END CONDITIONS OF PIANO STRINGS Palaiseau Cedex,

Size: px
Start display at page:

Download "END CONDITIONS OF PIANO STRINGS Palaiseau Cedex,"

Transcription

1 END CONDITIONS OF PIANO STRINGS Kerem Ege, Atoie Chaige aboratory for Solid Mehais, Eole Polytehique, UMR7649, 98 Palaiseau Cedex, Uité de Méaique, Eole Natioale Supérieure de Tehiques Avaées, Chemi de la Huière, 976 PAAISEAU Cedex, Abstrat The ed oditios of piao strigs a be approximated by the iput admittae at the bridge. Proper measuremets of this value are therefore required. A method of validatio of admittae measuremets o simple strutures is proposed i this paper. High resolutio sigal aalysis performed o strig s vibratios yields a estimate for the iput admittae. This method is implemeted o a simplified devie omposed of a piao strig oupled to a thi steel beam. INTRODUCTION The researh of a trade-off betwee loudess ad sustai (duratio) is a major issue for piao desigers ad maufaturers. The way the eergy of vibratio is trasferred from the piao strig to the soudboard depeds o the ed oditios of the strigs at the bridge: these oditios a be approximated by the iput admittae at the oetig poit betwee the strig ad the resoator. Therefore, proper measuremets of this value are eeded. Give this, we propose here a method of validatio of admittae measuremets o simple strutures. Parameters suh as frequeies ad dampig fators of the strig partials deped diretly o the ed oditios. The aalysis of the vibratory sigal of the strig, based o high resolutio estimatio methods (ESPRIT algorithm), allows us to evaluate effiietly those parameters ad leads to the alulatio of the iput admittae. This method is implemeted o a simplified devie omposed of a piao strig oupled to a thi steel beam. The omparative study of two experimetal ases (isolated strig vs. oupledstrig) leads us to the iput admittae. This value, derived from vibratory measuremets of the strig is ompared to diret admittae measuremets performed o the beam, ad to theoretial preditios, i order to validate the method. Summary of piao aoustis STRING-SOUNDBOARD COUPING IN PIANOS The vibratios of the piao strig are oupled to the soudboard (whih radiates the soud) via the bridge (Figure ). This ouplig determies the toe duratio ad the soud power. The boudary oditios of the strig must esure a ompromise betwee soud power effiiey (high trasverse veloity for a give strig fore) ad toe duratio (low soudboard veloity).

2 Review of the liear model Figure : Priipal seth of the piao, with the mai ompoets. [Asefelt, 990] et us osider the bridge veloity v(, t) (, t) (where ( x, t ) is the vertial trasverse displaemet of the strig), ad the fore trasmitted to the bridge f (, t) T (, t) (where T is the tesio of the strig). Figure shows these x vetors at the ed of the strig. t T f v Figure : Fore ad veloity at the bridge A proper model of this ouplig leads us to osider the mea mehaial power trasmitted from the strig to the soudboard for a steady state exitatio of the soudboard at agular frequey : P m ( ) Re F (, ) V (, ) The iput admittae (at the bridge side) is the ratio betwee the applied fore ad the veloity of the soudboard at poit x (see figure ) : V (, ) Y ( ) G ( ) jb ( ). () F (, ) We have therefore : P ( ) Re F (, ) F (, ) Y ( ) G ( ) Z V (, ) m () T F (, ) where Z T is the harateristi impedae of the strig (at V (, ) T the strig side), with the elerity of the trasverse waves i the strig ad the liear desity of the strig. Proper measuremets of Y are therefore eeded. Previous measuremets of soudboard impedae Z have bee doe (Figure 3) but eed to be reosidered espeially i the upper frequey rage. x

3 a. b. Figure 3: Previous measuremets of soudboard impedae a. [Wogram,984] b. [Giordao,998] I partiular, the fat that the modulus of the impedae dereases with frequey(above Hz for Wogram s resultsad above 7Hz for Giordao s oes) seems to otradits the theory whih predits a ostat asymptotial value (see for example [Bush-Vishia, 98] ): Z ( ) 8 hd (3) where p p 3 is the desity of material, h the thiess, D Eh [ ( )] the rigidity of a isotropi plate, E the Youg s modulus ad the Poisso s ratio.notie that for a orthotropi plate, a similar result applies where E eeds to be replaed by E E. From a physial poit of view, the fat that the impedae dereases would mea that the mobility of the soudboard ireases i the upper frequey rage, whih is rather questioable. The soudboard impedae is defied as the iverse of the soudboard admittae. For a sigle polarisatio of the strig we have: F (, ) G ( ) jb ( ) Z ( ) V (, ) Y ( ) G ( ) B ( ) Strig model The soudboard is a movig ed for the strig whih modifies its eigefrequeies f ad dampig fators i s (iverse of deay times). A usual trasmissio lie model yields the admittae of the strig at the ed: Y ( ) jy ta (4) where Y Z is the harateristi admittae of the strig ad the wave umber. With a first-order approximatio ta we get the perturbatio of the omplex eigefrequeies: jz Y ( ) j Z G ( ) jb ( ) j f (5) where is the agular frequey for the first trasverse mode of the strig.

4 This fially yields the perturbatio of the eigefrequeies (real part) ad to the dampig fators (imagiary part): T G ( ) ad B ( ) (6) f T The method ad its validatio Sie these modifiatios of strig s eigefrequeies ad deay times are diretly related to the soudboard admittae, we propose to measure these quatities i order to derive the soudboard admittae. I additio, diret measuremet of the admittae at the bridge will allow to he whether the admittae derived from strig s measuremets is really the oe that is see by the strig. The validatio of the method is divided i four steps: (a) Measuremets of eigefrequeies ad deay times o a isolated strig. (b) Same measuremets with the strig loaded at oe ed by a ow admittae. () Derive the edadmittae from these measuremets. (d) Compare the results with alulated or diretly measured load admittae. The prototype EXPERIMENTA SET-UP The experimetal devie is omposed of a piao strig strethed out betwee two eds srewed to a massive support (a alumium plate). Two ases are osidered: the first, Figure 4a, is a isolated strig (with two fixed eds assumig to have a ifiite admittae) ; the seod, Figure 4b, is a strig oupled to a thi steel beam (with a ow load admittae). b. z y o F ix ed ed A x a. F ixed ed B l = 6:6 m F ix ed ed A E d B : y T hi st eel b eam o z x E m = 8: m E m = 8: m Figure 4: The prototype a. Isolated strig b. Strig loaded at oe ed by a ow admittae (thi beam) Experimetal diffiulties The mai diffiulties result from the fat that we have to ompare two experimetal ases. Fist of all we must eep exatly the same legth ad the same tesio of the strig i both experimetal ases: with ad without the beam. This is

5 ritial as log as a small error of oe of these two parameters diretly affets the eigefrequeies of the strig. Aother diffiulty is that whe attahed to the strig, the beam is prestressed, whih modifies its properties ompared to the isolated beam. A additioal soure of experimetal diffiulty lies i the fat that we must avoid exitig the horizotal polarizatio of the strig, otherwise we get double peas. Fially, beause the frequey shifts due to the load are very small, we have the eessity of usig powerful estimatio methods (see the ext Setio). RESUTS Ifluee of the strig o the load ad ifluee of the load o the strig The system uder study is a strig oupled to the beam at oe ed. The aim of the first series of measuremets osists i ivestigatig the ifluee of oe ompoet of the system oto the other oe. For both the strig ad beam, we ompare measuremets doe for the uoupled ompoets (i blue o the figures below) to measuremets performed o the oupled system (i red). a. b. Figure 5: Ifluee of the ouplig a. Beam Admittae (beam aloe i blue,beam oupled to the strig i red) b. Strig s spetrum (below 3.5 Hz) (isolated strig i blue, strig loaded i red) Figure 5a shows the beam admittae at the bridge poit for the two ases. These diret measuremets were oduted with a impedae head srewed to a mehaial shaer. The ompariso of the admittaes i both ases shows that the ormal flexio modes frequeies have bee slightly ireased after the ouplig. This a be explaied by the fat that the prestressig of the beam due to the tesio of the strig adds stiffess to the system. The ifluee of the load o the strig is showed i Figure 5b. These spetra are obtaied by mea of the Fast Fourier Trasform (FFT) applied to the reorded trasverse veloity of the strig (isolated ad oupled) at a give poit with the help of a laser vibrometer. Two features a be poited out: the strig s eigefrequeies are slightly shifted up after the loadig ad ew spetral ompoets appear. The first three ompoets (at 05 Hz, 390 Hz ad 97 Hz respetively) are the first flexural modes of the beam; the ompoet at 530 Hz is a torsioal mode of the beam.

6 A alterative to Fourier aalysis: the ESPRIT algorithm As it has bee uderlied earlier (Figure 5b) the frequey shifts due to the load are very small. Therefore, the usual FFT aalysis does ot appear to be the most appropriate tool for estimatig the strig s eigefrequeies ad dampig fators. Here, aother estimatio method has bee used: the ESPRIT algorithm. It is a high-resolutio estimatio method whih presets iterestig alteratives to lassial Fourier trasform. This method is based o the assumptio that the aalyzed sigal x[ ] sampled at frequey F is omposed of damped siusoids (equatio 7). This fially e yields estimates for the followig parameters: frequeies ( f ( F e ), amplitudes A ad phases. F e ), dampig fators i i i x[ ] A e os( ) i i (7) For more details of this method, we ivite the reader to refer to [Roy et al., 986] ad [Roy et al.,989]. Aother method has also bee applied: the Hilbert method. This lassial method is based o a demodulatio tehique. Assumig that eah ompoets of the sigal a be isolated from the others by badpass filterig (equatio 8), a omplex sigal is assoiated to the dampig siusoids by meas of Hilbert trasform (equatio 9). x [ ] A e os( ) (8) ad the assoiated omplex sigal is give by: y i ( [ ] ( x [ ]) A e e ) (9) Amplitude ad phase detetio fially leads to the estimatios of the siusoids ompoets through liear regressio: l y [ ] l A (0) arg y [ ] () Dampig fators Usig the aalysis tools preseted above, we are ow able to determie the omplex eigefrequeies of the strig. Figure 6 shows the dampig fators obtaied for the strig s partials i both ases of our study. These data are give i the Table below.

7 a. b. Figure 6: Dampig fators of the strig partials (obtai via ESPRIT method) a. Frequey rage [0-8 Hz] (isolated strig i blue, strig loaded i red) b. Zoom-i. Frequey rage [0-5.5 Hz] (isolated strig i blue, strig loaded i red) Isolated strig f (Hz) Coupled strig f (Hz) Isolated strig ( s ) Coupled strig ( s ) Isolated strig A Coupled strig A It a be observed i Figure 6b ad i the Table that the first partials of the oupled strig are more damped tha the other oes. Furthermore, the amplitudes are lowered ompared to the isolated strig. It meas that, i this frequey rage, there is a eergy trasfer betwee strig ad beam. For the first partial of the strig (the fudametal), the deay time is oly of 0.3 seods for the oupled strig whereas it is equal to.3 seods for the isolated strig. Fially, the high dampig fators for the upper partials(more tha 0 s above 0Hz) are maily due to itrisi dissipatio i the strig. oad admittae: ompariso betwee diret measuremets ad alulatio From measuremets of dampig fators ad frequey shifts, we a derive the load admittae for eah omplex frequey : Y ( ) i i f () Z Z The results, preseted i Figure 7, are importat. The good agreemet (for frequeies smaller tha 7 Hz) betwee diret measuremets, theory, ad admittae derived from alulatio validates the method. These omparisos also ofirm that the measured isolated load is the oe that is see by the strig. Suh a approah should be of iterest for future measuremets o piao soudboard, sie, due to the omplexity of strig-soudboard ouplig, oe ruial questio is to ow

8 withoutambiguity whether or ot measuremets performed o the soudboard itself are of real sigifiae with regard to strig s behavior ad, i tur, to piao soud. Figure 7: oad ( soudboard ) admittae Compariso betwee three methods Diret measuremets oduted with a mehaial shaer: i red. Calulatio derived from oupled strig s spetrum (equatio ): bla poits Theoretial asymptoti value (derived from equatio 3): i gree CONCUSIONS I this paper a method for validatig admittae measuremets o simple oupled strutures has bee preseted. A prototype omposed of a sigle piao strig, isolated or oupled to a thi steel beam, has bee desiged. High resolutio sigal aalysis performed o strig s vibratios yields a estimate for the iput admittae. This method gives aurate results ad should be ow applied to measuremets o piao strigs mouted o real piaos i order to derive soudboard admittae ad validate diret measuremets. REFERENCES Asefelt, A. (990). Five letures o the aoustis of the piao, Itrodutio, RoyalSwedish Aademy of Musi No64, 990, Stoholm Bush-Vishia, I.J. (98). Drive poit impedae of a ifiite orthotropi plate uder tesio, J. Aoust. So. Am. 7(), pp Giordao, N. (998). Mehaial impedae of a piao soudboard, J. Aoust. So. Am. 03(4), pp Roy, R.; Kailath, T. (989) ESPRIT - Estimatio of Sigal Parameters via Rotatioal Ivariae Tehiques, IEEE Tras. o Aous., Speeh, ad Sig. Pro.37(7), pp Roy, R.; Paulraj, A.; Kailath, T. (986) ESPRIT - A subspae rotatio approah to estimatio of parameters of isoids i oise, IEEE Tras. o Aous., Speeh, ad Sig. Pro.34(5),pp Wogram, K. (980). Aoustial Researh o Piaos: Vibratioal Charateristis of the Soudboard, Das Musiistrumet, Vol. 4, pp , ,

ME260W Mid-Term Exam Instructor: Xinyu Huang Date: Mar

ME260W Mid-Term Exam Instructor: Xinyu Huang Date: Mar ME60W Mid-Term Exam Istrutor: Xiyu Huag Date: Mar-03-005 Name: Grade: /00 Problem. A atilever beam is to be used as a sale. The bedig momet M at the gage loatio is P*L ad the strais o the top ad the bottom

More information

Observer Design with Reduced Measurement Information

Observer Design with Reduced Measurement Information Observer Desig with Redued Measuremet Iformatio I pratie all the states aot be measured so that SVF aot be used Istead oly a redued set of measuremets give by y = x + Du p is available where y( R We assume

More information

4. Optical Resonators

4. Optical Resonators S. Blair September 3, 2003 47 4. Optial Resoators Optial resoators are used to build up large itesities with moderate iput. Iput Iteral Resoators are typially haraterized by their quality fator: Q w stored

More information

THE MEASUREMENT OF THE SPEED OF THE LIGHT

THE MEASUREMENT OF THE SPEED OF THE LIGHT THE MEASUREMENT OF THE SPEED OF THE LIGHT Nyamjav, Dorjderem Abstrat The oe of the physis fudametal issues is a ature of the light. I this experimet we measured the speed of the light usig MihelsoÕs lassial

More information

SYNTHESIS OF SIGNAL USING THE EXPONENTIAL FOURIER SERIES

SYNTHESIS OF SIGNAL USING THE EXPONENTIAL FOURIER SERIES SYNTHESIS OF SIGNAL USING THE EXPONENTIAL FOURIER SERIES Sadro Adriao Fasolo ad Luiao Leoel Medes Abstrat I 748, i Itrodutio i Aalysi Ifiitorum, Leohard Euler (707-783) stated the formula exp( jω = os(

More information

Digital Signal Processing. Homework 2 Solution. Due Monday 4 October Following the method on page 38, the difference equation

Digital Signal Processing. Homework 2 Solution. Due Monday 4 October Following the method on page 38, the difference equation Digital Sigal Proessig Homework Solutio Due Moda 4 Otober 00. Problem.4 Followig the method o page, the differee equatio [] (/4[-] + (/[-] x[-] has oeffiiets a0, a -/4, a /, ad b. For these oeffiiets A(z

More information

Bernoulli Numbers. n(n+1) = n(n+1)(2n+1) = n(n 1) 2

Bernoulli Numbers. n(n+1) = n(n+1)(2n+1) = n(n 1) 2 Beroulli Numbers Beroulli umbers are amed after the great Swiss mathematiia Jaob Beroulli5-705 who used these umbers i the power-sum problem. The power-sum problem is to fid a formula for the sum of the

More information

Fluids Lecture 2 Notes

Fluids Lecture 2 Notes Fluids Leture Notes. Airfoil orte Sheet Models. Thi-Airfoil Aalysis Problem Readig: Aderso.,.7 Airfoil orte Sheet Models Surfae orte Sheet Model A aurate meas of represetig the flow about a airfoil i a

More information

Dr R Tiwari, Associate Professor, Dept. of Mechanical Engg., IIT Guwahati,

Dr R Tiwari, Associate Professor, Dept. of Mechanical Engg., IIT Guwahati, Dr R Tiwari, Assoiate Professor, Dept. of Mehaial Egg., IIT Guwahati, (rtiwari@iitg.eret.i).3 Measuremet ad Sigal Proessig Whe we ivestigate the auses of vibratio, we first ivestigate the relatioship betwee

More information

Lesson 4. Thermomechanical Measurements for Energy Systems (MENR) Measurements for Mechanical Systems and Production (MMER)

Lesson 4. Thermomechanical Measurements for Energy Systems (MENR) Measurements for Mechanical Systems and Production (MMER) Lesso 4 Thermomehaial Measuremets for Eergy Systems (MENR) Measuremets for Mehaial Systems ad Produtio (MMER) A.Y. 15-16 Zaaria (Rio ) Del Prete RAPIDITY (Dyami Respose) So far the measurad (the physial

More information

ANOTHER PROOF FOR FERMAT S LAST THEOREM 1. INTRODUCTION

ANOTHER PROOF FOR FERMAT S LAST THEOREM 1. INTRODUCTION ANOTHER PROOF FOR FERMAT S LAST THEOREM Mugur B. RĂUŢ Correspodig author: Mugur B. RĂUŢ, E-mail: m_b_raut@yahoo.om Abstrat I this paper we propose aother proof for Fermat s Last Theorem (FLT). We foud

More information

MULTILEVEL ANALYSIS OF DELAMINATION INITIATED NEAR THE EDGES OF COMPOSITE STRUCTURES

MULTILEVEL ANALYSIS OF DELAMINATION INITIATED NEAR THE EDGES OF COMPOSITE STRUCTURES MULTILEVEL ANALYSIS OF DELAMINATION INITIATED NEAR THE EDGES OF COMPOSITE STRUCTURES N. Carrere 1, T. Vadellos 1, E. Marti 1 ONERA, 9 av. de la Divisio Leler, 930 Châtillo, Frae LCTS, 3 Allée de la Boétie,

More information

= 47.5 ;! R. = 34.0 ; n air =

= 47.5 ;! R. = 34.0 ; n air = Setio 9: Refratio ad Total Iteral Refletio Tutorial Pratie, page 449 The agle of iidee is 65 The fat that the experimet takes plae i water does ot hage the agle of iidee Give:! i = 475 ;! R = 340 ; air

More information

Principles of Communications Lecture 12: Noise in Modulation Systems. Chih-Wei Liu 劉志尉 National Chiao Tung University

Principles of Communications Lecture 12: Noise in Modulation Systems. Chih-Wei Liu 劉志尉 National Chiao Tung University Priiples of Commuiatios Leture 1: Noise i Modulatio Systems Chih-Wei Liu 劉志尉 Natioal Chiao ug Uiversity wliu@twis.ee.tu.edu.tw Outlies Sigal-to-Noise Ratio Noise ad Phase Errors i Coheret Systems Noise

More information

Nonparametric Goodness-of-Fit Tests for Discrete, Grouped or Censored Data 1

Nonparametric Goodness-of-Fit Tests for Discrete, Grouped or Censored Data 1 Noparametri Goodess-of-Fit Tests for Disrete, Grouped or Cesored Data Boris Yu. Lemeshko, Ekateria V. Chimitova ad Stepa S. Kolesikov Novosibirsk State Tehial Uiversity Departmet of Applied Mathematis

More information

ε > 0 N N n N a n < ε. Now notice that a n = a n.

ε > 0 N N n N a n < ε. Now notice that a n = a n. 4 Sequees.5. Null sequees..5.. Defiitio. A ull sequee is a sequee (a ) N that overges to 0. Hee, by defiitio of (a ) N overges to 0, a sequee (a ) N is a ull sequee if ad oly if ( ) ε > 0 N N N a < ε..5..

More information

Damped Vibration of a Non-prismatic Beam with a Rotational Spring

Damped Vibration of a Non-prismatic Beam with a Rotational Spring Vibratios i Physical Systems Vol.6 (0) Damped Vibratio of a No-prismatic Beam with a Rotatioal Sprig Wojciech SOCHACK stitute of Mechaics ad Fudametals of Machiery Desig Uiversity of Techology, Czestochowa,

More information

I. Existence of photon

I. Existence of photon I. Existee of photo MUX DEMUX 1 ight is a eletromageti wave of a high frequey. Maxwell s equatio H t E 0 E H 0 t E 0 H 0 1 E E E Aos( kzt ) t propagatig eletrial field while osillatig light frequey (Hz)

More information

Basic Waves and Optics

Basic Waves and Optics Lasers ad appliatios APPENDIX Basi Waves ad Optis. Eletromageti Waves The eletromageti wave osists of osillatig eletri ( E ) ad mageti ( B ) fields. The eletromageti spetrum is formed by the various possible

More information

ME203 Section 4.1 Forced Vibration Response of Linear System Nov 4, 2002 (1) kx c x& m mg

ME203 Section 4.1 Forced Vibration Response of Linear System Nov 4, 2002 (1) kx c x& m mg ME3 Setio 4.1 Fored Vibratio Respose of Liear Syste Nov 4, Whe a liear ehaial syste is exited by a exteral fore, its respose will deped o the for of the exitatio fore F(t) ad the aout of dapig whih is

More information

Quasi Normal Modes description of transmission properties for Photonic Band Gap structures.

Quasi Normal Modes description of transmission properties for Photonic Band Gap structures. Quasi ormal Modes desriptio of trasmissio properties for Photoi Bad Gap strutures. A. Settimi (1-), S. Severii (3), B. J. Hoeders (4) (1) FILAS (Fiaziaria Laziale di Sviluppo) via A. Farese 3, 19 Roma,

More information

Mechatronics. Time Response & Frequency Response 2 nd -Order Dynamic System 2-Pole, Low-Pass, Active Filter

Mechatronics. Time Response & Frequency Response 2 nd -Order Dynamic System 2-Pole, Low-Pass, Active Filter Time Respose & Frequecy Respose d -Order Dyamic System -Pole, Low-Pass, Active Filter R 4 R 7 C 5 e i R 1 C R 3 - + R 6 - + e out Assigmet: Perform a Complete Dyamic System Ivestigatio of the Two-Pole,

More information

Sx [ ] = x must yield a

Sx [ ] = x must yield a Math -b Leture #5 Notes This wee we start with a remider about oordiates of a vetor relative to a basis for a subspae ad the importat speial ase where the subspae is all of R. This freedom to desribe vetors

More information

Introduction to Signals and Systems, Part V: Lecture Summary

Introduction to Signals and Systems, Part V: Lecture Summary EEL33: Discrete-Time Sigals ad Systems Itroductio to Sigals ad Systems, Part V: Lecture Summary Itroductio to Sigals ad Systems, Part V: Lecture Summary So far we have oly looked at examples of o-recursive

More information

Physics 3 (PHYF144) Chap 8: The Nature of Light and the Laws of Geometric Optics - 1

Physics 3 (PHYF144) Chap 8: The Nature of Light and the Laws of Geometric Optics - 1 Physis 3 (PHYF44) Chap 8: The Nature of Light ad the Laws of Geometri Optis - 8. The ature of light Before 0 th etury, there were two theories light was osidered to be a stream of partiles emitted by a

More information

Class #25 Wednesday, April 19, 2018

Class #25 Wednesday, April 19, 2018 Cla # Wedesday, April 9, 8 PDE: More Heat Equatio with Derivative Boudary Coditios Let s do aother heat equatio problem similar to the previous oe. For this oe, I ll use a square plate (N = ), but I m

More information

Quasi Normal Modes description. of transmission properties. for Photonic Band Gap structures.

Quasi Normal Modes description. of transmission properties. for Photonic Band Gap structures. Quasi Normal Modes desriptio of trasmissio properties for Photoi Bad Gap strutures. A. Settimi (1), S. Severii (), B. J. Hoeders (3) (1) INGV (Istituto Nazioale di Geofisia e Vulaologia) via di Viga Murata

More information

16th International Symposium on Ballistics San Francisco, CA, September 1996

16th International Symposium on Ballistics San Francisco, CA, September 1996 16th Iteratioal Symposium o Ballistis Sa Fraiso, CA, 3-8 September 1996 GURNEY FORULAS FOR EXPLOSIVE CHARGES SURROUNDING RIGID CORES William J. Flis, Dya East Corporatio, 36 Horizo Drive, Kig of Prussia,

More information

Production Test of Rotary Compressors Using Wavelet Analysis

Production Test of Rotary Compressors Using Wavelet Analysis Purdue Uiversity Purdue e-pubs Iteratioal Compressor Egieerig Coferee Shool of Mehaial Egieerig 2006 Produtio Test of Rotary Compressors Usig Wavelet Aalysis Haishui Ji Shaghai Hitahi Eletrial Appliatio

More information

Types of Waves Transverse Shear. Waves. The Wave Equation

Types of Waves Transverse Shear. Waves. The Wave Equation Waves Waves trasfer eergy from oe poit to aother. For mechaical waves the disturbace propagates without ay of the particles of the medium beig displaced permaetly. There is o associated mass trasport.

More information

UNDERWATER OBJECT CLASSIFICATION BY MEANS OF AN ACOUSTIC METHOD EUGENIUSZ KOZACZKA

UNDERWATER OBJECT CLASSIFICATION BY MEANS OF AN ACOUSTIC METHOD EUGENIUSZ KOZACZKA UNDERWATER OBJECT CLASSIFICATION BY MEANS OF AN ACOUSTIC METHOD EUGENIUSZ KOZACZKA Naval Uiversity of Gdyia 81-13 Gdyia, Śmidowicza 69, Polad Gdańsk Uiversity of Techology 8-95 Gdańsk, Narutowicza 11/1,

More information

Effects of Air Humidity on the Performance of a Polymer Insulator under Lightning Induced Voltage Conditions

Effects of Air Humidity on the Performance of a Polymer Insulator under Lightning Induced Voltage Conditions Effets of Air Humidity o the Performae of a Polymer Isulator uder Lightig Idued Voltage Coditios Mahdi Izadi *, Mohd Zaial Abidi Ab Kadir 2, Chadima Gomes 3, Mohd Syahmi 4, Maryam Hajihai 5,2,3,4,5 Cetre

More information

Principle Of Superposition

Principle Of Superposition ecture 5: PREIMINRY CONCEP O RUCUR NYI Priciple Of uperpositio Mathematically, the priciple of superpositio is stated as ( a ) G( a ) G( ) G a a or for a liear structural system, the respose at a give

More information

Vibratory Motion. Prof. Zheng-yi Feng NCHU SWC. National CHung Hsing University, Department of Soil and Water Conservation

Vibratory Motion. Prof. Zheng-yi Feng NCHU SWC. National CHung Hsing University, Department of Soil and Water Conservation Vibratory Motio Prof. Zheg-yi Feg NCHU SWC 1 Types of vibratory motio Periodic motio Noperiodic motio See Fig. A1, p.58 Harmoic motio Periodic motio Trasiet motio impact Trasiet motio earthquake A powerful

More information

Frequency Domain Filtering

Frequency Domain Filtering Frequecy Domai Filterig Raga Rodrigo October 19, 2010 Outlie Cotets 1 Itroductio 1 2 Fourier Represetatio of Fiite-Duratio Sequeces: The Discrete Fourier Trasform 1 3 The 2-D Discrete Fourier Trasform

More information

Chapter 4: Angle Modulation

Chapter 4: Angle Modulation 57 Chapter 4: Agle Modulatio 4.1 Itrodutio to Agle Modulatio This hapter desribes frequey odulatio (FM) ad phase odulatio (PM), whih are both fors of agle odulatio. Agle odulatio has several advatages

More information

Appendix: The Laplace Transform

Appendix: The Laplace Transform Appedix: The Laplace Trasform The Laplace trasform is a powerful method that ca be used to solve differetial equatio, ad other mathematical problems. Its stregth lies i the fact that it allows the trasformatio

More information

The beta density, Bayes, Laplace, and Pólya

The beta density, Bayes, Laplace, and Pólya The beta desity, Bayes, Laplae, ad Pólya Saad Meimeh The beta desity as a ojugate form Suppose that is a biomial radom variable with idex ad parameter p, i.e. ( ) P ( p) p ( p) Applyig Bayes s rule, we

More information

FIR Filters. Lecture #7 Chapter 5. BME 310 Biomedical Computing - J.Schesser

FIR Filters. Lecture #7 Chapter 5. BME 310 Biomedical Computing - J.Schesser FIR Filters Lecture #7 Chapter 5 8 What Is this Course All About? To Gai a Appreciatio of the Various Types of Sigals ad Systems To Aalyze The Various Types of Systems To Lear the Skills ad Tools eeded

More information

COMP26120: Introducing Complexity Analysis (2018/19) Lucas Cordeiro

COMP26120: Introducing Complexity Analysis (2018/19) Lucas Cordeiro COMP60: Itroduig Complexity Aalysis (08/9) Luas Cordeiro luas.ordeiro@mahester.a.uk Itroduig Complexity Aalysis Textbook: Algorithm Desig ad Appliatios, Goodrih, Mihael T. ad Roberto Tamassia (hapter )

More information

Ch3 Discrete Time Fourier Transform

Ch3 Discrete Time Fourier Transform Ch3 Discrete Time Fourier Trasform 3. Show that the DTFT of [] is give by ( k). e k 3. Determie the DTFT of the two sided sigal y [ ],. 3.3 Determie the DTFT of the causal sequece x[ ] A cos( 0 ) [ ],

More information

Lecture 8. Dirac and Weierstrass

Lecture 8. Dirac and Weierstrass Leture 8. Dira ad Weierstrass Audrey Terras May 5, 9 A New Kid of Produt of Futios You are familiar with the poitwise produt of futios de ed by f g(x) f(x) g(x): You just tae the produt of the real umbers

More information

Michelson's Repetition of the Fizeau Experiment:

Michelson's Repetition of the Fizeau Experiment: Mihelso's Repetitio of the Fizeau Experimet: A Review of the Derivatio ad Cofirmatio of Fresel's Drag Coeffiiet A. A. Faraj a_a_faraj@hotmail.om Abstrat: I this ivestigatio, Mihelso's 1886 repetitio of

More information

(8) 1f = f. can be viewed as a real vector space where addition is defined by ( a1+ bi

(8) 1f = f. can be viewed as a real vector space where addition is defined by ( a1+ bi Geeral Liear Spaes (Vetor Spaes) ad Solutios o ODEs Deiitio: A vetor spae V is a set, with additio ad salig o elemet deied or all elemets o the set, that is losed uder additio ad salig, otais a zero elemet

More information

Finite-length Discrete Transforms. Chapter 5, Sections

Finite-length Discrete Transforms. Chapter 5, Sections Fiite-legth Discrete Trasforms Chapter 5, Sectios 5.2-50 5.0 Dr. Iyad djafar Outlie The Discrete Fourier Trasform (DFT) Matrix Represetatio of DFT Fiite-legth Sequeces Circular Covolutio DFT Symmetry Properties

More information

Optimal Management of the Spare Parts Stock at Their Regular Distribution

Optimal Management of the Spare Parts Stock at Their Regular Distribution Joural of Evirometal Siee ad Egieerig 7 (018) 55-60 doi:10.1765/16-598/018.06.005 D DVID PUBLISHING Optimal Maagemet of the Spare Parts Stok at Their Regular Distributio Svetozar Madzhov Forest Researh

More information

ANALYSIS AND DESIGN OF A VIBRATION ENERGY HARVESTER USING PERMANENT MAGNETS

ANALYSIS AND DESIGN OF A VIBRATION ENERGY HARVESTER USING PERMANENT MAGNETS ANAYSIS AND DESIGN OF A VIBRATION ENERGY HARVESTER USING PERMANENT MAGNETS RADU OARU, ROBERT GHERCĂ, CAMEIA PETRESCU 1 Key words: Eergy harvestig, Eletromageti harvester, evitated maget. The paper desribes

More information

Principal Component Analysis. Nuno Vasconcelos ECE Department, UCSD

Principal Component Analysis. Nuno Vasconcelos ECE Department, UCSD Priipal Compoet Aalysis Nuo Vasoelos ECE Departmet, UCSD Curse of dimesioality typial observatio i Bayes deisio theory: error ireases whe umber of features is large problem: eve for simple models (e.g.

More information

Roberto s Notes on Series Chapter 2: Convergence tests Section 7. Alternating series

Roberto s Notes on Series Chapter 2: Convergence tests Section 7. Alternating series Roberto s Notes o Series Chapter 2: Covergece tests Sectio 7 Alteratig series What you eed to kow already: All basic covergece tests for evetually positive series. What you ca lear here: A test for series

More information

Orthogonal Gaussian Filters for Signal Processing

Orthogonal Gaussian Filters for Signal Processing Orthogoal Gaussia Filters for Sigal Processig Mark Mackezie ad Kiet Tieu Mechaical Egieerig Uiversity of Wollogog.S.W. Australia Abstract A Gaussia filter usig the Hermite orthoormal series of fuctios

More information

After the completion of this section the student. V.4.2. Power Series Solution. V.4.3. The Method of Frobenius. V.4.4. Taylor Series Solution

After the completion of this section the student. V.4.2. Power Series Solution. V.4.3. The Method of Frobenius. V.4.4. Taylor Series Solution Chapter V ODE V.4 Power Series Solutio Otober, 8 385 V.4 Power Series Solutio Objetives: After the ompletio of this setio the studet - should reall the power series solutio of a liear ODE with variable

More information

FFM. Friction. Sample surface. Fig. 8 (a) Schematic operation of FFM, and (b) twist of the FFM tip, [8]. = 2

FFM. Friction. Sample surface. Fig. 8 (a) Schematic operation of FFM, and (b) twist of the FFM tip, [8]. = 2 A.. Couled Flexural-Torsioal Noliear Viratios of PZT-atuated Miroatilevers: Plaar dyamis of miroatilever eams have ee ivestigated y may researhers. I additio the rolem of viratios of miroatilevers has

More information

Faster DTMF Decoding

Faster DTMF Decoding Faster DTMF Deodig J. B. Lima, R. M. Campello de Souza, H. M. de Olieira, M. M. Campello de Souza Departameto de Eletrôia e Sistemas - UFPE, Digital Sigal Proessig Group C.P. 78, 57-97, Reife-PE, Brasil

More information

[ ] sin ( ) ( ) = 2 2 ( ) ( ) ( ) ˆ Mechanical Spectroscopy II

[ ] sin ( ) ( ) = 2 2 ( ) ( ) ( ) ˆ Mechanical Spectroscopy II Solid State Pheomea Vol. 89 (003) pp 343-348 (003) Tras Tech Publicatios, Switzerlad doi:0.408/www.scietific.et/ssp.89.343 A New Impulse Mechaical Spectrometer to Study the Dyamic Mechaical Properties

More information

Summation Method for Some Special Series Exactly

Summation Method for Some Special Series Exactly The Iteratioal Joural of Mathematis, Siee, Tehology ad Maagemet (ISSN : 39-85) Vol. Issue Summatio Method for Some Speial Series Eatly D.A.Gismalla Deptt. Of Mathematis & omputer Studies Faulty of Siee

More information

Problem 1. Problem Engineering Dynamics Problem Set 9--Solution. Find the equation of motion for the system shown with respect to:

Problem 1. Problem Engineering Dynamics Problem Set 9--Solution. Find the equation of motion for the system shown with respect to: 2.003 Egieerig Dyamics Problem Set 9--Solutio Problem 1 Fid the equatio of motio for the system show with respect to: a) Zero sprig force positio. Draw the appropriate free body diagram. b) Static equilibrium

More information

Chapter 8 Hypothesis Testing

Chapter 8 Hypothesis Testing Chapter 8 for BST 695: Speial Topis i Statistial Theory Kui Zhag, Chapter 8 Hypothesis Testig Setio 8 Itrodutio Defiitio 8 A hypothesis is a statemet about a populatio parameter Defiitio 8 The two omplemetary

More information

Practical Spectral Anaysis (continue) (from Boaz Porat s book) Frequency Measurement

Practical Spectral Anaysis (continue) (from Boaz Porat s book) Frequency Measurement Practical Spectral Aaysis (cotiue) (from Boaz Porat s book) Frequecy Measuremet Oe of the most importat applicatios of the DFT is the measuremet of frequecies of periodic sigals (eg., siusoidal sigals),

More information

One way Analysis of Variance (ANOVA)

One way Analysis of Variance (ANOVA) Oe way Aalysis of Variae (ANOVA) ANOVA Geeral ANOVA Settig"Slide 43-45) Ivestigator otrols oe or more fators of iterest Eah fator otais two or more levels Levels a be umerial or ategorial ifferet levels

More information

Homework 6: Forced Vibrations Due Friday April 6, 2018

Homework 6: Forced Vibrations Due Friday April 6, 2018 EN40: Dyais ad Vibratios Hoework 6: Fored Vibratios Due Friday April 6, 018 Shool of Egieerig Brow Uiversity 1. The vibratio isolatio syste show i the figure has 0kg, k 19.8 kn / 1.59 kns / If the base

More information

567. Research of Dynamics of a Vibration Isolation Platform

567. Research of Dynamics of a Vibration Isolation Platform 567. Research of Dyamics of a Vibratio Isolatio Platform A. Kilikevičius, M. Jurevičius 2, M. Berba 3 Vilius Gedimias Techical Uiversity, Departmet of Machie buildig, J. Basaavičiaus str. 28, LT-03224

More information

ANALYSIS OF DAMPING EFFECT ON BEAM VIBRATION

ANALYSIS OF DAMPING EFFECT ON BEAM VIBRATION Molecular ad Quatum Acoustics vol. 7, (6) 79 ANALYSIS OF DAMPING EFFECT ON BEAM VIBRATION Jerzy FILIPIAK 1, Lech SOLARZ, Korad ZUBKO 1 Istitute of Electroic ad Cotrol Systems, Techical Uiversity of Czestochowa,

More information

LINEAR STABILITY ANALYSIS OF A PLANE-POISEUILLE HYDROMAGNETIC FLOW USING ADOMIAN DECOMPOSITION METHOD

LINEAR STABILITY ANALYSIS OF A PLANE-POISEUILLE HYDROMAGNETIC FLOW USING ADOMIAN DECOMPOSITION METHOD .P.B. Si. Bull., Series A, Vol. 75, Iss., 13 ISSN 13-77 LINEAR STABILITY ANALYSIS OF A PLANE-POISEILLE HYDROMAGNETIC FLOW SING ADOMIAN DECOMPOSITION METHOD Samuel O. ADESANYA 1 I this paper, the small-disturbaes

More information

THE APPEARANCE OF FIBONACCI AND LUCAS NUMBERS IN THE SIMULATION OF ELECTRICAL POWER LINES SUPPLIED BY TWO SIDES

THE APPEARANCE OF FIBONACCI AND LUCAS NUMBERS IN THE SIMULATION OF ELECTRICAL POWER LINES SUPPLIED BY TWO SIDES THE APPEARANCE OF FIBONACCI AND LUCAS NUMBERS IN THE SIMULATION OF ELECTRICAL POWER LINES SUPPLIED BY TWO SIDES Giuseppe Ferri Dipartimeto di Ihgegeria Elettrica-FacoM di Igegeria, Uiversita di L'Aquila

More information

Principal Component Analysis

Principal Component Analysis Priipal Compoet Aalysis Nuo Vasoelos (Ke Kreutz-Delgado) UCSD Curse of dimesioality Typial observatio i Bayes deisio theory: Error ireases whe umber of features is large Eve for simple models (e.g. Gaussia)

More information

MASSACHUSETTS INSTITUTE OF TECHNOLOGY Department of Electrical Engineering and Computer Science. BACKGROUND EXAM September 30, 2004.

MASSACHUSETTS INSTITUTE OF TECHNOLOGY Department of Electrical Engineering and Computer Science. BACKGROUND EXAM September 30, 2004. MASSACHUSETTS INSTITUTE OF TECHNOLOGY Departmet of Electrical Egieerig ad Computer Sciece 6.34 Discrete Time Sigal Processig Fall 24 BACKGROUND EXAM September 3, 24. Full Name: Note: This exam is closed

More information

Abstract. Fermat's Last Theorem Proved on a Single Page. "The simplest solution is usually the best solution"---albert Einstein

Abstract. Fermat's Last Theorem Proved on a Single Page. The simplest solution is usually the best solution---albert Einstein Copyright A. A. Frempog Fermat's Last Theorem Proved o a Sigle Page "5% of the people thik; 0% of the people thik that they thik; ad the other 85% would rather die tha thik."----thomas Ediso "The simplest

More information

1.3 Convergence Theorems of Fourier Series. k k k k. N N k 1. With this in mind, we state (without proof) the convergence of Fourier series.

1.3 Convergence Theorems of Fourier Series. k k k k. N N k 1. With this in mind, we state (without proof) the convergence of Fourier series. .3 Covergece Theorems of Fourier Series I this sectio, we preset the covergece of Fourier series. A ifiite sum is, by defiitio, a limit of partial sums, that is, a cos( kx) b si( kx) lim a cos( kx) b si(

More information

ESTIMATION OF MACHINING ERRORS ON GLEASON BEVEL

ESTIMATION OF MACHINING ERRORS ON GLEASON BEVEL 5 th INTERNATIONAL MEETING OF THE CARPATHIAN REGION SPECIALISTS IN THE FIELD OF GEARS ESTIMATION OF MACHINING ERRORS ON GLEASON BEVEL GEAR CUTTING BOB, Daila UNIO SA Satu Mare - 35, Luia Blaga Blvd, 39

More information

Analog Filter Synthesis

Analog Filter Synthesis 6 Aalog Filter Sythesis Nam Pham Aubur Uiversity Bogda M. Wilamowsi Aubur Uiversity 6. Itrodutio...6-6. Methods to Sythesize Low-Pass Filter...6- Butterworth Low-Pass Filter Chebyshev Low-Pass Filter Iverse

More information

577. Estimation of surface roughness using high frequency vibrations

577. Estimation of surface roughness using high frequency vibrations 577. Estimatio of surface roughess usig high frequecy vibratios V. Augutis, M. Sauoris, Kauas Uiversity of Techology Electroics ad Measuremets Systems Departmet Studetu str. 5-443, LT-5368 Kauas, Lithuaia

More information

Lecture 2: Monte Carlo Simulation

Lecture 2: Monte Carlo Simulation STAT/Q SCI 43: Itroductio to Resamplig ethods Sprig 27 Istructor: Ye-Chi Che Lecture 2: ote Carlo Simulatio 2 ote Carlo Itegratio Assume we wat to evaluate the followig itegratio: e x3 dx What ca we do?

More information

11 Correlation and Regression

11 Correlation and Regression 11 Correlatio Regressio 11.1 Multivariate Data Ofte we look at data where several variables are recorded for the same idividuals or samplig uits. For example, at a coastal weather statio, we might record

More information

Signal Processing in Mechatronics. Lecture 3, Convolution, Fourier Series and Fourier Transform

Signal Processing in Mechatronics. Lecture 3, Convolution, Fourier Series and Fourier Transform Sigal Processig i Mechatroics Summer semester, 1 Lecture 3, Covolutio, Fourier Series ad Fourier rasform Dr. Zhu K.P. AIS, UM 1 1. Covolutio Covolutio Descriptio of LI Systems he mai premise is that the

More information

Chapter 6 Sampling Distributions

Chapter 6 Sampling Distributions Chapter 6 Samplig Distributios 1 I most experimets, we have more tha oe measuremet for ay give variable, each measuremet beig associated with oe radomly selected a member of a populatio. Hece we eed to

More information

Computer Science 188 Artificial Intelligence. Introduction to Probability. Probability Ryan Waliany

Computer Science 188 Artificial Intelligence. Introduction to Probability. Probability Ryan Waliany Computer Siee 88 Artifiial Itelligee Rya Waliay Note: this is meat to be a simple referee sheet ad help studets uder the derivatios. If there s aythig that seems shaky or iorret do t hesitate to email

More information

Calculus 2 TAYLOR SERIES CONVERGENCE AND TAYLOR REMAINDER

Calculus 2 TAYLOR SERIES CONVERGENCE AND TAYLOR REMAINDER Calulus TAYLO SEIES CONVEGENCE AND TAYLO EMAINDE Let the differee betwee f () ad its Taylor polyomial approimatio of order be (). f ( ) P ( ) + ( ) Cosider to be the remaider with the eat value ad the

More information

λ = 0.4 c 2nf max = n = 3orɛ R = 9

λ = 0.4 c 2nf max = n = 3orɛ R = 9 CHAPTER 14 14.1. A parallel-plate waveguide is kow to have a utoff wavelegth for the m 1 TE ad TM modes of λ 1 0.4 m. The guide is operated at wavelegth λ 1 mm. How may modes propagate? The utoff wavelegth

More information

Analysis of Experimental Measurements

Analysis of Experimental Measurements Aalysis of Experimetal Measuremets Thik carefully about the process of makig a measuremet. A measuremet is a compariso betwee some ukow physical quatity ad a stadard of that physical quatity. As a example,

More information

Complex Analysis Spring 2001 Homework I Solution

Complex Analysis Spring 2001 Homework I Solution Complex Aalysis Sprig 2001 Homework I Solutio 1. Coway, Chapter 1, sectio 3, problem 3. Describe the set of poits satisfyig the equatio z a z + a = 2c, where c > 0 ad a R. To begi, we see from the triagle

More information

DYNAMIC ANALYSIS OF BEAM-LIKE STRUCTURES SUBJECT TO MOVING LOADS

DYNAMIC ANALYSIS OF BEAM-LIKE STRUCTURES SUBJECT TO MOVING LOADS DYNAMIC ANALYSIS OF BEAM-LIKE STRUCTURES SUBJECT TO MOVING LOADS Ivaa Štimac 1, Ivica Kožar 1 M.Sc,Assistat, Ph.D. Professor 1, Faculty of Civil Egieerig, Uiverity of Rieka, Croatia INTRODUCTION The vehicle-iduced

More information

The z-transform. 7.1 Introduction. 7.2 The z-transform Derivation of the z-transform: x[n] = z n LTI system, h[n] z = re j

The z-transform. 7.1 Introduction. 7.2 The z-transform Derivation of the z-transform: x[n] = z n LTI system, h[n] z = re j The -Trasform 7. Itroductio Geeralie the complex siusoidal represetatio offered by DTFT to a represetatio of complex expoetial sigals. Obtai more geeral characteristics for discrete-time LTI systems. 7.

More information

The Use of L-Moments in the Peak Over Threshold Approach for Estimating Extreme Quantiles of Wind Velocity

The Use of L-Moments in the Peak Over Threshold Approach for Estimating Extreme Quantiles of Wind Velocity The Use of L-Momets i the Pea Over Threshold Approah for Estimatig Extreme Quatiles of Wid Veloity M.D. Padey Uiversity of Waterloo, Otario, Caada P.H.A.J.M. va Gelder & J.K. Vrijlig Delft Uiversity of

More information

Addition: Property Name Property Description Examples. a+b = b+a. a+(b+c) = (a+b)+c

Addition: Property Name Property Description Examples. a+b = b+a. a+(b+c) = (a+b)+c Notes for March 31 Fields: A field is a set of umbers with two (biary) operatios (usually called additio [+] ad multiplicatio [ ]) such that the followig properties hold: Additio: Name Descriptio Commutativity

More information

The Discrete Fourier Transform

The Discrete Fourier Transform The iscrete Fourier Trasform The discrete-time Fourier trasform (TFT) of a sequece is a cotiuous fuctio of!, ad repeats with period. I practice we usually wat to obtai the Fourier compoets usig digital

More information

Supplementary Material for: Classical Testing in Functional Linear Models

Supplementary Material for: Classical Testing in Functional Linear Models To appear i the Joural of Noparametri Statistis Vol. 00, No. 00, Moth 20XX, 1 16 Supplemetary Material for: Classial Testig i utioal Liear Models Deha Kog a Aa-Maria Staiu b ad Arab Maity b a Departmet

More information

Finite element analysis for delamination of laminated vibration damping steel sheet

Finite element analysis for delamination of laminated vibration damping steel sheet Fiite elemet aalysis for delamiatio of lamiated vibratio dampig steel sheet WANG Yog( 王勇 ) 1, CHEN Ju( 陈军 ) 1, TANG Big-tao( 唐炳涛 ) 2 1. Natioal Die ad Mold CAD Egieerig Researh Ceter, Shaghai Jiao Tog

More information

Chapter 7: The z-transform. Chih-Wei Liu

Chapter 7: The z-transform. Chih-Wei Liu Chapter 7: The -Trasform Chih-Wei Liu Outlie Itroductio The -Trasform Properties of the Regio of Covergece Properties of the -Trasform Iversio of the -Trasform The Trasfer Fuctio Causality ad Stability

More information

Exam. Notes: A single A4 sheet of paper (double sided; hand-written or computer typed)

Exam. Notes: A single A4 sheet of paper (double sided; hand-written or computer typed) Exam February 8th, 8 Sigals & Systems (5-575-) Prof. R. D Adrea Exam Exam Duratio: 5 Mi Number of Problems: 5 Number of Poits: 5 Permitted aids: Importat: Notes: A sigle A sheet of paper (double sided;

More information

Modal Lumped Parameter Models for Representing Frequency-Dependent Impedance Functions of Soil-Foundation Systems

Modal Lumped Parameter Models for Representing Frequency-Dependent Impedance Functions of Soil-Foundation Systems Modal Lumped Parameter Models for Represetig Frequey-Depedet Impedae Futios of Soil-Foudatio Systems M. Saitoh & A. Kotake Saitama Uiversity, Japa SUMMARY: his study verifies the appliability of a ewly

More information

Wave Motion

Wave Motion Wave Motio Wave ad Wave motio: Wave is a carrier of eergy Wave is a form of disturbace which travels through a material medium due to the repeated periodic motio of the particles of the medium about their

More information

Société de Calcul Mathématique SA Mathematical Modelling Company, Corp.

Société de Calcul Mathématique SA Mathematical Modelling Company, Corp. oiété de Calul Mathéatique A Matheatial Modellig Copay, Corp. Deisio-aig tools, sie 995 iple Rado Wals Part V Khihi's Law of the Iterated Logarith: Quatitative versios by Berard Beauzay August 8 I this

More information

Basic Probability/Statistical Theory I

Basic Probability/Statistical Theory I Basi Probability/Statistial Theory I Epetatio The epetatio or epeted values of a disrete radom variable X is the arithmeti mea of the radom variable s distributio. E[ X ] p( X ) all Epetatio by oditioig

More information

Nonstandard Lorentz-Einstein transformations

Nonstandard Lorentz-Einstein transformations Nostadard Loretz-istei trasformatios Berhard Rothestei 1 ad Stefa Popesu 1) Politehia Uiversity of Timisoara, Physis Departmet, Timisoara, Romaia brothestei@gmail.om ) Siemes AG, rlage, Germay stefa.popesu@siemes.om

More information

EXAMINATIONS OF THE ROYAL STATISTICAL SOCIETY

EXAMINATIONS OF THE ROYAL STATISTICAL SOCIETY EXAMINATIONS OF THE ROYAL STATISTICAL SOCIETY GRADUATE DIPLOMA, 016 MODULE : Statistical Iferece Time allowed: Three hours Cadidates should aswer FIVE questios. All questios carry equal marks. The umber

More information

TMA4205 Numerical Linear Algebra. The Poisson problem in R 2 : diagonalization methods

TMA4205 Numerical Linear Algebra. The Poisson problem in R 2 : diagonalization methods TMA4205 Numerical Liear Algebra The Poisso problem i R 2 : diagoalizatio methods September 3, 2007 c Eiar M Røquist Departmet of Mathematical Scieces NTNU, N-749 Trodheim, Norway All rights reserved A

More information

6.3 Testing Series With Positive Terms

6.3 Testing Series With Positive Terms 6.3. TESTING SERIES WITH POSITIVE TERMS 307 6.3 Testig Series With Positive Terms 6.3. Review of what is kow up to ow I theory, testig a series a i for covergece amouts to fidig the i= sequece of partial

More information

a. For each block, draw a free body diagram. Identify the source of each force in each free body diagram.

a. For each block, draw a free body diagram. Identify the source of each force in each free body diagram. Pre-Lab 4 Tesio & Newto s Third Law Refereces This lab cocers the properties of forces eerted by strigs or cables, called tesio forces, ad the use of Newto s third law to aalyze forces. Physics 2: Tipler

More information

Effect of Magnetic Field on Marangoni Convection in Relatively Hotter or Cooler Liquid Layer

Effect of Magnetic Field on Marangoni Convection in Relatively Hotter or Cooler Liquid Layer Iteratioal Joural of Advaed Researh i Physial Siee (IJARPS) Volume, Issue, Jauary 05, PP 7-3 ISSN 349-7874 (Prit) & ISSN 349-788 (Olie) www.arjourals.org ffet of Mageti Field o Maragoi Covetio i Relatively

More information

A quick activity - Central Limit Theorem and Proportions. Lecture 21: Testing Proportions. Results from the GSS. Statistics and the General Population

A quick activity - Central Limit Theorem and Proportions. Lecture 21: Testing Proportions. Results from the GSS. Statistics and the General Population A quick activity - Cetral Limit Theorem ad Proportios Lecture 21: Testig Proportios Statistics 10 Coli Rudel Flip a coi 30 times this is goig to get loud! Record the umber of heads you obtaied ad calculate

More information