURE AND APPLIED MATHEMATICS N. 38 207 (769 776 769 SCHUR m-power CONVEXITY OF GEOMETRIC BONFERRONI MEAN Huan-Nan Shi Deartment of Mathematics Longyan University Longyan Fujian 36402

More information

Distribution of Matrices with Restricted Entries over Finite Fields

Distribution of Matrices with Restricted Entries over Finite Fields Distribution of Matrices with Restricted Entries over Finite Fields Omran Ahmadi Deartment of Electrical and Comuter Engineering University of Toronto, Toronto, ON M5S 3G4, Canada oahmadid@comm.utoronto.ca

More information

Positive decomposition of transfer functions with multiple poles

Positive decomposition of transfer functions with multiple poles Positive decomosition of transfer functions with multile oles Béla Nagy 1, Máté Matolcsi 2, and Márta Szilvási 1 Deartment of Analysis, Technical University of Budaest (BME), H-1111, Budaest, Egry J. u.

More information

MATH 2710: NOTES FOR ANALYSIS

MATH 2710: NOTES FOR ANALYSIS MATH 270: NOTES FOR ANALYSIS The main ideas we will learn from analysis center around the idea of a limit. Limits occurs in several settings. We will start with finite limits of sequences, then cover infinite

More information

ON THE RESIDUE CLASSES OF (n) MODULO t

ON THE RESIDUE CLASSES OF (n) MODULO t #A79 INTEGERS 3 (03) ON THE RESIDUE CLASSES OF (n) MODULO t Ping Ngai Chung Deartment of Mathematics, Massachusetts Institute of Technology, Cambridge, Massachusetts briancn@mit.edu Shiyu Li Det of Mathematics,

More information

CSC165H, Mathematical expression and reasoning for computer science week 12

CSC165H, Mathematical expression and reasoning for computer science week 12 CSC165H, Mathematical exression and reasoning for comuter science week 1 nd December 005 Gary Baumgartner and Danny Hea hea@cs.toronto.edu SF4306A 416-978-5899 htt//www.cs.toronto.edu/~hea/165/s005/index.shtml

More information

State Estimation with ARMarkov Models

State Estimation with ARMarkov Models Deartment of Mechanical and Aerosace Engineering Technical Reort No. 3046, October 1998. Princeton University, Princeton, NJ. State Estimation with ARMarkov Models Ryoung K. Lim 1 Columbia University,

More information

ADAPTIVE CONTROL METHODS FOR EXCITED SYSTEMS

ADAPTIVE CONTROL METHODS FOR EXCITED SYSTEMS ADAPTIVE CONTROL METHODS FOR NON-LINEAR SELF-EXCI EXCITED SYSTEMS by Michael A. Vaudrey Dissertation submitted to the Faculty of the Virginia Polytechnic Institute and State University in artial fulfillment

More information

Multiplicity of weak solutions for a class of nonuniformly elliptic equations of p-laplacian type

Multiplicity of weak solutions for a class of nonuniformly elliptic equations of p-laplacian type Nonlinear Analysis 7 29 536 546 www.elsevier.com/locate/na Multilicity of weak solutions for a class of nonuniformly ellitic equations of -Lalacian tye Hoang Quoc Toan, Quô c-anh Ngô Deartment of Mathematics,

More information

Commutators on l. D. Dosev and W. B. Johnson

Commutators on l. D. Dosev and W. B. Johnson Submitted exclusively to the London Mathematical Society doi:10.1112/0000/000000 Commutators on l D. Dosev and W. B. Johnson Abstract The oerators on l which are commutators are those not of the form λi

More information

An Analysis of Reliable Classifiers through ROC Isometrics

An Analysis of Reliable Classifiers through ROC Isometrics An Analysis of Reliable Classifiers through ROC Isometrics Stijn Vanderlooy s.vanderlooy@cs.unimaas.nl Ida G. Srinkhuizen-Kuyer kuyer@cs.unimaas.nl Evgueni N. Smirnov smirnov@cs.unimaas.nl MICC-IKAT, Universiteit

More information

Recursive Estimation of the Preisach Density function for a Smart Actuator

Recursive Estimation of the Preisach Density function for a Smart Actuator Recursive Estimation of the Preisach Density function for a Smart Actuator Ram V. Iyer Deartment of Mathematics and Statistics, Texas Tech University, Lubbock, TX 7949-142. ABSTRACT The Preisach oerator

More information

Elements of Asymptotic Theory. James L. Powell Department of Economics University of California, Berkeley

Elements of Asymptotic Theory. James L. Powell Department of Economics University of California, Berkeley Elements of Asymtotic Theory James L. Powell Deartment of Economics University of California, Berkeley Objectives of Asymtotic Theory While exact results are available for, say, the distribution of the

More information

A secure approach for embedding message text on an elliptic curve defined over prime fields, and building 'EC-RSA-ELGamal' Cryptographic System

A secure approach for embedding message text on an elliptic curve defined over prime fields, and building 'EC-RSA-ELGamal' Cryptographic System International Journal of Comuter Science an Information Security (IJCSIS), Vol. 5, No. 6, June 7 A secure aroach for embeing message tet on an ellitic curve efine over rime fiels, an builing 'EC-RSA-ELGamal'

More information

+++ Modeling of Structural-dynamic Systems by UML Statecharts in AnyLogic +++ Modeling of Structural-dynamic Systems by UML Statecharts in AnyLogic

+++ Modeling of Structural-dynamic Systems by UML Statecharts in AnyLogic +++ Modeling of Structural-dynamic Systems by UML Statecharts in AnyLogic Modeling of Structural-dynamic Systems by UML Statecharts in AnyLogic Daniel Leitner, Johannes Krof, Günther Zauner, TU Vienna, Austria, dleitner@osiris.tuwien.ac.at Yuri Karov, Yuri Senichenkov, Yuri

More information

HOPF BIFURCATION WITH S N -SYMMETRY

HOPF BIFURCATION WITH S N -SYMMETRY HOPF BIFURCATIO WITH S -SYMMETRY AA PAULA S. DIAS AD AA RODRIGUES Abstract. We study Hof bifurcation with S -symmetry for the standard absolutely irreducible action of S obtained from the action of S by

More information

Optimal array pattern synthesis with desired magnitude response

Optimal array pattern synthesis with desired magnitude response Otimal array attern synthesis with desired magnitude resonse A.M. Pasqual a, J.R. Arruda a and P. erzog b a Universidade Estadual de Caminas, Rua Mendeleiev, 00, Cidade Universitária Zeferino Vaz, 13083-970

More information

A Numerical Method for Critical Buckling Load for a Beam Supported on Elastic Foundation

A Numerical Method for Critical Buckling Load for a Beam Supported on Elastic Foundation A Numerical Method for Critical Buckling Load for a Beam Suorted on Elastic Foundation Guo-ing Xia Institute of Bridge Engineering, Dalian University of Technology, Dalian, Liaoning Province, P. R. China

More information

Solvability and Number of Roots of Bi-Quadratic Equations over p adic Fields

Solvability and Number of Roots of Bi-Quadratic Equations over p adic Fields Malaysian Journal of Mathematical Sciences 10(S February: 15-35 (016 Secial Issue: The 3 rd International Conference on Mathematical Alications in Engineering 014 (ICMAE 14 MALAYSIAN JOURNAL OF MATHEMATICAL

More information

STABILITY ANALYSIS AND CONTROL OF STOCHASTIC DYNAMIC SYSTEMS USING POLYNOMIAL CHAOS. A Dissertation JAMES ROBERT FISHER

STABILITY ANALYSIS AND CONTROL OF STOCHASTIC DYNAMIC SYSTEMS USING POLYNOMIAL CHAOS. A Dissertation JAMES ROBERT FISHER STABILITY ANALYSIS AND CONTROL OF STOCHASTIC DYNAMIC SYSTEMS USING POLYNOMIAL CHAOS A Dissertation by JAMES ROBERT FISHER Submitted to the Office of Graduate Studies of Texas A&M University in artial fulfillment

More information

ON FREIMAN S 2.4-THEOREM

ON FREIMAN S 2.4-THEOREM ON FREIMAN S 2.4-THEOREM ØYSTEIN J. RØDSETH Abstract. Gregory Freiman s celebrated 2.4-Theorem says that if A is a set of residue classes modulo a rime satisfying 2A 2.4 A 3 and A < /35, then A is contained

More information

Estimation of the large covariance matrix with two-step monotone missing data

Estimation of the large covariance matrix with two-step monotone missing data Estimation of the large covariance matrix with two-ste monotone missing data Masashi Hyodo, Nobumichi Shutoh 2, Takashi Seo, and Tatjana Pavlenko 3 Deartment of Mathematical Information Science, Tokyo

More information