REDUCING THE EFFECT OF UNMODELED DYNAMICS BY MRAC CONTROL LAW MODIFICATION. Eva Miklovičová, Ján Murgaš and Michal Gonos

Similar documents
Relation (12.1) states that if two points belong to the convex subset Ω then all the points on the connecting line also belong to Ω.

( ) 1 Comparison Functions. α is strictly increasing since ( r) ( r ) α = for any positive real number c. = 0. It is said to belong to

Lecture 24: Observability and Constructibility

Born-Oppenheimer Approximation and Nonadiabatic Effects. Hans Lischka University of Vienna

Lacunary Almost Summability in Certain Linear Topological Spaces

MATH Midterm Solutions

Multivector Functions

Supplementary materials. Suzuki reaction: mechanistic multiplicity versus exclusive homogeneous or exclusive heterogeneous catalysis

Conditional Convergence of Infinite Products

Strong Result for Level Crossings of Random Polynomials. Dipty Rani Dhal, Dr. P. K. Mishra. Department of Mathematics, CET, BPUT, BBSR, ODISHA, INDIA

Technical Report: Bessel Filter Analysis

THE ANALYSIS OF SOME MODELS FOR CLAIM PROCESSING IN INSURANCE COMPANIES

Minimal order perfect functional observers for singular linear systems

By the end of this section you will be able to prove the Chinese Remainder Theorem apply this theorem to solve simultaneous linear congruences

KEY. Math 334 Midterm II Fall 2007 section 004 Instructor: Scott Glasgow

Dynamic Programming for Estimating Acceptance Probability of Credit Card Products

EL2520 Control Theory and Practice

Range Symmetric Matrices in Minkowski Space

Strong Result for Level Crossings of Random Polynomials

Mapping Radius of Regular Function and Center of Convex Region. Duan Wenxi

On ARMA(1,q) models with bounded and periodically correlated solutions

Lower Bounds for Cover-Free Families

THE ANALYTIC LARGE SIEVE

Module II: Part A. Optical Fibers

Generalized Near Rough Probability. in Topological Spaces

Counting Functions and Subsets

Using Difference Equations to Generalize Results for Periodic Nested Radicals

A New Criterion for Stability of Delayed Takagi-Sugeno Fuzzy Cohen-Grossberg Neural Networks

FIXED POINT AND HYERS-ULAM-RASSIAS STABILITY OF A QUADRATIC FUNCTIONAL EQUATION IN BANACH SPACES

EVALUATION OF SUMS INVOLVING GAUSSIAN q-binomial COEFFICIENTS WITH RATIONAL WEIGHT FUNCTIONS

Generalized Fibonacci-Lucas Sequence

Disjoint Sets { 9} { 1} { 11} Disjoint Sets (cont) Operations. Disjoint Sets (cont) Disjoint Sets (cont) n elements

Asymptotic Expansions of Legendre Wavelet

Applications of the Dirac Sequences in Electrodynamics

SOME ARITHMETIC PROPERTIES OF OVERPARTITION K -TUPLES

CHAPTER 5 : SERIES. 5.2 The Sum of a Series Sum of Power of n Positive Integers Sum of Series of Partial Fraction Difference Method

A two-sided Iterative Method for Solving

Lecture 6: October 16, 2017

Some Properties of the K-Jacobsthal Lucas Sequence

A note on random minimum length spanning trees

On Some Fractional Integral Operators Involving Generalized Gauss Hypergeometric Functions

Masses and orbits of minor planets with the GAIA mission

Solving Fuzzy Differential Equations using Runge-Kutta third order method with modified contra-harmonic mean weights

( ) ( ) ( ) ( ) Solved Examples. JEE Main/Boards = The total number of terms in the expansion are 8.

Greatest term (numerically) in the expansion of (1 + x) Method 1 Let T

LESSON 15: COMPOUND INTEREST

ON CERTAIN CLASS OF ANALYTIC FUNCTIONS

Rotational symmetry applied to boundary element computation for nuclear fusion plasma

Progression. CATsyllabus.com. CATsyllabus.com. Sequence & Series. Arithmetic Progression (A.P.) n th term of an A.P.

SOME NEW SEQUENCE SPACES AND ALMOST CONVERGENCE

THE GRAVITATIONAL POTENTIAL OF A MULTIDIMENSIONAL SHELL

Solving Fuzzy Differential Equations Using Runge-Kutta Third Order Method for Three Stages Contra-Harmonic Mean

Key wordss Contra-harmonic mean, Fuzzy Differential Equations, Runge-kutta second order method, Triangular Fuzzy Number.

Advanced Physical Geodesy

A Non-Orthogonal Projection Approach to Characterization of Almost Positive Real Systems with an Application to Adaptive Control

CONTROL SYSTEMS, ROBOTICS AND AUTOMATION - Vol. XIII - Lyapunov Design - Shuzhi Ge

ECE 901 Lecture 4: Estimation of Lipschitz smooth functions

Structure and Some Geometric Properties of Nakano Difference Sequence Space

Taylor Transformations into G 2

The Binomial Multi-Section Transformer

Generalization of Horadam s Sequence

INVERSE CAUCHY PROBLEMS FOR NONLINEAR FRACTIONAL PARABOLIC EQUATIONS IN HILBERT SPACE

SVD ( ) Linear Algebra for. A bit of repetition. Lecture: 8. Let s try the factorization. Is there a generalization? = Q2Λ2Q (spectral theorem!

12.6 Sequential LMMSE Estimation

a) The average (mean) of the two fractions is halfway between them: b) The answer is yes. Assume without loss of generality that p < r.

DANIEL YAQUBI, MADJID MIRZAVAZIRI AND YASIN SAEEDNEZHAD

On a Problem of Littlewood

Central limit theorem for functions of weakly dependent variables

[Dhayabaran*, 5(2): February, 2016] ISSN: (I2OR), Publication Impact Factor: 3.785

Finite q-identities related to well-known theorems of Euler and Gauss. Johann Cigler

Modelling rheological cone-plate test conditions

[Dhayabaran*, 5(1): January, 2016] ISSN: (I2OR), Publication Impact Factor: 3.785

Some Topics on Weighted Generalized Inverse and Kronecker Product of Matrices

Global asymptotic stability in a rational dynamic equation on discrete time scales

Minimization of the quadratic test function

The Binomial Multi- Section Transformer

ADDITIONAL INTEGRAL TRANSFORMS

ECE Spring Prof. David R. Jackson ECE Dept. Notes 20

MATH /19: problems for supervision in week 08 SOLUTIONS

ON EUCLID S AND EULER S PROOF THAT THE NUMBER OF PRIMES IS INFINITE AND SOME APPLICATIONS

W = mgdz = mgh. We can express this potential as a function of z: V ( z) = gz. = mg k. dz dz

1-D Sampling Using Nonuniform Samples and Bessel Functions

Auchmuty High School Mathematics Department Sequences & Series Notes Teacher Version

Ω ). Then the following inequality takes place:

SIMPLE ALGORITHMS FOR FAST ADAPTIVE FILTERING. Francoise Beaufays and Bernard Widrow. Stanford University

OVERVIEW OF THE COMBINATORICS FUNCTION TECHNIQUE

A smoothing Newton method for the minimum norm solution of linear program

1. Using Einstein Summation notation, prove the identity: = A

Lecture 3 : Concentration and Correlation

International Journal of Mathematical Archive-3(5), 2012, Available online through ISSN

X. Perturbation Theory

14th European Signal Processing Conference (EUSIPCO 2006), Florence, Italy, September 4-8, 2006, copyright by EURASIP

Modular Spaces Topology

Zeros of Polynomials

FAR FIELD SOLUTION OF SH-WAVE BY CIRCULAR INCLUSION AND LINEAR CRACK

Math 166 Week-in-Review - S. Nite 11/10/2012 Page 1 of 5 WIR #9 = 1+ r eff. , where r. is the effective interest rate, r is the annual

Models of network routing and congestion control

Statistics and Data Analysis in MATLAB Kendrick Kay, February 28, Lecture 4: Model fitting

Most text will write ordinary derivatives using either Leibniz notation 2 3. y + 5y= e and y y. xx tt t

Lecture 10: Bounded Linear Operators and Orthogonality in Hilbert Spaces

Transcription:

REDUCING HE EFFEC OF UNODELED DYNICS BY RC CONROL LW ODIFICION Eva iklovičová, Já ugaš ad ichal Goos Depatet of utoatic Cotol Systes, Faculty of Electical Egieeig ad Iatio echology, Slovak Uivesity of echology, Ilkovičova, 8 9 Batislava, Slovak Republic tel.: 6 9 64, fa.: 654 9 74, e-ail: eva.iklovicova@stuba.sk, ja.ugas@stuba.sk bstact: Solvig a tackig poble does ot alays give desied esults eve he the adaptive cotol ethods ae used. Soe difficulties ay occu he the apioi assuptios laid do fo the poble solutio ae ot satisfied. Oe of the seious issues is the eistece of uodeled dyaics i the tackig poble. he poposed solutios ae aily based o obustificatio of the adaptatio la. I this pape e popose to educe the effect of uodeled dyaics usig the RC cotol la odificatio so that the stadad adaptatio la esues the sufficietly sall tackig eo. Copyight 5 IFC Keyods: odel efeece adaptive cotol, Lyapuov ethods, tackig systes. INRODUCION he odel efeece cotol stuctues ca be successfully used to solve the tackig poble i case soe ideal coditios egadig the cotolled plat odel ae satisfied (Naeda ad asay, 989). Hoeve, these ideal coditios ae ot ofte satisfied. fequet violatio of the ideal assuptios is a icoect estiatio of the plat odel stuctue that leads to the eistece of uodeled dyaics i the tackig poble. he uodeled dyaics ifluece i adaptive systes epesets a seious poble. he uodeled dyaics ca sigificatly deteioate the cotol paaetes adaptatio o it ca eve destabilize this pocess. Especially i case of RC stuctues the eistece of the uodeled dyaics educes thei applicability to eal pocesses. itesive eseach activity has bee devoted to solve the poble of educig the effect of uodeled dyaics (Goos, et al., 4; Rohs, et al., 985; Sasty ad Bodso, 989) but it still has ot led to satisfactoy esults. he ajoity of the uodeled dyaics poble solutios ae based o the adaptatio la obustificatio (Sasty ad Bodso, 989; Ioaou ad Su, 996). he ai of ou pape is to deostate that the uodeled dyaics poble i stadad RC schee ca also be solved by the cotol la odificatio. he poposed appoach is based o the geeal theoy of stability i vecto (Šiljak, 978).. PROBLE FORULION he tackig poble is alays a oliea task, because the adaptatio eo dyaics is oliea. he let the poble solutio plai the tackig poble ith the liea odel of cotolled syste ad the liea efeece odel has bee chose. Coside that the liea syste ith uodeled dyaics is give by the state space equatios i the

+ bu y c () hee R p epesets the plat state, y R is the plat output ad u R deotes the cotol sigal. he state vaiables of syste () ca be divided ito to vectos: state vaiables of odeled dyaics R ad state vaiables of uodeled dyaics R, ith +p. he syste () ca the be decoposed so that the odeled ad uodeled dyaics is sepaated + + + b u () hee is a Fobeius ati of the odeled pat of dyaics, is a ati of the uodeled pat of dyaics, () ad () ae atices epesetig the iteactios. Fo the easos of siplicity e coside the class of systes hee oly odeled pat of dyaics is diectly iflueced by the cotol sigal. ssue that the desied closed loop dyaical behavio is descibed by the efeece odel i the + b R () ith the efeece odel state vecto efeece sigal R. R ad I stadad RC schees the cotol la is of the u k k (4) hee k deotes a feedback gai vecto ad k is a feedfoad gai. Hoeve, i case of these cotol stuctues the uodeled dyaics povokes the cosideable deteioatio of adaptive syste tackig peaces. Θ [ ] hee [ κ ρ], ω, * κ ( k ), ( k ) k ρ. k * he stability of the syste (6) is esued by the tackig poble covegece. he stability poof ill be based o the vecto Ljapuov fuctio ethodology (Šiljak, 978). he isolated subsystes of syste (6) ae e& e b Θ ω + b (7) Whe, the equilibiu poit of syste (6) is e,,. o aalyze the equilibiu poit stability the Lyapuov fuctio cadidates fo each isolated subsyste have to be chose as the fuctios of the coespodig subsyste vaiables V V P P V e P e + αθ Θ (8) he coditios of cotiuity ad positive defiiteess ae satisfied fo the fuctios V, V, V. he vecto Lyapuov fuctio ethodology is based o aggegatio, hee it is ecessay to fid the boudaies of the V, V, V tie deivatives alog the elevat subsystes tajectoies. he tie deivatives of the Lyapuov fuctios cadidates (8) alog the subsyste (7) tajectoies ae [ e ω Θb ] P e + e P [ e bθ ω] + Θ Θ e ( P + P ) e ω Θb P e + e& P e + e P e& + Θ Θ (9). REDUCING HE EFFEC OF UNODELLED DYNICS Usig the atchig coditios b bk bk * * (5) the folloig dyaics of adaptatio eo (defied as e ) ca be deived e& e b ( ) & Θ ω + (6) b P + P P ( P + P ) P + P + P () ( + b ) P + P ( + b) ( P + P ) + bp ()

Choosig a suitable adaptatio la so that dθ f ( e,,) () ω Θb P e Θ Θ () it is possible to itoduce the folloig bouday fo the V tie deivative e ( G) e ( G) e (4) * * G hee ( b k ) P + P ( bk ). he boudaies fo the V ad V tie deivatives ae ( G ) ( G ) (5) hee P + P G ad ( G ) ( G ) (6) hee P + P G. It is also ecessay to set bouds o the subsyste iteactios e P e P (7) hee ( P P ) / P > (8) P e P e hee P ( ) / P P ad (9) P P e he aggegated syste is of the z & Wz () hee z is the aggegated syste state vecto ad W deotes the aggegatio ati W () ith / / ( G) ( G ) ( G ) ( P P ) ( P P ) () () hee (.) deotes the iial ati eigevalue, (.) is the aial ati eigevalue ad G, G, G ae the solutios of the folloig equatios * * ( b k ) P + P ( b k ) P + P P + P G G he stability coditios ae as follos i) ii) iii) ( > G > ) > (4) (5) Let us o aalyze the possibilities of satisfactio of the coditios (5): he coditio i) is satisfied if the efeece odel is stable. he coditio ii) is essetial ad its satisfactio ill be aalyzed i the folloig. he coditio iii) equies the satisfactio of the coditio ii) as ell as the stability of the efeece odel. Let us defie the stability easue L(,,,, ) i the L(,,,, ) the the coditio ii) of (5) is L (6) (,,, ) > (7) hich afte itoducig () ad () ito(6) ca be eitte ito the folloig ( G ) ( G ) / ( P P ) / ( P P ) > (8) he syetical atices P P ad have positive eigevalues ad the P P poduct ( G ) ( G ) is as ell positive if the

uodeled dyaics is stable. he satisfactio of the coditio (8) depeds o the possibility of abitay iceasig the value of ( G ) by eas of the adaptatio. he poble is that the icease of ( G ) povokes also a icease of P ad so a / P P. icease of ( ) he echais of the coditios (5) satisfactio is vey coplicated ad ca ot be aalytically poved. I the cotol systes ith adaptatio the satisfactio of these coditios depeds o the stuctue ad the o of iteactios. Stability easue 5 5-5 - -5 - -5 Fig. he stability easue depedece o the value of ( ) G Usig a siple eaple of the d ode syste cosistig of the secod ode odeled pat ad of the fist ode uodeled pat e ca illustate the depedece of the stability easue o the value of, that epesets the ifluece of state ( ) G - 5 5 5 (G ) cotolle gais i the pesece of the elatively stog iteactios. I Fig. the gee lie L coespods to the efeece odel stability easue equal to - ad the blue lie L epesets the efeece odel ith the stability easue of -.. It ca be see that the adaptatio eo covegece ca be iflueced by the stability easue of the efeece odel. Hoeve, the efeece odel dyaics is give by the cotol peace equieets, so it is ecessay to esue the icease of the efeece odel stability easue idiectly duig the adaptatio eo tasiet pocesses. his idiect iceasig of the stability easue ca be obtaied by a odificatio of the cotol la (4) to the u + L L k + k k e (9) / ( b k ) P + P ( b k ) ( G ) / ( P P ) ( P P ) > () he syetical atices P P ad have positive eigevalues ad by eas P P of the appopiate adaptatio of k it is possible to esue the satisfactio of the ii) stability coditio i (5). 4. EXPLE Coside the cotolled plat odel i the : y a [ a 4 ] [ ] hee ( i, K,5) a i paaetes. a + + a 5 + u () ae uko sloly vayig he output y(t) is equied to follo as close as possible the output y (t) of the efeece odel y [ ] + () Usig the poposed odificatio of the cotol la (9) ad the stadad adaptatio la (ugaš, et al., 99) dθ αωε () hee α >, ε Pe ad P is the solutio of the Lyapuov ati equatio b P + P I (4) the acceptable tackig eo ca be obtaied, as illustated i Fig. ad Fig.. It ca be see fo Fig. ad Fig. that the uodeled dyaics ifluece eductio by eas of the cotol la odificatio has bee vey efficiet. he geealizatio of the poposed solutio ill be ecessay i the futue. hee the feedback te k e esues the icease of the ati stability easue. fte itoducig () ad () the stability coditio ii) of (5) ca be eitte ito the

.5 Output [p.u.].5 5 5 5 5 4 45 5 tie [s] Fig. Peaces of the RC ith the poposed cotol la odificatio odif. RC, stad. RC, ef. odel.5 Output [p.u.].5.5.5.5.5 4 4.5 5 tie [s] Fig. Peaces of the RC ith the poposed cotol la odificatio (detail) odif. RC, stad. RC, ef. odel 5. CONCLUSION Τhe ai of the poposed pape has bee to educe the effect of uodeled dyaics i RC tackig pobles. he poposed odificatio of the stadad cotol stuctue iceases the tackig syste obustess eve i case he the stadad adaptatio la is used. CKNOWLEDGEEN his ok has bee suppoted by the Slovak Scietific Gat gecy, Gat No. /58/. REFERENCES Goos,., ugaš, J. ad E. iklovičová (4). RC ith educed state iatio. Poc. of. he IFC Wokshop o daptatio ad Leaig i Cotol ad Sigal Pocessig, Yokohaa, Japa, pp.6-67. Ioaou, P.. ad J.Su (996). Robust adaptive cotol. Petice Hall, Ne Jesey. ugaš, J., Veselý, V. ad I. Hejda (99). State space stuctues i RC. Poc. of the IFC Wokshop o Stuctues ad Cotol, Pague, Czech Republic, pp.8-8. Naeda, K.S. ad.. asay (989). Stable daptive Systes. Petice Hall, Ne Jesey. Rohs, C.E., Valavai, L., thas,. ad G. Stei (985). Robustess of cotiuous-tie adaptive cotol algoith i the pesece of uodelled dyaics. IEEE as. o uto. Cotol,, pp.88-889. Sasty, S. ad. Bodso (989). daptive cotol. Stability, covegece ad obustess. Petice Hall, Ne Jesey. Šiljak, D.D. (978). Lage-scale dyaic systes stability ad stuctues. Noth Hollad, steda..