Linear Open Loop Systems

Similar documents
10.2 Series. , we get. which is called an infinite series ( or just a series) and is denoted, for short, by the symbol. i i n

The z-transform. LTI System description. Prof. Siripong Potisuk

Chapter Unary Matrix Operations

Chapter 2 Intro to Math Techniques for Quantum Mechanics

PubH 7405: REGRESSION ANALYSIS REGRESSION IN MATRIX TERMS

Sequences and summations

3. REVIEW OF PROPERTIES OF EIGENVALUES AND EIGENVECTORS

Chapter #2 EEE Subsea Control and Communication Systems

Chapter #3 EEE Subsea Control and Communication Systems

Chapter Gauss-Seidel Method

Preliminary Examinations: Upper V Mathematics Paper 1

Available online through

Chapter #5 EEE Control Systems

Chapter 2 Intro to Math Techniques for Quantum Mechanics

ELEC 372 LECTURE NOTES, WEEK 6 Dr. Amir G. Aghdam Concordia University

Laplace Transform. Definition of Laplace Transform: f(t) that satisfies The Laplace transform of f(t) is defined as.

COMPLEX NUMBERS AND DE MOIVRE S THEOREM

Chapter 3 Supplemental Text Material

A Brief Introduction to Olympiad Inequalities

6. Chemical Potential and the Grand Partition Function

14.2 Line Integrals. determines a partition P of the curve by points Pi ( xi, y

A Series Illustrating Innovative Forms of the Organization & Exposition of Mathematics by Walter Gottschalk

All the Laplace Transform you will encounter has the following form: Rational function X(s)

St John s College. UPPER V Mathematics: Paper 1 Learning Outcome 1 and 2. Examiner: GE Marks: 150 Moderator: BT / SLS INSTRUCTIONS AND INFORMATION

Position and Speed Control. Industrial Electrical Engineering and Automation Lund University, Sweden

Rendering Equation. Linear equation Spatial homogeneous Both ray tracing and radiosity can be considered special case of this general eq.

CURVE FITTING LEAST SQUARES METHOD

CS473-Algorithms I. Lecture 3. Solving Recurrences. Cevdet Aykanat - Bilkent University Computer Engineering Department

Chap8 - Freq 1. Frequency Response

The Mathematical Appendix

Answer: First, I ll show how to find the terms analytically then I ll show how to use the TI to find them.

1 4 6 is symmetric 3 SPECIAL MATRICES 3.1 SYMMETRIC MATRICES. Defn: A matrix A is symmetric if and only if A = A, i.e., a ij =a ji i, j. Example 3.1.

Chapter 7. Bounds for weighted sums of Random Variables

X ε ) = 0, or equivalently, lim

ME 501A Seminar in Engineering Analysis Page 1

MATRIX AND VECTOR NORMS

Matrix. Definition 1... a1 ... (i) where a. are real numbers. for i 1, 2,, m and j = 1, 2,, n (iii) A is called a square matrix if m n.

under the curve in the first quadrant.

Module 2: Introduction to Numerical Analysis

Simple Linear Regression Analysis

Chapter 4: Distributions

ROOT-LOCUS ANALYSIS. Lecture 11: Root Locus Plot. Consider a general feedback control system with a variable gain K. Y ( s ) ( ) K

DATA FITTING. Intensive Computation 2013/2014. Annalisa Massini

Regression. By Jugal Kalita Based on Chapter 17 of Chapra and Canale, Numerical Methods for Engineers

A Technique for Constructing Odd-order Magic Squares Using Basic Latin Squares

12 Iterative Methods. Linear Systems: Gauss-Seidel Nonlinear Systems Case Study: Chemical Reactions

In Calculus I you learned an approximation method using a Riemann sum. Recall that the Riemann sum is

MTH 146 Class 7 Notes

Mu Sequences/Series Solutions National Convention 2014

Complex Variables. Chapter 19 Series and Residues. March 26, 2013 Lecturer: Shih-Yuan Chen

Reaction Time VS. Drug Percentage Subject Amount of Drug Times % Reaction Time in Seconds 1 Mary John Carl Sara William 5 4

Chapter 5 Properties of a Random Sample

PTAS for Bin-Packing

To Determine the Characteristic Polynomial Coefficients Based On the Transient Response

Area and the Definite Integral. Area under Curve. The Partition. y f (x) We want to find the area under f (x) on [ a, b ]

Chapter 7 Infinite Series

Level-2 BLAS. Matrix-Vector operations with O(n 2 ) operations (sequentially) BLAS-Notation: S --- single precision G E general matrix M V --- vector

this is the indefinite integral Since integration is the reverse of differentiation we can check the previous by [ ]

Chapter 2 Infinite Series Page 1 of 9

Trignometric Inequations and Fuzzy Information Theory

Solving Constrained Flow-Shop Scheduling. Problems with Three Machines

Chapter Linear Regression

Analytical Approach for the Solution of Thermodynamic Identities with Relativistic General Equation of State in a Mixture of Gases

Roberto s Notes on Integral Calculus Chapter 4: Definite integrals and the FTC Section 2. Riemann sums

Strategies for the AP Calculus Exam

2. Elementary Linear Algebra Problems

Current Programmed Control (i.e. Peak Current-Mode Control) Lecture slides part 2 More Accurate Models

Introduction to local (nonparametric) density estimation. methods

Non-uniform Turán-type problems

SM2H. Unit 2 Polynomials, Exponents, Radicals & Complex Numbers Notes. 3.1 Number Theory

8. INVERSE Z-TRANSFORM

Quiz 1- Linear Regression Analysis (Based on Lectures 1-14)

Optimality of Strategies for Collapsing Expanded Random Variables In a Simple Random Sample Ed Stanek

Summary of the lecture in Biostatistics

means the first term, a2 means the term, etc. Infinite Sequences: follow the same pattern forever.

Collapsing to Sample and Remainder Means. Ed Stanek. In order to collapse the expanded random variables to weighted sample and remainder

The Computation of Common Infinity-norm Lyapunov Functions for Linear Switched Systems

Random variables and sampling theory

Advanced Algorithmic Problem Solving Le 3 Arithmetic. Fredrik Heintz Dept of Computer and Information Science Linköping University

On Several Inequalities Deduced Using a Power Series Approach

4 Linear Homogeneous Recurrence Relation 4-1 Fibonacci Rabbits. 组合数学 Combinatorics

Transfer Functions. Chapter 5. Transfer Functions. Derivation of a Transfer Function. Transfer Functions

Lecture 3-4 Solutions of System of Linear Equations

i+1 by A and imposes Ax

Laboratory I.10 It All Adds Up

MATH 247/Winter Notes on the adjoint and on normal operators.

The Z-Transform in DSP Lecture Andreas Spanias

Lecture 4 Sep 9, 2015

= y and Normed Linear Spaces

1 Onto functions and bijections Applications to Counting

Physics 220: Worksheet5 Name

STA261H1.doc. i 1 X n be a random sample. The sample mean is defined by i= 1 X 1 + ( ) X has a N ( σ ) 1 n. N distribution. Then n. distribution.

20.2. The Transform and its Inverse. Introduction. Prerequisites. Learning Outcomes

Chapter 9 Jordan Block Matrices

Log1 Contest Round 2 Theta Complex Numbers. 4 points each. 5 points each

SUM PROPERTIES FOR THE K-LUCAS NUMBERS WITH ARITHMETIC INDEXES

Discrete Mathematics I Tutorial 12

APPENDIX 2 LAPLACE TRANSFORMS

Modeling uncertainty using probabilities

L5 Polynomial / Spline Curves

Transcription:

Colordo School of Me CHEN43 Trfer Fucto Ler Ope Loop Sytem Ler Ope Loop Sytem... Trfer Fucto for Smple Proce... Exmple Trfer Fucto Mercury Thermometer... 2 Derblty of Devto Vrble... 3 Trfer Fucto for Proce wth Multple Iput d/or Multple Output... 3 Exmple Trfer Fucto Strred Tk Heter... 5 Trfer Fucto of Proce Sere... 9 Pole & Zero of Trfer Fucto... 9 Exmple Pole & Zero of Trfer Fucto... 2 Trfer Fucto for Smple Proce f t Iput Dymc Proce yt Output f G y Coder the mple proce wth oe put & oe output. The decrbg -th order ODE : 2 d y d y d y dy 2 2 y bf t Let u ume we re ug devto vrble, o tedy tte, o: y, d we re trtg t 2 d y d y dy. 2 t t t Tkg the Lplce trform of th gve: 2 y y 2 y y y bf y b f 2 2 G Joh Jechur (jjechur@me.edu) - - Copyrght 27 Aprl 23, 27

Colordo School of Me CHEN43 Trfer Fucto G defed the trfer fucto d the mple dgrm clled the block where dgrm for the proce. Exmple Trfer Fucto Mercury Thermometer Mke the followg umpto bout the redg from mercury thermometer: All retce to het trfer th flm roud the bulb.e., eglect therml retce of gl & mercury. All therml cpcty the mercury. Mercury lwy h uform temperture. The gl wll doe ot expd or cotrct. The eergy blce o thermometer wll be: Joh Jechur (jjechur@me.edu) - 2 - Copyrght 27 Aprl 23, 27 de d E K P du dh ha T T mc hat T for cott C ˆ p mc T T ha T T where the tme cott : mc ha At tedy tte: T T * * o term of devto vrble: TT where T Tkg the Lplce trform of th ODE gve:

Colordo School of Me CHEN43 Trfer Fucto T T o the trfer fucto : G T T So, we would expect the het trfer retce roud thermometer to be t order ytem. Derblty of Devto Vrble If we dd t ue devto vrble the Lplce trform of the ODE would be: T T T T T T T T T T T T T T * Now there re two put & two trfer fucto: oe for the drvg fucto ( T T ) d oe for the tl coo ( T ). * Trfer Fucto for Proce wth Multple Iput d/or Multple Output t or Wht f there re multple put d/or multple output? We would octe trfer fucto wth ech prg of put & output. The block dgrm for 2 put & output : f f2 G y f G f G + + y 2 2 Joh Jechur (jjechur@me.edu) - 3 - Copyrght 27 Aprl 23, 27

Colordo School of Me CHEN43 Trfer Fucto The overll reltohp for y would be: y G f G f 2 2 For put d oe output, the: y G f G f G f G f 2 2 3 3 y G f The block dgrm for 2 put & 2 output : f G, + + y G2, f2 G2, G2,2 + + y2 The overll reltohp for the y fucto would be: y G f G f,,2 2 y G f G f 2 2, 2,2 2 For put d m output, the: y G f G f G f G f,,2 2,3 3,, j j j y G f for,2,3,, m. or mtrx otto : Joh Jechur (jjechur@me.edu) - 4 - Copyrght 27 Aprl 23, 27

Colordo School of Me CHEN43 Trfer Fucto y G f y colum vector of legth m, f colum vector of legth, d G where m rectgulr mtrx. G clled the trfer fucto mtrx. Exmple Trfer Fucto Strred Tk Heter F, T, h, A, T, F, T F, T, The mterl blce o th ytem wll be: dm d h F F A F F umg cott cro-ectol re, A. The eergy blce : de F H ˆ F H ˆ Q F ˆ H F H ˆ Q Remember, wth the tk: So: de d U K P du dh dh d VHˆ F H ˆ FHˆ Q Joh Jechur (jjechur@me.edu) - 5 - Copyrght 27 Aprl 23, 27

Colordo School of Me CHEN43 Trfer Fucto If we ume tht the ethlpy c be expreed : Hˆ Cˆ T T H ˆ p ref ref the wth H ˆ & T : ref ref d VCˆ ˆ ˆ pt F CpT F CpT Q ˆ d C ˆ ˆ p VT F CpT F CpT Q d Q VT F T F T C If we ume cott, the: d: dh A F F d Q A ht F T F T C d F F Q ht T T A A AC TA dh ha F T F T Q C Iertg the mterl blce: Joh Jechur (jjechur@me.edu) - 6 - Copyrght 27 Aprl 23, 27 Q T F F ha F T F T C Q ha F T T C If we mke the umpto tht Q V F T T C where h h t. dh/ the V ha cott & F F, o:

Colordo School of Me CHEN43 Trfer Fucto If we re ug tem for the hetg medum, the we could relte the rte of het dded, Q, to the tem temperture, T, : So: where: Q UA T T. UA T T V FT T Cˆ UA UA V F T F T T Cp Cp ˆ F UA F UA T T T ˆ V VC V ˆ p VCp K T T KT F F T T KT F p F F V, UA K VC, d K. F At tedy tte: o: T T KT * * * F T T KT F where the devto vrble re defed : TT T *, TT T *, d TT T *. Joh Jechur (jjechur@me.edu) - 7 - Copyrght 27 Aprl 23, 27

Colordo School of Me CHEN43 Trfer Fucto Note tht th equto how how the trred tk flud temperture ffected by chge the other temperture. I th Chpter we wll covert th equto to oe volvg trfer fucto. Tkg the Lplce trform of the equto gve: TT T T KT F T T T KT F T T KT K T F T T F Th how tht we hve two trfer fucto: where: TG TG T / F K G d G A block dgrm for the trred tk heter c be drw follow. T T / F K + + T Joh Jechur (jjechur@me.edu) - 8 - Copyrght 27 Aprl 23, 27

Colordo School of Me CHEN43 Trfer Fucto Trfer Fucto of Proce Sere y () y 2 () f() G () G 2 () G () y () If there re ere of trfer fucto, the: G G y2 GG G f G y G y y f Pole & Zero of Trfer Fucto Accordg to defto of the trfer fucto: where: y f G G Q P d where Q d P re uully polyoml (tme dely wll troduce expoetl term, however). I geerl, the order of Q wll be le th tht of P. The root of the umertor Q re referred to the zero of the trfer fucto. At the zero, G become zero. The root of the deomtor P re referred to the pole of the trfer fucto. At the pole, G become fte. We c get qulttve ee of the repoe of ytem by kowg the pole. Let: Joh Jechur (jjechur@me.edu) - 9 - Copyrght 27 Aprl 23, 27

Colordo School of Me CHEN43 Trfer Fucto f r q Sce: G Q P the: y G f Q r P q Let let the root of P be deoted p. The, f P polyoml of order d there re N o-repetg root d M repetg root (ech oe repetg m tme), the: d: N P p p M m y N Q p p M m r q Whe plt to prtl frcto, ech of the fctor the deomtor wll led to eprte term. Splttg up the fctor of the trfer fucto (whle levg the deomtor from the put fucto de for ow) gve: y y m N M j, C j m p D p j r p q *. N M m * C Dj, r. m j p j p q Joh Jechur (jjechur@me.edu) - - Copyrght 27 Aprl 23, 27

Colordo School of Me CHEN43 Trfer Fucto Note tht for the repeted root, the umertor c be polyoml of order up to oe le the order of deomtor. Alo, ech repeted root c hve dfferet order. The oly requremet o the umber of root tht they hve to dd up to,.e.: M N m. Whe we vert the Lplce trform, the: C Cexppt. M m m D M j, D j, L m j m j j p j p L N N p L D M m j, exppt L m j j. D m j! M m j, exppt L m j j m j! M m expp Dj, m j t t j m j! Note tht the root p re mportt for the log-tme chrctertc of the oluto. For the rel o-repetg root: p, the exppt t. Th expoetl decy led to zero cotrbuto from th pole. p, the exppt t. Th expoetl growth led to explove cotrbuto from th pole. p, the exppt for ll t. Th cott term hould ot led to y tblty. If If If For the complex o-repetg root (whch wll occur complex cojugte pr), the p c be expreed. Thee root wll gve re to term of the form exptt. Now, the mportt term wth regrd to tblty the rel porto of the root, : If exp t t t. Th expoetl decy led to zero cotrbuto from th pole., the Joh Jechur (jjechur@me.edu) - - Copyrght 27 Aprl 23, 27

Colordo School of Me CHEN43 Trfer Fucto If exp t t t. Th expoetl growth led to explove cotrbuto from th pole. If, the expt t t for ll t. Th term wll led to tble ocllto., the For the repetg root, the tuto mlr. The polyoml term wll lwy grow towrd fty t, o the behvor of the expoetl term wll dctte the overll behvor. If p or, the the expoetl term wll go to zero t d the etre term wll lo go to zero. Th expoetl decy led to zero cotrbuto from th pole. p or, the the expoetl term wll grow to fty t d the etre term wll lo grow to fty. Th expoetl growth led to explove cotrbuto from th pole. p or, the the polyoml term wll dctte the behvor for t. Th polyoml term wll led to explove cotrbuto from th pole.. If If So, geerl: If, tble cotrbuto from th pole., utble cotrbuto from th pole., tble cotrbuto oly f o-repeted root utble cotrbuto f repeted root. If If Exmple Pole & Zero of Trfer Fucto Gve the trfer fucto: G Q Q 4 3 2 P 3 5 4 2 fd the zero & determe f tble. The followg chrt how the chrctertc of root. P v.. Note tht there re o rel Joh Jechur (jjechur@me.edu) - 2 - Copyrght 27 Aprl 23, 27

Colordo School of Me CHEN43 Trfer Fucto 9 8 7 6 P ( ) 5 4 3 2 C fctor -2.5-2 -.5 - -.5.5.5 2 2.5 P to get: 4 3 3 5 2 4 2 2 2 2 2 P From th, we fd tht the root re: 4 3 r 2 2 2 2 2 2 42 r 2 Sce the rel porto of the root re ll egtve, the ytem tble. Joh Jechur (jjechur@me.edu) - 3 - Copyrght 27 Aprl 23, 27