ME 3600 Control Systems Frequency Domain Analysis

Size: px
Start display at page:

Download "ME 3600 Control Systems Frequency Domain Analysis"

Transcription

1 ME 3600 Contol Systems Fequency Domain Analysis The fequency esponse of a system is defined as the steady-state esponse of the system to a sinusoidal (hamonic) input. Fo linea systems, the esulting steady-state output is itself hamonic; it diffes fom the input in amplitude and phase only. Linea System Tansient Response Steady-state Response Hee, epesents the multiplication facto fo the magnitude, and epesents the elative phase shift between the input and the output. If 1, the system amplifies the input, and if 1, the system attenuates the input. One common way to epesent the fequency esponse of a linea system is using a Bode diagam. The Bode diagam of a typical second ode system is shown in the diagam below. Using the magnitude plot, the esonant fequency ( ) the esonant magnitude ( M ), the bandwidth (BW), and the ate of decay of the system afte esonance can be identified. Bandwidth (BW) (@ db) Rate of Decay Resonant Fequency, Kamman Contol Systems page: 1/8

2 The Bode diagam shown above is fo a second-ode system whose natual fequency is n 1 (ad/s) and whose damping atio is 0.3. The esonant fequency is defined as the fequency at which the magnitude is maximum. The magnitude at this fequency is M. In this case, MATLAB indicates the esonant fequency and esonant magnitude ae (ad/s) and 0log( M) 4.85 (db). The bandwidth (BW) of the system is defined as the fequency at which the system is 3 db down fom its constant low-fequency value. Note that 3 db epesents an amplitude multiplie of 0.71, so the system eponds at 71% of its low fequency value. The decay ate afte esonance fo a second-ode system is 40(dB/decade). If a system is second-ode and has a damping atio esonant magnitude may be estimated using the equations n 1 and M 1 1, the esonant fequency and (1) Eqs. (1) can be used fo any pai of complex poles (in highe-ode systems) that ae sufficiently isolated (in fequency) fom othe poles and zeos. In these cases, magnitude fom the pe-esonance value. M epesents the ise in These chaacteistics in the fequency-domain coelate with behavio of the system in the time-domain. The esonant magnitude values of M gives an indication of the elative stability. Lage M ae indicative of low damping, suggesting oscillatoy esponse with potentially lage oveshoots. Systems with lage bandwidths have faste esponse than systems with small bandwidths; howeve, they may be moe noise sensitive. Sensitivity to noise is detemined by a combination of the bandwidth and the ate of decay of the magnitude at high fequencies. Minimum Phase Systems The loop tansfe function GH () s of a minimum phase system has no zeos o poles in the ight-half of the s-plane. If a system has poles o zeos in the ight-half plane, it is efeed to as a non-minimum phase system. Simple Closed Loop System R(s) + G(s) H(s) Y(s) Kamman Contol Systems page: /8

3 If a closed-loop system is a minimum phase system, then the stability of the system can be detemined by examining the Bode diagam of the loop tansfe function GH () s. If the system is a non-minimum phase system, a Nyquist diagam can be used to detemine stability. Bode diagams ae usually pefeed ove Nyquist diagams fo minimum phase systems, because it is easie to measue the gain and phase magins on a Bode diagam. It is also easie to see how the Bode diagam changes shape as poles and zeos ae added to (o emoved fom) the system. The Nyquist diagam and the Nyquist stability citeion ae pesented below. Gain and Phase Magins and the Bode Diagam Gain and phase magins of a minimum phase system ae detemined by plotting the Bode diagam of the loop tansfe function GH () s. To illustate this pocess, conside the Bode diagam of the loop tansfe function GH () s 100( s ) ( s 5)( s 10)( s s ) () Phase magin (PM) is the additional phase lag equied to make the phase angle 180 (deg) at the fequency whee the magnitude of the system cosses the zeo-db line. Gain magin (GM) is the additional magnitude equied to make the magnitude zeo db when the phase angle is 180 (deg). In the case shown below, the phase magin is PM 68 (deg) (measued at. (ad/s)), and the gain magin is Gain and Phase Magins and Stability GM 17.4 db (measued at 7.15 (ad/s)). The gain and phase magins detemine the stability of minimum phase systems. A minimum phase system is stable if both magins ae positive, and unstable if they ae negative. Systems with a highe degee of stability have lage magins and less stable systems have smalle magins. The Bode diagam below epesents a stable closed-loop system. Kamman Contol Systems page: 3/8

4 Gain Magin (GM>0) Phase Magin (PM>0) MATLAB Commands fo Bode Diagams and Gain and Phase Magins A set of MATLAB commands to display the Bode diagam and the gain and phase magins fo the tansfe function of Eq. () ae shown below. The figue shows the display esulting fom the magin command. Note that the convolution function conv is used to build the tansfe function fom its component pats. >> num = 100*[1,]; >> den = conv([1,5],conv([1,10],[1,,])); >> sys = tf(num, den) Tansfe function: 100 s s^ s^3 + 8 s^ s >> bode(sys); gid; >> magin(sys) Kamman Contol Systems page: 4/8

5 Nyquist Diagam A Nyquist diagam is a plot of the eal-pat of GH ( j ) vesus the imaginay-pat of GH ( j ). (Recall that the Bode diagam is a plot of the magnitude of GH ( j ) vesus and a plot of the phase of GH ( j ) vesus.) The Nyquist diagam fo the loop tansfe function GH () s ( s 10) ( s )( s 3)( s s ) (3) is shown in the diagam below. Note that GH ( j ) j0, and the aow heads show 0 the diections of inceasing fequency. The pat of the diagam that is below the eal axis is fo the fequency ange 0, and the pat above the eal axis (the complex conjugate of the pat below) is fo the ange 0. Note also that the plot foms a closed cuve. Befoe stating the Nyquist stability citeion, a few definitions ae helpful. N = numbe of times the Nyquist plot encicles the point 1 j0 in a clockwise sense ( 1 j0 is denoted on the diagam with a ed + ) Z = numbe of zeos of 1 GH ( s) in the ight-half of the s-plane P = numbe of poles of 1 GH ( s) in the ight-half of the s-plane (Note that the poles of 1 GH ( s) ae also the poles of GH () s ) Kamman Contol Systems page: 5/8

6 Nyquist Stability Citeion Fo a closed loop system to be stable the Nyquist citeion states that Z 0 and N Z P P. This means that the Nyquist plot must encicle the point 1 j0 P times in the counteclockwise diection fo the closed-loop system to be stable. Note that if the loop tansfe function GH () s is of minimum phase, then P 0 and N 0. Hence, the Nyquist plot fo a stable, minimum-phase system does not encicle the point 1 j0. The Nyquist diagam above indicates the closed loop system is stable. If the closed-loop system is unstable, the Nyquist citeion states that the numbe of poles of the closed-loop system (also the numbe of zeos of 1 GH ( s) ) in the ight-half plane is equal to Z N P. If the system is minimum phase, the numbe of poles in the ight-half plane is equal to the numbe of clockwise enciclements of the point 1 j0. To illustate this last statement, conside the Nyquist plot fo the loop tansfe function in Eq. (4) as shown in the figue below. GH () s 10 ( s 10) ( s )( s 3)( s s ) (4) The Nyquist plot encicles the point 1 j0 twice in a clockwise diection. This means that the closed-loop system has two poles in the ight-half plane, indicating the system is unstable. Unstable system with two clockwise enciclements of the point. Kamman Contol Systems page: 6/8

7 Compaison of Results fom a Root Locus Diagam, a Bode Diagam, and a Nyquist Diagam To compae the esults obtained fom oot locus, Bode, and Nyquist diagams fo a single system. Conside the closed-loop system whose loop tansfe function is GH () s K ( s 10) ( s )( s 3)( s s ) (5) The fist diagam below shows the oot locus diagam fo the paamete K indicating the system is unstable when K 4.1. The next two diagams ae the Bode and Nyquist diagams fo the system with K 10. It is clea fom these diagams that the system is unstable fo K 10. Root Locus Diagam System is unstable fo Bode Diagam Veifies the system is unstable fo. Kamman Contol Systems page: 7/8

8 Nyquist Diagam Veifies the system is unstable fo. (Plot encicles twice in a clockwise diection, indicating two closed-loop poles in the ight half s-plane.) Kamman Contol Systems page: 8/8

ME 3600 Control Systems Frequency Domain Analysis

ME 3600 Control Systems Frequency Domain Analysis ME 3600 Cntl Systems Fequency Dmain Analysis The fequency espnse f a system is defined as the steady-state espnse f the system t a sinusidal (hamnic) input. F linea systems, the esulting utput is itself

More information

Mechatronic system design

Mechatronic system design Mechatonic system design Mechatonic system design wb2414 2013/2014 Couse pat 5 Motion contol Pof.i. R.H.Munnig Schmidt Mechatonic System Design 1 Lectue outline: What did you lean about PID motion contol

More information

APPLICATION OF MAC IN THE FREQUENCY DOMAIN

APPLICATION OF MAC IN THE FREQUENCY DOMAIN PPLICION OF MC IN HE FREQUENCY DOMIN D. Fotsch and D. J. Ewins Dynamics Section, Mechanical Engineeing Depatment Impeial College of Science, echnology and Medicine London SW7 2B, United Kingdom BSRC he

More information

Advanced Problems of Lateral- Directional Dynamics!

Advanced Problems of Lateral- Directional Dynamics! Advanced Poblems of Lateal- Diectional Dynamics! Robet Stengel, Aicaft Flight Dynamics! MAE 331, 216 Leaning Objectives 4 th -ode dynamics! Steady-state esponse to contol! Tansfe functions! Fequency esponse!

More information

Pulse Neutron Neutron (PNN) tool logging for porosity Some theoretical aspects

Pulse Neutron Neutron (PNN) tool logging for porosity Some theoretical aspects Pulse Neuton Neuton (PNN) tool logging fo poosity Some theoetical aspects Intoduction Pehaps the most citicism of Pulse Neuton Neuon (PNN) logging methods has been chage that PNN is to sensitive to the

More information

Absolute Specifications: A typical absolute specification of a lowpass filter is shown in figure 1 where:

Absolute Specifications: A typical absolute specification of a lowpass filter is shown in figure 1 where: FIR FILTER DESIGN The design of an digital filte is caied out in thee steps: ) Specification: Befoe we can design a filte we must have some specifications. These ae detemined by the application. ) Appoximations

More information

Handout: IS/LM Model

Handout: IS/LM Model Econ 32 - IS/L odel Notes Handout: IS/L odel IS Cuve Deivation Figue 4-4 in the textbook explains one deivation of the IS cuve. This deivation uses the Induced Savings Function fom Chapte 3. Hee, I descibe

More information

Conventional Paper-I (a) Explain the concept of gradient. Determine the gradient of the given field: ( )

Conventional Paper-I (a) Explain the concept of gradient. Determine the gradient of the given field: ( ) EE-Conventional Pape-I IES-013 www.gatefoum.com Conventional Pape-I-013 1. (a) Eplain the concept of gadient. Detemine the gadient of the given field: V ρzsin φ+ z cos φ+ρ What is polaization? In a dielectic

More information

Chapter 9 Dynamic stability analysis III Lateral motion (Lectures 33 and 34)

Chapter 9 Dynamic stability analysis III Lateral motion (Lectures 33 and 34) Pof. E.G. Tulapukaa Stability and contol Chapte 9 Dynamic stability analysis Lateal motion (Lectues 33 and 34) Keywods : Lateal dynamic stability - state vaiable fom of equations, chaacteistic equation

More information

ASTR415: Problem Set #6

ASTR415: Problem Set #6 ASTR45: Poblem Set #6 Cuan D. Muhlbege Univesity of Mayland (Dated: May 7, 27) Using existing implementations of the leapfog and Runge-Kutta methods fo solving coupled odinay diffeential equations, seveal

More information

Physics 2B Chapter 22 Notes - Magnetic Field Spring 2018

Physics 2B Chapter 22 Notes - Magnetic Field Spring 2018 Physics B Chapte Notes - Magnetic Field Sping 018 Magnetic Field fom a Long Staight Cuent-Caying Wie In Chapte 11 we looked at Isaac Newton s Law of Gavitation, which established that a gavitational field

More information

School of Electrical and Computer Engineering, Cornell University. ECE 303: Electromagnetic Fields and Waves. Fall 2007

School of Electrical and Computer Engineering, Cornell University. ECE 303: Electromagnetic Fields and Waves. Fall 2007 School of Electical and Compute Engineeing, Conell Univesity ECE 303: Electomagnetic Fields and Waves Fall 007 Homewok 8 Due on Oct. 19, 007 by 5:00 PM Reading Assignments: i) Review the lectue notes.

More information

LC transfer of energy between the driving source and the circuit will be a maximum.

LC transfer of energy between the driving source and the circuit will be a maximum. The Q of oscillatos efeences: L.. Fotney Pinciples of Electonics: Analog and Digital, Hacout Bace Jovanovich 987, Chapte (AC Cicuits) H. J. Pain The Physics of Vibations and Waves, 5 th edition, Wiley

More information

EXAM NMR (8N090) November , am

EXAM NMR (8N090) November , am EXA NR (8N9) Novembe 5 9, 9. 1. am Remaks: 1. The exam consists of 8 questions, each with 3 pats.. Each question yields the same amount of points. 3. You ae allowed to use the fomula sheet which has been

More information

Experiment I Voltage Variation and Control

Experiment I Voltage Variation and Control ELE303 Electicity Netwoks Expeiment I oltage aiation and ontol Objective To demonstate that the voltage diffeence between the sending end of a tansmission line and the load o eceiving end depends mainly

More information

CALCULATING TRANSFER FUNCTIONS FROM NORMAL MODES Revision F

CALCULATING TRANSFER FUNCTIONS FROM NORMAL MODES Revision F CALCULATING TRANSFER FUNCTIONS FROM NORMAL MODES Revision F By Tom Ivine Email: tom@vibationdata.com Januay, 04 Vaiables F f N H j (f ) i Excitation fequency Natual fequency fo mode Total degees-of-feedom

More information

To Feel a Force Chapter 7 Static equilibrium - torque and friction

To Feel a Force Chapter 7 Static equilibrium - torque and friction To eel a oce Chapte 7 Chapte 7: Static fiction, toque and static equilibium A. Review of foce vectos Between the eath and a small mass, gavitational foces of equal magnitude and opposite diection act on

More information

Non-Linear Dynamics Homework Solutions Week 2

Non-Linear Dynamics Homework Solutions Week 2 Non-Linea Dynamics Homewok Solutions Week Chis Small Mach, 7 Please email me at smach9@evegeen.edu with any questions o concens eguading these solutions. Fo the ececises fom section., we sketch all qualitatively

More information

Steady State and Transient Performance Analysis of Three Phase Induction Machine using MATLAB Simulations

Steady State and Transient Performance Analysis of Three Phase Induction Machine using MATLAB Simulations Intenational Jounal of Recent Tends in Engineeing, Vol, No., May 9 Steady State and Tansient Pefomance Analysis of Thee Phase Induction Machine using MATAB Simulations Pof. Himanshu K. Patel Assistant

More information

Part V: Closed-form solutions to Loop Closure Equations

Part V: Closed-form solutions to Loop Closure Equations Pat V: Closed-fom solutions to Loop Closue Equations This section will eview the closed-fom solutions techniques fo loop closue equations. The following thee cases will be consideed. ) Two unknown angles

More information

F-IF Logistic Growth Model, Abstract Version

F-IF Logistic Growth Model, Abstract Version F-IF Logistic Gowth Model, Abstact Vesion Alignments to Content Standads: F-IFB4 Task An impotant example of a model often used in biology o ecology to model population gowth is called the logistic gowth

More information

DYNAMICS OF UNIFORM CIRCULAR MOTION

DYNAMICS OF UNIFORM CIRCULAR MOTION Chapte 5 Dynamics of Unifom Cicula Motion Chapte 5 DYNAMICS OF UNIFOM CICULA MOTION PEVIEW An object which is moing in a cicula path with a constant speed is said to be in unifom cicula motion. Fo an object

More information

FUNDAMENTAL PROPERTIES OF LINEAR SHIP STEERING DYNAMIC MODELS

FUNDAMENTAL PROPERTIES OF LINEAR SHIP STEERING DYNAMIC MODELS Jounal of Maine Science and Technology, Vol. 7, No. 2, pp. 79-88 (1999) 79 FUNDAMENTAL PROPERTIES OF LINEAR SHIP STEERING DYNAMIC MODELS Ching-Yaw Tzeng* and Ju-Fen Chen** Keywods: Nomoto model, Contollability

More information

RESONANCE SERIES RESONANT CIRCUITS. 5/2007 Enzo Paterno 1

RESONANCE SERIES RESONANT CIRCUITS. 5/2007 Enzo Paterno 1 ESONANCE SEIES ESONANT CICUITS 5/007 Enzo Pateno ESONANT CICUITS A vey impotant cicuit, used in a wide vaiety o electical and electonic systems today (i.e. adio & television tunes), is called the esonant

More information

CBE Transport Phenomena I Final Exam. December 19, 2013

CBE Transport Phenomena I Final Exam. December 19, 2013 CBE 30355 Tanspot Phenomena I Final Exam Decembe 9, 203 Closed Books and Notes Poblem. (20 points) Scaling analysis of bounday laye flows. A popula method fo measuing instantaneous wall shea stesses in

More information

When two numbers are written as the product of their prime factors, they are in factored form.

When two numbers are written as the product of their prime factors, they are in factored form. 10 1 Study Guide Pages 420 425 Factos Because 3 4 12, we say that 3 and 4 ae factos of 12. In othe wods, factos ae the numbes you multiply to get a poduct. Since 2 6 12, 2 and 6 ae also factos of 12. The

More information

Explosive Contagion in Networks (Supplementary Information)

Explosive Contagion in Networks (Supplementary Information) Eplosive Contagion in Netwoks (Supplementay Infomation) Jesús Gómez-Gadeñes,, Laua Loteo, Segei N. Taaskin, and Fancisco J. Péez-Reche Institute fo Biocomputation and Physics of Comple Systems (BIFI),

More information

Chem 453/544 Fall /08/03. Exam #1 Solutions

Chem 453/544 Fall /08/03. Exam #1 Solutions Chem 453/544 Fall 3 /8/3 Exam # Solutions. ( points) Use the genealized compessibility diagam povided on the last page to estimate ove what ange of pessues A at oom tempeatue confoms to the ideal gas law

More information

Do Managers Do Good With Other People s Money? Online Appendix

Do Managers Do Good With Other People s Money? Online Appendix Do Manages Do Good With Othe People s Money? Online Appendix Ing-Haw Cheng Haison Hong Kelly Shue Abstact This is the Online Appendix fo Cheng, Hong and Shue 2013) containing details of the model. Datmouth

More information

Lab 10: Newton s Second Law in Rotation

Lab 10: Newton s Second Law in Rotation Lab 10: Newton s Second Law in Rotation We can descibe the motion of objects that otate (i.e. spin on an axis, like a popelle o a doo) using the same definitions, adapted fo otational motion, that we have

More information

MATH 415, WEEK 3: Parameter-Dependence and Bifurcations

MATH 415, WEEK 3: Parameter-Dependence and Bifurcations MATH 415, WEEK 3: Paamete-Dependence and Bifucations 1 A Note on Paamete Dependence We should pause to make a bief note about the ole played in the study of dynamical systems by the system s paametes.

More information

Analysis of high speed machining center spindle dynamic unit structure performance Yuan guowei

Analysis of high speed machining center spindle dynamic unit structure performance Yuan guowei Intenational Confeence on Intelligent Systems Reseach and Mechatonics Engineeing (ISRME 0) Analysis of high speed machining cente spindle dynamic unit stuctue pefomance Yuan guowei Liaoning jidian polytechnic,dan

More information

Basic Bridge Circuits

Basic Bridge Circuits AN7 Datafoth Copoation Page of 6 DID YOU KNOW? Samuel Hunte Chistie (784-865) was bon in London the son of James Chistie, who founded Chistie's Fine At Auctionees. Samuel studied mathematics at Tinity

More information

Particle Systems. University of Texas at Austin CS384G - Computer Graphics Fall 2010 Don Fussell

Particle Systems. University of Texas at Austin CS384G - Computer Graphics Fall 2010 Don Fussell Paticle Systems Univesity of Texas at Austin CS384G - Compute Gaphics Fall 2010 Don Fussell Reading Requied: Witkin, Paticle System Dynamics, SIGGRAPH 97 couse notes on Physically Based Modeling. Witkin

More information

A NEW VARIABLE STIFFNESS SPRING USING A PRESTRESSED MECHANISM

A NEW VARIABLE STIFFNESS SPRING USING A PRESTRESSED MECHANISM Poceedings of the ASME 2010 Intenational Design Engineeing Technical Confeences & Computes and Infomation in Engineeing Confeence IDETC/CIE 2010 August 15-18, 2010, Monteal, Quebec, Canada DETC2010-28496

More information

16.1 Permanent magnets

16.1 Permanent magnets Unit 16 Magnetism 161 Pemanent magnets 16 The magnetic foce on moving chage 163 The motion of chaged paticles in a magnetic field 164 The magnetic foce exeted on a cuent-caying wie 165 Cuent loops and

More information

Chapter 3 Optical Systems with Annular Pupils

Chapter 3 Optical Systems with Annular Pupils Chapte 3 Optical Systems with Annula Pupils 3 INTRODUCTION In this chapte, we discuss the imaging popeties of a system with an annula pupil in a manne simila to those fo a system with a cicula pupil The

More information

Transverse Wakefield in a Dielectric Tube with Frequency Dependent Dielectric Constant

Transverse Wakefield in a Dielectric Tube with Frequency Dependent Dielectric Constant ARDB-378 Bob Siemann & Alex Chao /4/5 Page of 8 Tansvese Wakefield in a Dielectic Tube with Fequency Dependent Dielectic Constant This note is a continuation of ARDB-368 that is now extended to the tansvese

More information

15 B1 1. Figure 1. At what speed would the car have to travel for resonant oscillations to occur? Comment on your answer.

15 B1 1. Figure 1. At what speed would the car have to travel for resonant oscillations to occur? Comment on your answer. Kiangsu-Chekiang College (Shatin) F:EasteHolidaysAssignmentAns.doc Easte Holidays Assignment Answe Fom 6B Subject: Physics. (a) State the conditions fo a body to undego simple hamonic motion. ( mak) (a)

More information

CHAPTER 3. Section 1. Modeling Population Growth

CHAPTER 3. Section 1. Modeling Population Growth CHAPTER 3 Section 1. Modeling Population Gowth 1.1. The equation of the Malthusian model is Pt) = Ce t. Apply the initial condition P) = 1. Then 1 = Ce,oC = 1. Next apply the condition P1) = 3. Then 3

More information

4. Some Applications of first order linear differential

4. Some Applications of first order linear differential August 30, 2011 4-1 4. Some Applications of fist ode linea diffeential Equations The modeling poblem Thee ae seveal steps equied fo modeling scientific phenomena 1. Data collection (expeimentation) Given

More information

EEO 401 Digital Signal Processing Prof. Mark Fowler

EEO 401 Digital Signal Processing Prof. Mark Fowler EEO 41 Digital Signal Pocessing Pof. Mak Fowle Note Set #31 Linea Phase FIR Design Optimum Equiipple (Paks-McClellan) Reading: Sect. 1.2.4 1.2.6 of Poakis & Manolakis 1/2 Motivation The window method and

More information

WIENER MODELS OF DIRECTION-DEPENDENT DYNAMIC SYSTEMS. Singleton Park, Swansea, SA2 8PP, UK. University of Warwick, Coventry, CV4 7AL, UK

WIENER MODELS OF DIRECTION-DEPENDENT DYNAMIC SYSTEMS. Singleton Park, Swansea, SA2 8PP, UK. University of Warwick, Coventry, CV4 7AL, UK Copyight IFAC 5th Tiennial Wold Congess, Bacelona, Spain WIEER MOELS OF IRECTIO-EPEET YAMIC SYSTEMS H. A. Bake, A. H. Tan and K. R. Godfey epatment of Electical and Electonic Engineeing, Univesity of Wales,

More information

PES 3950/PHYS 6950: Homework Assignment 6

PES 3950/PHYS 6950: Homework Assignment 6 PES 3950/PHYS 6950: Homewok Assignment 6 Handed out: Monday Apil 7 Due in: Wednesday May 6, at the stat of class at 3:05 pm shap Show all woking and easoning to eceive full points. Question 1 [5 points]

More information

Chapter 5 Force and Motion

Chapter 5 Force and Motion Chapte 5 Foce and Motion In Chaptes 2 and 4 we have studied kinematics, i.e., we descibed the motion of objects using paametes such as the position vecto, velocity, and acceleation without any insights

More information

MU+CU+KU=F MU+CU+KU=0

MU+CU+KU=F MU+CU+KU=0 MEEN 67 Handout # MODAL ANALYSIS OF MDOF Systems with VISCOUS DAMPING ^ Symmetic he motion of a n-dof linea system is descibed by the set of 2 nd ode diffeential equations MU+CU+KU=F t whee U (t) and F

More information

Physics 107 TUTORIAL ASSIGNMENT #8

Physics 107 TUTORIAL ASSIGNMENT #8 Physics 07 TUTORIAL ASSIGNMENT #8 Cutnell & Johnson, 7 th edition Chapte 8: Poblems 5,, 3, 39, 76 Chapte 9: Poblems 9, 0, 4, 5, 6 Chapte 8 5 Inteactive Solution 8.5 povides a model fo solving this type

More information

How to Obtain Desirable Transfer Functions in MIMO Systems Under Internal Stability Using Open and Closed Loop Control

How to Obtain Desirable Transfer Functions in MIMO Systems Under Internal Stability Using Open and Closed Loop Control How to Obtain Desiable ansfe Functions in MIMO Sstems Unde Intenal Stabilit Using Open and losed Loop ontol echnical Repot of the ISIS Goup at the Univesit of Note Dame ISIS-03-006 June, 03 Panos J. Antsaklis

More information

Revision of Lecture Eight

Revision of Lecture Eight Revision of Lectue Eight Baseband equivalent system and equiements of optimal tansmit and eceive filteing: (1) achieve zeo ISI, and () maximise the eceive SNR Thee detection schemes: Theshold detection

More information

Tidal forces. m r. m 1 m 2. x r 2. r 1

Tidal forces. m r. m 1 m 2. x r 2. r 1 Tidal foces Befoe we look at fee waves on the eath, let s fist exaine one class of otion that is diectly foced: astonoic tides. Hee we will biefly conside soe of the tidal geneating foces fo -body systes.

More information

FE FORMULATIONS FOR PLASTICITY

FE FORMULATIONS FOR PLASTICITY G These slides ae designed based on the book: Finite Elements in Plasticity Theoy and Pactice, D.R.J. Owen and E. Hinton, 970, Pineidge Pess Ltd., Swansea, UK. Couse Content: A INTRODUCTION AND OVERVIEW

More information

Math Section 4.2 Radians, Arc Length, and Area of a Sector

Math Section 4.2 Radians, Arc Length, and Area of a Sector Math 1330 - Section 4. Radians, Ac Length, and Aea of a Secto The wod tigonomety comes fom two Geek oots, tigonon, meaning having thee sides, and mete, meaning measue. We have aleady defined the six basic

More information

3.1 Random variables

3.1 Random variables 3 Chapte III Random Vaiables 3 Random vaiables A sample space S may be difficult to descibe if the elements of S ae not numbes discuss how we can use a ule by which an element s of S may be associated

More information

1 Similarity Analysis

1 Similarity Analysis ME43A/538A/538B Axisymmetic Tubulent Jet 9 Novembe 28 Similaity Analysis. Intoduction Conside the sketch of an axisymmetic, tubulent jet in Figue. Assume that measuements of the downsteam aveage axial

More information

Appendix 2. Equilibria, trophic indices, and stability of tri-trophic model with dynamic stoichiometry of plants.

Appendix 2. Equilibria, trophic indices, and stability of tri-trophic model with dynamic stoichiometry of plants. OIKO O15875 all. R. huin J. B. Diehl. and NisbetR. M. 2007. Food quality nutient limitation of seconday poduction and the stength of tophic cascades. Oikos 000: 000 000. Appendix 2. Equilibia tophic indices

More information

11) A thin, uniform rod of mass M is supported by two vertical strings, as shown below.

11) A thin, uniform rod of mass M is supported by two vertical strings, as shown below. Fall 2007 Qualifie Pat II 12 minute questions 11) A thin, unifom od of mass M is suppoted by two vetical stings, as shown below. Find the tension in the emaining sting immediately afte one of the stings

More information

Inverse Square Law and Polarization

Inverse Square Law and Polarization Invese Squae Law and Polaization Objectives: To show that light intensity is invesely popotional to the squae of the distance fom a point light souce and to show that the intensity of the light tansmitted

More information

4/18/2005. Statistical Learning Theory

4/18/2005. Statistical Learning Theory Statistical Leaning Theoy Statistical Leaning Theoy A model of supevised leaning consists of: a Envionment - Supplying a vecto x with a fixed but unknown pdf F x (x b Teache. It povides a desied esponse

More information

Ch 30 - Sources of Magnetic Field! The Biot-Savart Law! = k m. r 2. Example 1! Example 2!

Ch 30 - Sources of Magnetic Field! The Biot-Savart Law! = k m. r 2. Example 1! Example 2! Ch 30 - Souces of Magnetic Field 1.) Example 1 Detemine the magnitude and diection of the magnetic field at the point O in the diagam. (Cuent flows fom top to bottom, adius of cuvatue.) Fo staight segments,

More information

EKT 345 MICROWAVE ENGINEERING CHAPTER 2: PLANAR TRANSMISSION LINES

EKT 345 MICROWAVE ENGINEERING CHAPTER 2: PLANAR TRANSMISSION LINES EKT 345 MICROWAVE ENGINEERING CHAPTER : PLANAR TRANSMISSION LINES 1 Tansmission Lines A device used to tansfe enegy fom one point to anothe point efficiently Efficiently minimum loss, eflection and close

More information

Electrostatics (Electric Charges and Field) #2 2010

Electrostatics (Electric Charges and Field) #2 2010 Electic Field: The concept of electic field explains the action at a distance foce between two chaged paticles. Evey chage poduces a field aound it so that any othe chaged paticle expeiences a foce when

More information

SAMPLE QUIZ 3 - PHYSICS For a right triangle: sin θ = a c, cos θ = b c, tan θ = a b,

SAMPLE QUIZ 3 - PHYSICS For a right triangle: sin θ = a c, cos θ = b c, tan θ = a b, SAMPLE QUIZ 3 - PHYSICS 1301.1 his is a closed book, closed notes quiz. Calculatos ae pemitted. he ONLY fomulas that may be used ae those given below. Define all symbols and justify all mathematical expessions

More information

Pulse Neutron Neutron (PNN) tool logging for porosity

Pulse Neutron Neutron (PNN) tool logging for porosity Pulse Neuton Neuton (PNN) tool logging fo poosity Some theoetical aspects Hotwell Handelsges.m.b.H Oedenbuge Stasse 6 7013 Klingenbach, AUSTRIA Tel.: +43 (0) 687-48058 Fax: +43 (0) 687 48059 office@hotwell.at

More information

Chapter 5 Force and Motion

Chapter 5 Force and Motion Chapte 5 Foce and Motion In chaptes 2 and 4 we have studied kinematics i.e. descibed the motion of objects using paametes such as the position vecto, velocity and acceleation without any insights as to

More information

THE INFLUENCE OF THE MAGNETIC NON-LINEARITY ON THE MAGNETOSTATIC SHIELDS DESIGN

THE INFLUENCE OF THE MAGNETIC NON-LINEARITY ON THE MAGNETOSTATIC SHIELDS DESIGN THE INFLUENCE OF THE MAGNETIC NON-LINEARITY ON THE MAGNETOSTATIC SHIELDS DESIGN LIVIU NEAMŢ 1, ALINA NEAMŢ, MIRCEA HORGOŞ 1 Key wods: Magnetostatic shields, Magnetic non-lineaity, Finite element method.

More information

Aalborg Universitet. Load Estimation from Natural input Modal Analysis Aenlle, Manuel López; Brincker, Rune; Canteli, Alfonso Fernández

Aalborg Universitet. Load Estimation from Natural input Modal Analysis Aenlle, Manuel López; Brincker, Rune; Canteli, Alfonso Fernández Aalbog Univesitet Load Estimation fom atual input Modal Analysis Aenlle, Manuel López; Bincke, Rune; Canteli, Alfonso Fenández Published in: Confeence Poceedings Publication date: 005 Document Vesion Publishe's

More information

you of a spring. The potential energy for a spring is given by the parabola U( x)

you of a spring. The potential energy for a spring is given by the parabola U( x) Small oscillations The theoy of small oscillations is an extemely impotant topic in mechanics. Conside a system that has a potential enegy diagam as below: U B C A x Thee ae thee points of stable equilibium,

More information

C/CS/Phys C191 Shor s order (period) finding algorithm and factoring 11/12/14 Fall 2014 Lecture 22

C/CS/Phys C191 Shor s order (period) finding algorithm and factoring 11/12/14 Fall 2014 Lecture 22 C/CS/Phys C9 Sho s ode (peiod) finding algoithm and factoing /2/4 Fall 204 Lectue 22 With a fast algoithm fo the uantum Fouie Tansfom in hand, it is clea that many useful applications should be possible.

More information

Phys101 Lectures 30, 31. Wave Motion

Phys101 Lectures 30, 31. Wave Motion Phys0 Lectues 30, 3 Wave Motion Key points: Types of Waves: Tansvese and Longitudinal Mathematical Repesentation of a Taveling Wave The Pinciple of Supeposition Standing Waves; Resonance Ref: -7,8,9,0,,6,,3,6.

More information

r cos, and y r sin with the origin of coordinate system located at

r cos, and y r sin with the origin of coordinate system located at Lectue 3-3 Kinematics of Rotation Duing ou peious lectues we hae consideed diffeent examples of motion in one and seeal dimensions. But in each case the moing object was consideed as a paticle-like object,

More information

9.1 The multiplicative group of a finite field. Theorem 9.1. The multiplicative group F of a finite field is cyclic.

9.1 The multiplicative group of a finite field. Theorem 9.1. The multiplicative group F of a finite field is cyclic. Chapte 9 Pimitive Roots 9.1 The multiplicative goup of a finite fld Theoem 9.1. The multiplicative goup F of a finite fld is cyclic. Remak: In paticula, if p is a pime then (Z/p) is cyclic. In fact, this

More information

OSCILLATIONS AND GRAVITATION

OSCILLATIONS AND GRAVITATION 1. SIMPLE HARMONIC MOTION Simple hamonic motion is any motion that is equivalent to a single component of unifom cicula motion. In this situation the velocity is always geatest in the middle of the motion,

More information

Graphs of Sine and Cosine Functions

Graphs of Sine and Cosine Functions Gaphs of Sine and Cosine Functions In pevious sections, we defined the tigonometic o cicula functions in tems of the movement of a point aound the cicumfeence of a unit cicle, o the angle fomed by the

More information

Computational Methods of Solid Mechanics. Project report

Computational Methods of Solid Mechanics. Project report Computational Methods of Solid Mechanics Poject epot Due on Dec. 6, 25 Pof. Allan F. Bowe Weilin Deng Simulation of adhesive contact with molecula potential Poject desciption In the poject, we will investigate

More information

c( 1) c(0) c(1) Note z 1 represents a unit interval delay Figure 85 3 Transmit equalizer functional model

c( 1) c(0) c(1) Note z 1 represents a unit interval delay Figure 85 3 Transmit equalizer functional model Relace 85.8.3.2 with the following: 85.8.3.2 Tansmitted outut wavefom The 40GBASE-CR4 and 100GBASE-CR10 tansmit function includes ogammable equalization to comensate fo the fequency-deendent loss of the

More information

Solution to HW 3, Ma 1a Fall 2016

Solution to HW 3, Ma 1a Fall 2016 Solution to HW 3, Ma a Fall 206 Section 2. Execise 2: Let C be a subset of the eal numbes consisting of those eal numbes x having the popety that evey digit in the decimal expansion of x is, 3, 5, o 7.

More information

3.6 Applied Optimization

3.6 Applied Optimization .6 Applied Optimization Section.6 Notes Page In this section we will be looking at wod poblems whee it asks us to maimize o minimize something. Fo all the poblems in this section you will be taking the

More information

Sensor and Simulation Notes. Note 525. Oct Lens Design for a Prolate-Spheroidal Impulse radiating Antenna (IRA)

Sensor and Simulation Notes. Note 525. Oct Lens Design for a Prolate-Spheroidal Impulse radiating Antenna (IRA) Senso and Simulation Notes Note 55 Oct 7 Lens Design fo a Polate-Spheoidal Impulse adiating Antenna (IRA) Sehat Altunc, Cal E. Baum, Chistos G. Chistodoulou and Edl Schamiloglu Univesity of New Mexico

More information

n 1 Cov(X,Y)= ( X i- X )( Y i-y ). N-1 i=1 * If variable X and variable Y tend to increase together, then c(x,y) > 0

n 1 Cov(X,Y)= ( X i- X )( Y i-y ). N-1 i=1 * If variable X and variable Y tend to increase together, then c(x,y) > 0 Covaiance and Peason Coelation Vatanian, SW 540 Both covaiance and coelation indicate the elationship between two (o moe) vaiables. Neithe the covaiance o coelation give the slope between the X and Y vaiable,

More information

Suggested Solutions to Homework #4 Econ 511b (Part I), Spring 2004

Suggested Solutions to Homework #4 Econ 511b (Part I), Spring 2004 Suggested Solutions to Homewok #4 Econ 5b (Pat I), Sping 2004. Conside a neoclassical gowth model with valued leisue. The (epesentative) consume values steams of consumption and leisue accoding to P t=0

More information

7.2. Coulomb s Law. The Electric Force

7.2. Coulomb s Law. The Electric Force Coulomb s aw Recall that chaged objects attact some objects and epel othes at a distance, without making any contact with those objects Electic foce,, o the foce acting between two chaged objects, is somewhat

More information

Balanced Flow. Natural Coordinates

Balanced Flow. Natural Coordinates Balanced Flow The pessue and velocity distibutions in atmospheic systems ae elated by elatively simple, appoximate foce balances. We can gain a qualitative undestanding by consideing steady-state conditions,

More information

Gaia s Place in Space

Gaia s Place in Space Gaia s Place in Space The impotance of obital positions fo satellites Obits and Lagange Points Satellites can be launched into a numbe of diffeent obits depending on thei objectives and what they ae obseving.

More information

Identification of the Hardening Curve Using a Finite Element Simulation of the Bulge Test

Identification of the Hardening Curve Using a Finite Element Simulation of the Bulge Test Manuscipt No.72 Abdessalem Chamekh, Hédi Bel Hadj Salah, Mohamed Amen Gahbiche, Abdelmejid Ben Amaa & Abdelwaheb Dogui Identification of the Hadening Cuve Using a Finite Element Simulation of the Bulge

More information

2 x 8 2 x 2 SKILLS Determine whether the given value is a solution of the. equation. (a) x 2 (b) x 4. (a) x 2 (b) x 4 (a) x 4 (b) x 8

2 x 8 2 x 2 SKILLS Determine whether the given value is a solution of the. equation. (a) x 2 (b) x 4. (a) x 2 (b) x 4 (a) x 4 (b) x 8 5 CHAPTER Fundamentals When solving equations that involve absolute values, we usually take cases. EXAMPLE An Absolute Value Equation Solve the equation 0 x 5 0 3. SOLUTION By the definition of absolute

More information

LINEAR AND NONLINEAR ANALYSES OF A WIND-TUNNEL BALANCE

LINEAR AND NONLINEAR ANALYSES OF A WIND-TUNNEL BALANCE LINEAR AND NONLINEAR ANALYSES O A WIND-TUNNEL INTRODUCTION BALANCE R. Kakehabadi and R. D. Rhew NASA LaRC, Hampton, VA The NASA Langley Reseach Cente (LaRC) has been designing stain-gauge balances fo utilization

More information

F g. = G mm. m 1. = 7.0 kg m 2. = 5.5 kg r = 0.60 m G = N m 2 kg 2 = = N

F g. = G mm. m 1. = 7.0 kg m 2. = 5.5 kg r = 0.60 m G = N m 2 kg 2 = = N Chapte answes Heinemann Physics 4e Section. Woked example: Ty youself.. GRAVITATIONAL ATTRACTION BETWEEN SMALL OBJECTS Two bowling balls ae sitting next to each othe on a shelf so that the centes of the

More information

PHYS Summer Professor Caillault Homework Solutions. Chapter 5

PHYS Summer Professor Caillault Homework Solutions. Chapter 5 PHYS 1111 - Summe 2007 - Pofesso Caillault Homewok Solutions Chapte 5 7. Pictue the Poblem: The ball is acceleated hoizontally fom est to 98 mi/h ove a distance of 1.7 m. Stategy: Use equation 2-12 to

More information

Scattering in Three Dimensions

Scattering in Three Dimensions Scatteing in Thee Dimensions Scatteing expeiments ae an impotant souce of infomation about quantum systems, anging in enegy fom vey low enegy chemical eactions to the highest possible enegies at the LHC.

More information

Modeling Fermi Level Effects in Atomistic Simulations

Modeling Fermi Level Effects in Atomistic Simulations Mat. Res. Soc. Symp. Poc. Vol. 717 Mateials Reseach Society Modeling Femi Level Effects in Atomistic Simulations Zudian Qin and Scott T. Dunham Depatment of Electical Engineeing, Univesity of Washington,

More information

Uncertainty in Operational Modal Analysis of Hydraulic Turbine Components

Uncertainty in Operational Modal Analysis of Hydraulic Turbine Components Intenational Jounal of Fluid Machiney and Systems Vol. 2, No. 4, Octobe-Decembe 2009 Oiginal Pape (Invited) Uncetainty in Opeational Modal Analysis of Hydaulic Tubine Components Matin Gagnon 1, S.-Antoine

More information

Trigonometry Standard Position and Radians

Trigonometry Standard Position and Radians MHF 4UI Unit 6 Day 1 Tigonomety Standad Position and Radians A. Standad Position of an Angle teminal am initial am Angle is in standad position when the initial am is the positive x-axis and the vetex

More information

A DETAILED STUDY OF THE HIGH ORDER SERIAL RESONANT INVERTER FOR INDUCTION HEATING

A DETAILED STUDY OF THE HIGH ORDER SERIAL RESONANT INVERTER FOR INDUCTION HEATING ELECTRONICS 005 1 3 Septembe, Sozopol, BULGARIA A DETAILED STUDY OF THE HIGH ORDER SERIAL RESONANT INVERTER FOR INDUCTION HEATING Evgeniy Ivanov Popov, Liliya Ivanova Pindeva, Elisaveta Histova Mileva,

More information

Diffusion and Transport. 10. Friction and the Langevin Equation. Langevin Equation. f d. f ext. f () t f () t. Then Newton s second law is ma f f f t.

Diffusion and Transport. 10. Friction and the Langevin Equation. Langevin Equation. f d. f ext. f () t f () t. Then Newton s second law is ma f f f t. Diffusion and Tanspot 10. Fiction and the Langevin Equation Now let s elate the phenomena of ownian motion and diffusion to the concept of fiction, i.e., the esistance to movement that the paticle in the

More information

Fast DCT-based image convolution algorithms and application to image resampling and hologram reconstruction

Fast DCT-based image convolution algorithms and application to image resampling and hologram reconstruction Fast DCT-based image convolution algoithms and application to image esampling and hologam econstuction Leonid Bilevich* a and Leonid Yaoslavsy** a a Depatment of Physical Electonics, Faculty of Engineeing,

More information

e.g: If A = i 2 j + k then find A. A = Ax 2 + Ay 2 + Az 2 = ( 2) = 6

e.g: If A = i 2 j + k then find A. A = Ax 2 + Ay 2 + Az 2 = ( 2) = 6 MOTION IN A PLANE 1. Scala Quantities Physical quantities that have only magnitude and no diection ae called scala quantities o scalas. e.g. Mass, time, speed etc. 2. Vecto Quantities Physical quantities

More information

MEASURING CHINESE RISK AVERSION

MEASURING CHINESE RISK AVERSION MEASURING CHINESE RISK AVERSION --Based on Insuance Data Li Diao (Cental Univesity of Finance and Economics) Hua Chen (Cental Univesity of Finance and Economics) Jingzhen Liu (Cental Univesity of Finance

More information

An Exact Solution of Navier Stokes Equation

An Exact Solution of Navier Stokes Equation An Exact Solution of Navie Stokes Equation A. Salih Depatment of Aeospace Engineeing Indian Institute of Space Science and Technology, Thiuvananthapuam, Keala, India. July 20 The pincipal difficulty in

More information

Circuit Synthesizable Guaranteed Passive Modeling for Multiport Structures

Circuit Synthesizable Guaranteed Passive Modeling for Multiport Structures Cicuit Synthesizable Guaanteed Passive Modeling fo Multipot Stuctues Zohaib Mahmood, Luca Daniel Massachusetts Institute of Technology BMAS Septembe-23, 2010 Outline Motivation fo Compact Dynamical Passive

More information

Research Design - - Topic 17 Multiple Regression & Multiple Correlation: Two Predictors 2009 R.C. Gardner, Ph.D.

Research Design - - Topic 17 Multiple Regression & Multiple Correlation: Two Predictors 2009 R.C. Gardner, Ph.D. Reseach Design - - Topic 7 Multiple Regession & Multiple Coelation: Two Pedictos 009 R.C. Gadne, Ph.D. Geneal Rationale and Basic Aithmetic fo two pedictos Patial and semipatial coelation Regession coefficients

More information