T.G.V disk brake squeal : understanding and modeling

Size: px
Start display at page:

Download "T.G.V disk brake squeal : understanding and modeling"

Transcription

1 .G.V disk brake squeal : udersadig ad modelig 1 X. Lorag, 2 F. Margiocchi ad 3 O. Chiello SNCF, Iovaive & Research Deparme, PSF, 45 rue de Lodres, 75379, Paris, Frace (1) el: +33 (0) , xavier.lorag@scf.fr (2) el: +33 (0) , florece.margiocchi@scf.fr (3) INRES, 25 av. F. Mierrad, Bro cedex, Frace el: +33 (0) , Fax: +33 (0) , olivier.chiello@ires.fr Iroducio Brakes are oe of he mos impora safey compoes i rai operaig codiio bu he brake squeal geeraed by disk brakes is a everyday source of discomfor for he passegers boh iside ad ouside he rai i saios. his is he case i paricular for GV. he developme of a refied mechaical modelig of he pheomeo was carried ou i order o udersad he mechaism of squeal geeraio. Priciples of soluios ad oise reducio assessme hrough he developed models akig io accou he brakig oise ad he safey will be ow possible. he paper deals wih fricio iduced vibraios ad especially wih GV disk brake squeal. he paper is divided i hree pars. I begis wih he sraegy o model such fricio iduced vibraios ad is applicaio o a 3D es case. I he secod par, a experimeal ivesigaio of he pheomeo is preseed boh i real codiios ad o a fixed esig pla. he hird par is devoed o he model of he brake mechaism. A fiie eleme approach is used o model he pheomeo via he preseed sraegy ad is compared wih he experimeal resuls. he firs par of he paper is devoed o he sraegy used o model he geeral problem of selfexcied vibraios of wo elasic bodies i fricioal coac. Uilaeral coac codiios wih Coulomb fricio ad cosa fricio coefficie are cosidered. I order o predic he occurrece of self-excied vibraios, a classical sabiliy aalysis is performed, which cosiss o compuig he complex modes associaed o he liearized problem. A commo ierpreaio of he sabiliy aalysis is ha frequecies of usable complex modes correspod o squeal frequecies. o check his assumpio, he behavior of he soluio far from he slidig equilibrium is deermied by usig a o liear rasie aalysis. Moreover, a expasio of he rasie soluio o he complex modes provided by he sabiliy aalysis helps us o highligh he role of he usable modes ad he vibraory field i geeral. he ifluece of iiial codiios of he rasie aalysis is aalyzed. I he secod par, a complee experimeal ivesigaio is preseed. I order o have a good represeaiviy of he pheomeo, acousic measuremes have bee doe i he saio o various kid of GV rais. o go ahead io deeper udersadig, oe brake sysem was equipped whe he rai is ruig. he vibraio specrum i oe poi of he disk was explored via a sigle poi laser doppler vibromeer. o ge more iformaio ha a vibraio specrum a a poi, a fixed esig pla was used o coiue he ivesigaio. he moivaio o ge he eire vibraio field is he ideificaio of he exied modes of he disk durig he brakig phase. he scaig laser doppler vibromery echique helped us o highligh he wave propagaio alog he disk which are prediced umerically. For a give frequecy, whe a roaig wave is deeced, i meas ha he field is a cosequece of a usable mode a he same frequecy. he hird par of he paper focuses o he applicaio of he approach o a Fiie Eleme model of he GV disk brake sysem. he umerical model is firs validaed wih a classical modal aalysis whe he disk is i free codiio. he modal dampig facors are measured. he complex eigevalue problem is compued (sabiliy aalysis) ad shows ha for a give fricio coefficie (f = 0.4) he slidig equilibrium is usable eve akig io accou he maerial dampig. 1

2 A. Mechaical sraegy o model brake squeal 1. Formulaio of he problem he mechaism of he simplified disc brake sysem represeed o figure 1 is cosidered. he roaio speed Ω of he disc is assumed o be cosa ad sufficiely small so ha he gyroscopic erms ad he volume forces iduced by roaio may be egleced. A euleria descripio is adoped. Uilaeral coac wih Coulomb fricio codiios are ake io accou. By usig a fiie eleme mehod, he oliear dyamics problem may be wrie i a discree form as follows (see deails i referece [3]): [ M ]{ U&& } + [ C]{ U& } + [ K ]{ U} = { F} + [ P ] { r } + [ P ] { r } { r } = ({ r } α ([ P ]{ U} { g })) { r } = Pro ({ r } α ([ P ]{ U& } + { V} ) R C Pro 0 (1) where [M], [C] ad [K] deoe he mass, Rayleigh dampig ad siffess marices whereas {U} ad {F} represe he vecors of odal displacemes ad exeral odal forces. I addiio, {r } ad {r } deoe he vecors of ormal ad ageial reacios forces a he coac odes whereas [P ] ad [P ] are proecio marices o he ormal ad ageial relaive displacemes bewee he disc ad he pads a he coac odes. C is he Coulomb coe ad coefficies α ad α mus be posiive. Fially, {g 0 } is he vecor of iiial gaps whereas {V} is he vecors of imposed slidig velociies due o he disc roaio speed Ω a he coac odes. 2. Sabiliy ad rasie aalysis Liear sabiliy aalysis Sysem (1) is a se of o-liear differeial equaios characerised by a slidig equilibrium. Cosiderig small regular perurbaios ha does o break he coac (bilaeral coac), he fricioal forces may be liearised ad he evoluio of he perurbaios {U} verifies (see [2]): ([ M ] + f [ M ]){ U&& } + ([ C] + f [ C ] + f [ C ]){ U& f f e } + ([ K] + f [ K f ]){ U } = [ P ] { r } [ P ]{ U } = 0 where [M f ], [C f ], [K f ] ad [C e ] are o symmerical marices provided by he liearisaio of he fricioal forces, f is he fricio coefficie ad {r } deoe he vecor of perurbed ormal reacios forces a he coac odes. By elimiaig he bilaeral coac cosrais, a o symmerical liear sysem of equaios is obaied ad he sabiliy of he equilibrium may he be deduced from a complex eigevalue aalysis of he sysem, providig complex modes ad complex eigevalue λ i. A complex mode i is usable if Re(λ i )>0, which may happe sice he sysem is o symmeric. A modal growh rae ζ i =Re(λ i )/Im(λ i ) may also be defied (physically equivale o a egaive modal dampig). No liear rasie aalysis I addiio o he sabiliy aalysis, a implici umerical resoluio of he sysem of equaios (1) may be performed. A ime discreisaio mehod is used here, resig o a former work of M. Jea ad J.J. Moreau (see [3]). he θ-mehod allows oe o avoid umerical problems a he ime of a impac. Ideed, he isabiliy of he slidig equilibrium may lead o srogly oliear eves like a separaio followed by a shock, as well as sick/slip rasiios. I order o iroduce a ielasic shock law, oe uses he modified versio of he θ-mehod (see [4]). (2) 2

3 Relaios bewee sabiliy ad rasie aalyses I order o udersad he role of he usable modes i he o liear par of he rasie behaviour, i is proposed o expad he umerical rasie soluio o he basis of he complex modes. akig io accou he o symmerical characer of he marices ivolved i he problem (2), i is ecessary o iroduce he complex modes provided by rasposed liearised problem. Ideed, he geeralisaio of he usual orhogoaliy codiios i he case of symmerical marices leads o bi-orhogoaliy codiios, ad give by : { L i } [ A]{ Φ } = 0 i (3) where {φ } are he complex modes of he direc problem (2) ad {L i } he complex modes of he rasposed problem of (2). [A] is he mass marix i sae space variable (see [5]). his bi-orhogoaliy propery allows oe o compue he evoluio of he complex ampliude of he mode, β (), from he rasie perurbaio wrie i sae-space variables {α()}: { L } [ A]{ α ( ) } { L } [ A]{ Φ } β ( ) = (4) wih {α()} provided by umerical resoluio of sysem (1). he coribuio of he mode o he perurbed displaceme ad velociy fields ca he compued from β (). Fially, he variaio of he oal perurbed eergy of a mode ca be compued from hese coribuios. 3. Applicaio o a simplified disc brake sysem I his par, he simplified disc brake sysem of figure 1 is cosidered. he geomeric ad physical characerisics of he srucures are give i able 1. he oher parameers are f=0.35, Ω=2.5 rad/s ad δ= m. A sabiliy aalysis is performed i he [0 15kHz] frequecy rage. Amog he 100 compued complex modes, hree modes are foud usable, called M1 (8583 Hz, ζ=0.05 %), M2 (9288 Hz, ζ=0.13 %) ad M3 (10130 Hz, ζ=0.17 %). he rasie soluio is also calculaed wih θ = 0.5 ad ime sep Δ = s. I order o sudy he ifluece of he iiial codiios o he rasie soluio, 4 cases are cosidered (A o D) for which he iiial coribuios of he usable modes are differe. he coribuios of he usable modes o he oal perurbed eergy E M1 (), E M2 () ad E M3 () are represeed o he figure 2 for he 4 cases. he differe figures show ha he sabilised soluio is o depede o he iiial codiios. I may be observed ha his sabilised soluio is made up of 2 of he 3 usable modes (M1 ad M2). hese compuaios show ha he sabiliy aalysis is able o predic he proe-squeal modes bu ha a rasie aalysis is ecessary o predic which modes remai i he sabilised soluio. I also highlighs he possible coexisece of several usable modes i he self-susaied vibraios. 3

4 Disc Pads Youg s modulus E Pa Pa Poisso s raio ν Desiy ρ 7850 kg.m kg.m 3 Dampig param. α 0 s s 1 Dampig param. β s s Ex. diameer 0.6 m I. diameer 0.2 m 0.16 m hickess 0.04 m 0.04 m ab 1. Physical ad geomeric characerisics Pad P δ z Disc D Disc - Pads δ Fig 1. Simplified disc brake sysem Case A Case B Case C Case D Fig 2. Evoluio of modal coribuio o oal perurbed eergy E () [J] for he differe cases as a fucio of ime [s]. E M1 (), E M2 (), O E M3 (). 4

5 B. Experimeal ivesigaio o a GV brake sysem his par preses he aalysis of experimeal daa comig from a saisical sudy i saios, o-board measuremes ad ess o bech i laboraory. 1. Measuremes i saios I he firs experimeal sep of he proec, he oise of 41 GV comig io Sai-Pierre des Corps ad Avigo-GV saios has bee performed wih a microphoe locaed o he plaform, a 1m from he rai. From hese recordigs, oise levels L ad maximum Aeq, 125 ms specra have bee calculaed for 173 squealig bogies i brakig operaio. he measured levels are coaied bewee 85 ad 106 db(a), wih a rae of 89%, superior a 90 db(a). he mai squealig frequecies are represeed o figure 3. Despie he dispersio of hese measured frequecies, 3 groups may be clearly disiguished. he firs group correspods o frequecies coaied bewee 1000 ad 5000 Hz. hese frequecies vary a lo ad heir coribuios are ofe secodary. he secod group is represeed by oly oe frequecy aroud 6600 Hz. I has a sigifica coribuio o he global oise level. he hird group is composed of he frequecies coaied bewee 8000 ad Hz, which domiae he specrum. Figure 3.-Squeal frequecies measured i saios 2. I-board measuremes I a secod sep, more deailed measuremes have bee carried ou o rollig sock i corolled codiios. Differe liigs ad discs have bee isrumeed wih a microphoe i he close field, a laser vibromeer aimig a he disc surface ad some hermocouples ad acceleromeers o he liigs. he mai characerisics of he squeal oise measured i saio have bee foud agai. he effec of several parameers has bee sudied as he ruig direcio, he brakig pressure or he vehicle speed. Oe of he mai resuls is he relaioship bewee he oise level ad he vibraio level a he disc surface. Ideed, i appears ha above 5000 Hz (groups 2 ad 3), mos of he squealig frequecies correspod o he vibraio frequecies (see figure 4). For hese groups, he squeal oise is maily radiaed by he disc i axial vibraios (ou-of-plae). 5

6 Fig 4. Experimeal power Specrum of he ormal velociy [db] (below, ref 1 [m/s]) ad acousic pressure [db] (above, ref 20 [μpa]) 3. Laboraory measuremes From hese measuremes, cosidered like refereces, he represeaiveess of some brakig beches has bee esed. I appears ha o bech is able o reproduce exacly he pheomeo observed o he rai. I srogly depeds o he liig ad he frequecy of ieres. Geerally speakig, oly he squealig frequecies of he hird group (above 8000 Hz) are well reproduced. he 6600 Hz frequecy ever appears ad he frequecies less ha 5000 Hz are oo variables. Some experimes are i progress o explai hese differeces. However, he bes es bech has bee used o characerize he vibraios field o he disc by laser measuremes durig brakig (see figure 5). A frequecies above 7000 Hz, he measuremes have show ha he disc vibraes maily axially. he measured vibraios fields do o correspod o saioary flexio modes bu raher flexio waves, which may be ierpreed as flexio modes roaig alog he circumferece of he disc (see figure 6). From 7000 o Hz, he ideified modes have o odal circles ad odal diameers varyig from 9 o 15. 6

7 Figure 5 : Vibraio field ivesigaios wih laser measuremes Figure 6 : Vibraio field a differe frequecies he mai compoes of he brake sysem (disc ad liigs) have also bee esed i free codiios (e.g. wihou fricioal coac). he resuls of hese experimeal modal aalyses have bee used o improve he fiie eleme modellig of he compoes. C. Sabiliy aalysis of a GV brake sysem I his par, a fiie eleme model of he GV brake sysem (cf. fig 3) is cosidered. Firs, he modes of he disc i free codiios have bee calculaed ad have bee classified accordig o he direcio of he domia deformaios. I paricular, i-plae circumfereial modes C-m, i plae radial modes R-m ad ou-of-plae axial modes A-m may be disiguished where ad m deoe respecively he umber of odal circles ad odal diameers. A sabiliy aalysis has bee performed. More ha 800 complex modes have bee calculaed o reach a upper limi frequecy of abou 14 khz. he correspodig growh facors are 7

8 represeed o figure 5. wo kids of modes may be disiguished: he pad modes, for which he disc vibraios are very small, ad he disc modes for which he vibraios of he disc are domiaig. he correspodig mode shapes ad frequecies of he disc modes are close o he modes of he disc i free codiios bu roae alog he disc. Mos of hese modes are axial modes wihou odal circles ad wih oe odal circle (see fig 3). Aoher mode is raher a iplae mode (C0-2) bu wih some axial compoes. Some experimeal resuls have bee obaied from a GV i brakig operaio a abou 10 km/h. he acousic pressure a oe ceimere from he disc ad he axial vibraory velociy a a poi o he disc surface have bee measured durig brakig. Figure 4 shows ha he disc is resposible for he emied oise ad ha he vibraios are composed of 8 high frequecies from 5000 o Hz. Excep he axial modes wih oe odal circle, all he usable modes are close o he experimeal squeal frequecies. Mode C0-2 : 6684 Hz - ζ=0.02% Mode A1-6 : 9494 Hz - ζ=0.12% Mode A0-10 : Hz - ζ=0.23% Fig 3. Some usable modes of he GV brake F.E. model Fig 5. Growh raes ζ [%] of complex modes as a fucio of frequecy [Hz] (O : disc mode : Pad modes) Coclusio I his paper, he modellig sraegy of disc brake squeal has bee sudied. I order o ivesigae he relaios bewee sabiliy ad rasie classical aalyses, a ew mehod has bee proposed, which cosiss o expadig he rasie vibraory field o he complex modes provided by he sabiliy aalysis. his mehod has bee esed o a simplified disc brake model 8

9 for various iiial codiios. Resuls have show ha he sabilised soluio is made up of wo coexisig usable modes ad ha his soluio is he same for differe iiial codiios. A sabiliy sudy has also bee performed o a fiie eleme GV brake sysem ad compared wih vibraio measuremes. I has bee foud ha he frequecies of he usable disc modes correspod o mos of he vibraio frequecies. he experimeal ivesigaios performed o GV disc brakes have bee preseed. he experimeal daa comig from a prior saisical sudy i saios, o-board measuremes ad ess o bech i laboraory has bee aalyzed. Refereces [1] F. Moiro ad Q.S. Nguye, Brake squeal: a problem of fluer isabiliy of he seady slidig soluio? Arch. Mech. 52, 2000, pp [2] F. Moiro, Eude de la sabilié d'u équilibre e présece de froeme de coulomb. PhD hesis, Ecole polyechique, Palaiseau, Frace, [3] M. Jea, he o-smooh coac dyamics mehod, Compu. Mehods Appl. Mech. Eg., 177, 1999, pp [4] D. Vola, E. Pra, M. Jea ad M. Raous, Cosise ime discreizaio for a dyamical fricioal coac problem ad complemeariy echiques. REEF Volume 7, [5] E. Balmès, Srucural Dyamics oolbox, 2006, [6] X. Lorag, Isabilié des srucures e coac froa : applicaio au crisseme des freis à disque de GV. PhD hesis, Ecole polyechique, Palaiseau, Frace,

Ideal Amplifier/Attenuator. Memoryless. where k is some real constant. Integrator. System with memory

Ideal Amplifier/Attenuator. Memoryless. where k is some real constant. Integrator. System with memory Liear Time-Ivaria Sysems (LTI Sysems) Oulie Basic Sysem Properies Memoryless ad sysems wih memory (saic or dyamic) Causal ad o-causal sysems (Causaliy) Liear ad o-liear sysems (Lieariy) Sable ad o-sable

More information

CONTACT BETWEEN FLEXIBLE BODIES IN NONLINEAR ANALYSIS, USING LAGRANGE MULTIPLIERS

CONTACT BETWEEN FLEXIBLE BODIES IN NONLINEAR ANALYSIS, USING LAGRANGE MULTIPLIERS COAC BEWEE FLEXIBLE BODIES I OLIEAR AALYSIS, USIG LAGRAGE MULIPLIERS Dr. Phillipe Jeeur Philippe.jeeur@samcef.com Samech, Parc Scieifiue du Sar-ilma Rue des Chasseurs Ardeais, 8 B-403 Agleur-Liège, Belgium

More information

Let s express the absorption of radiation by dipoles as a dipole correlation function.

Let s express the absorption of radiation by dipoles as a dipole correlation function. MIT Deparme of Chemisry 5.74, Sprig 004: Iroducory Quaum Mechaics II Isrucor: Prof. Adrei Tokmakoff p. 81 Time-Correlaio Fucio Descripio of Absorpio Lieshape Le s express he absorpio of radiaio by dipoles

More information

Optimization of Rotating Machines Vibrations Limits by the Spring - Mass System Analysis

Optimization of Rotating Machines Vibrations Limits by the Spring - Mass System Analysis Joural of aerials Sciece ad Egieerig B 5 (7-8 (5 - doi: 765/6-6/57-8 D DAVID PUBLISHING Opimizaio of Roaig achies Vibraios Limis by he Sprig - ass Sysem Aalysis BENDJAIA Belacem sila, Algéria Absrac: The

More information

Fresnel Dragging Explained

Fresnel Dragging Explained Fresel Draggig Explaied 07/05/008 Decla Traill Decla@espace.e.au The Fresel Draggig Coefficie required o explai he resul of he Fizeau experime ca be easily explaied by usig he priciples of Eergy Field

More information

λiv Av = 0 or ( λi Av ) = 0. In order for a vector v to be an eigenvector, it must be in the kernel of λi

λiv Av = 0 or ( λi Av ) = 0. In order for a vector v to be an eigenvector, it must be in the kernel of λi Liear lgebra Lecure #9 Noes This week s lecure focuses o wha migh be called he srucural aalysis of liear rasformaios Wha are he irisic properies of a liear rasformaio? re here ay fixed direcios? The discussio

More information

Electrical Engineering Department Network Lab.

Electrical Engineering Department Network Lab. Par:- Elecrical Egieerig Deparme Nework Lab. Deermiaio of differe parameers of -por eworks ad verificaio of heir ierrelaio ships. Objecive: - To deermie Y, ad ABD parameers of sigle ad cascaded wo Por

More information

If boundary values are necessary, they are called mixed initial-boundary value problems. Again, the simplest prototypes of these IV problems are:

If boundary values are necessary, they are called mixed initial-boundary value problems. Again, the simplest prototypes of these IV problems are: 3. Iiial value problems: umerical soluio Fiie differeces - Trucaio errors, cosisecy, sabiliy ad covergece Crieria for compuaioal sabiliy Explici ad implici ime schemes Table of ime schemes Hyperbolic ad

More information

Comparison between Fourier and Corrected Fourier Series Methods

Comparison between Fourier and Corrected Fourier Series Methods Malaysia Joural of Mahemaical Scieces 7(): 73-8 (13) MALAYSIAN JOURNAL OF MATHEMATICAL SCIENCES Joural homepage: hp://eispem.upm.edu.my/oural Compariso bewee Fourier ad Correced Fourier Series Mehods 1

More information

Big O Notation for Time Complexity of Algorithms

Big O Notation for Time Complexity of Algorithms BRONX COMMUNITY COLLEGE of he Ciy Uiversiy of New York DEPARTMENT OF MATHEMATICS AND COMPUTER SCIENCE CSI 33 Secio E01 Hadou 1 Fall 2014 Sepember 3, 2014 Big O Noaio for Time Complexiy of Algorihms Time

More information

Problems and Solutions for Section 3.2 (3.15 through 3.25)

Problems and Solutions for Section 3.2 (3.15 through 3.25) 3-7 Problems ad Soluios for Secio 3 35 hrough 35 35 Calculae he respose of a overdamped sigle-degree-of-freedom sysem o a arbirary o-periodic exciaio Soluio: From Equaio 3: x = # F! h "! d! For a overdamped

More information

ODEs II, Supplement to Lectures 6 & 7: The Jordan Normal Form: Solving Autonomous, Homogeneous Linear Systems. April 2, 2003

ODEs II, Supplement to Lectures 6 & 7: The Jordan Normal Form: Solving Autonomous, Homogeneous Linear Systems. April 2, 2003 ODEs II, Suppleme o Lecures 6 & 7: The Jorda Normal Form: Solvig Auoomous, Homogeeous Liear Sysems April 2, 23 I his oe, we describe he Jorda ormal form of a marix ad use i o solve a geeral homogeeous

More information

Economics 8723 Macroeconomic Theory Problem Set 2 Professor Sanjay Chugh Spring 2017

Economics 8723 Macroeconomic Theory Problem Set 2 Professor Sanjay Chugh Spring 2017 Deparme of Ecoomics The Ohio Sae Uiversiy Ecoomics 8723 Macroecoomic Theory Problem Se 2 Professor Sajay Chugh Sprig 207 Labor Icome Taxes, Nash-Bargaied Wages, ad Proporioally-Bargaied Wages. I a ecoomy

More information

BEST LINEAR FORECASTS VS. BEST POSSIBLE FORECASTS

BEST LINEAR FORECASTS VS. BEST POSSIBLE FORECASTS BEST LINEAR FORECASTS VS. BEST POSSIBLE FORECASTS Opimal ear Forecasig Alhough we have o meioed hem explicily so far i he course, here are geeral saisical priciples for derivig he bes liear forecas, ad

More information

F D D D D F. smoothed value of the data including Y t the most recent data.

F D D D D F. smoothed value of the data including Y t the most recent data. Module 2 Forecasig 1. Wha is forecasig? Forecasig is defied as esimaig he fuure value ha a parameer will ake. Mos scieific forecasig mehods forecas he fuure value usig pas daa. I Operaios Maageme forecasig

More information

11. Adaptive Control in the Presence of Bounded Disturbances Consider MIMO systems in the form,

11. Adaptive Control in the Presence of Bounded Disturbances Consider MIMO systems in the form, Lecure 6. Adapive Corol i he Presece of Bouded Disurbaces Cosider MIMO sysems i he form, x Aref xbu x Bref ycmd (.) y Cref x operaig i he presece of a bouded ime-depede disurbace R. All he assumpios ad

More information

Harmonic excitation (damped)

Harmonic excitation (damped) Harmoic eciaio damped k m cos EOM: m&& c& k cos c && ζ & f cos The respose soluio ca be separaed io par;. Homogeeous soluio h. Paricular soluio p h p & ζ & && ζ & f cos Homogeeous soluio Homogeeous soluio

More information

B. Maddah INDE 504 Simulation 09/02/17

B. Maddah INDE 504 Simulation 09/02/17 B. Maddah INDE 54 Simulaio 9/2/7 Queueig Primer Wha is a queueig sysem? A queueig sysem cosiss of servers (resources) ha provide service o cusomers (eiies). A Cusomer requesig service will sar service

More information

A Two-Level Quantum Analysis of ERP Data for Mock-Interrogation Trials. Michael Schillaci Jennifer Vendemia Robert Buzan Eric Green

A Two-Level Quantum Analysis of ERP Data for Mock-Interrogation Trials. Michael Schillaci Jennifer Vendemia Robert Buzan Eric Green A Two-Level Quaum Aalysis of ERP Daa for Mock-Ierrogaio Trials Michael Schillaci Jeifer Vedemia Rober Buza Eric Gree Oulie Experimeal Paradigm 4 Low Workload; Sigle Sessio; 39 8 High Workload; Muliple

More information

David Randall. ( )e ikx. k = u x,t. u( x,t)e ikx dx L. x L /2. Recall that the proof of (1) and (2) involves use of the orthogonality condition.

David Randall. ( )e ikx. k = u x,t. u( x,t)e ikx dx L. x L /2. Recall that the proof of (1) and (2) involves use of the orthogonality condition. ! Revised April 21, 2010 1:27 P! 1 Fourier Series David Radall Assume ha u( x,) is real ad iegrable If he domai is periodic, wih period L, we ca express u( x,) exacly by a Fourier series expasio: ( ) =

More information

10.3 Autocorrelation Function of Ergodic RP 10.4 Power Spectral Density of Ergodic RP 10.5 Normal RP (Gaussian RP)

10.3 Autocorrelation Function of Ergodic RP 10.4 Power Spectral Density of Ergodic RP 10.5 Normal RP (Gaussian RP) ENGG450 Probabiliy ad Saisics for Egieers Iroducio 3 Probabiliy 4 Probabiliy disribuios 5 Probabiliy Desiies Orgaizaio ad descripio of daa 6 Samplig disribuios 7 Ifereces cocerig a mea 8 Comparig wo reames

More information

The Solution of the One Species Lotka-Volterra Equation Using Variational Iteration Method ABSTRACT INTRODUCTION

The Solution of the One Species Lotka-Volterra Equation Using Variational Iteration Method ABSTRACT INTRODUCTION Malaysia Joural of Mahemaical Scieces 2(2): 55-6 (28) The Soluio of he Oe Species Loka-Volerra Equaio Usig Variaioal Ieraio Mehod B. Baiha, M.S.M. Noorai, I. Hashim School of Mahemaical Scieces, Uiversii

More information

12 Getting Started With Fourier Analysis

12 Getting Started With Fourier Analysis Commuicaios Egieerig MSc - Prelimiary Readig Geig Sared Wih Fourier Aalysis Fourier aalysis is cocered wih he represeaio of sigals i erms of he sums of sie, cosie or complex oscillaio waveforms. We ll

More information

Samuel Sindayigaya 1, Nyongesa L. Kennedy 2, Adu A.M. Wasike 3

Samuel Sindayigaya 1, Nyongesa L. Kennedy 2, Adu A.M. Wasike 3 Ieraioal Joural of Saisics ad Aalysis. ISSN 48-9959 Volume 6, Number (6, pp. -8 Research Idia Publicaios hp://www.ripublicaio.com The Populaio Mea ad is Variace i he Presece of Geocide for a Simple Birh-Deah-

More information

1. Solve by the method of undetermined coefficients and by the method of variation of parameters. (4)

1. Solve by the method of undetermined coefficients and by the method of variation of parameters. (4) 7 Differeial equaios Review Solve by he mehod of udeermied coefficies ad by he mehod of variaio of parameers (4) y y = si Soluio; we firs solve he homogeeous equaio (4) y y = 4 The correspodig characerisic

More information

1 Notes on Little s Law (l = λw)

1 Notes on Little s Law (l = λw) Copyrigh c 26 by Karl Sigma Noes o Lile s Law (l λw) We cosider here a famous ad very useful law i queueig heory called Lile s Law, also kow as l λw, which assers ha he ime average umber of cusomers i

More information

BE.430 Tutorial: Linear Operator Theory and Eigenfunction Expansion

BE.430 Tutorial: Linear Operator Theory and Eigenfunction Expansion BE.43 Tuorial: Liear Operaor Theory ad Eigefucio Expasio (adaped fro Douglas Lauffeburger) 9//4 Moivaig proble I class, we ecouered parial differeial equaios describig rasie syses wih cheical diffusio.

More information

Manipulations involving the signal amplitude (dependent variable).

Manipulations involving the signal amplitude (dependent variable). Oulie Maipulaio of discree ime sigals: Maipulaios ivolvig he idepede variable : Shifed i ime Operaios. Foldig, reflecio or ime reversal. Time Scalig. Maipulaios ivolvig he sigal ampliude (depede variable).

More information

Vibration 2-1 MENG331

Vibration 2-1 MENG331 Vibraio MENG33 Roos of Char. Eq. of DOF m,c,k sysem for λ o he splae λ, ζ ± ζ FIG..5 Dampig raios of commo maerials 3 4 T d T d / si cos B B e d d ζ ˆ ˆ d T N e B e B ζ ζ d T T w w e e e B e B ˆ ˆ ζ ζ

More information

Clock Skew and Signal Representation

Clock Skew and Signal Representation Clock Skew ad Sigal Represeaio Ch. 7 IBM Power 4 Chip 0/7/004 08 frequecy domai Program Iroducio ad moivaio Sequeial circuis, clock imig, Basic ools for frequecy domai aalysis Fourier series sigal represeaio

More information

Online Supplement to Reactive Tabu Search in a Team-Learning Problem

Online Supplement to Reactive Tabu Search in a Team-Learning Problem Olie Suppleme o Reacive abu Search i a eam-learig Problem Yueli She School of Ieraioal Busiess Admiisraio, Shaghai Uiversiy of Fiace ad Ecoomics, Shaghai 00433, People s Republic of Chia, she.yueli@mail.shufe.edu.c

More information

Section 8 Convolution and Deconvolution

Section 8 Convolution and Deconvolution APPLICATIONS IN SIGNAL PROCESSING Secio 8 Covoluio ad Decovoluio This docume illusraes several echiques for carryig ou covoluio ad decovoluio i Mahcad. There are several operaors available for hese fucios:

More information

A Complex Neural Network Algorithm for Computing the Largest Real Part Eigenvalue and the corresponding Eigenvector of a Real Matrix

A Complex Neural Network Algorithm for Computing the Largest Real Part Eigenvalue and the corresponding Eigenvector of a Real Matrix 4h Ieraioal Coferece o Sesors, Mecharoics ad Auomaio (ICSMA 06) A Complex Neural Newor Algorihm for Compuig he Larges eal Par Eigevalue ad he correspodig Eigevecor of a eal Marix HANG AN, a, XUESONG LIANG,

More information

Extremal graph theory II: K t and K t,t

Extremal graph theory II: K t and K t,t Exremal graph heory II: K ad K, Lecure Graph Theory 06 EPFL Frak de Zeeuw I his lecure, we geeralize he wo mai heorems from he las lecure, from riagles K 3 o complee graphs K, ad from squares K, o complee

More information

OLS bias for econometric models with errors-in-variables. The Lucas-critique Supplementary note to Lecture 17

OLS bias for econometric models with errors-in-variables. The Lucas-critique Supplementary note to Lecture 17 OLS bias for ecoomeric models wih errors-i-variables. The Lucas-criique Supplemeary oe o Lecure 7 RNy May 6, 03 Properies of OLS i RE models I Lecure 7 we discussed he followig example of a raioal expecaios

More information

Four equations describe the dynamic solution to RBC model. Consumption-leisure efficiency condition. Consumption-investment efficiency condition

Four equations describe the dynamic solution to RBC model. Consumption-leisure efficiency condition. Consumption-investment efficiency condition LINEARIZING AND APPROXIMATING THE RBC MODEL SEPTEMBER 7, 200 For f( x, y, z ), mulivariable Taylor liear expasio aroud ( x, yz, ) f ( x, y, z) f( x, y, z) + f ( x, y, z)( x x) + f ( x, y, z)( y y) + f

More information

Calculus BC 2015 Scoring Guidelines

Calculus BC 2015 Scoring Guidelines AP Calculus BC 5 Scorig Guidelies 5 The College Board. College Board, Advaced Placeme Program, AP, AP Ceral, ad he acor logo are regisered rademarks of he College Board. AP Ceral is he official olie home

More information

Notes 03 largely plagiarized by %khc

Notes 03 largely plagiarized by %khc 1 1 Discree-Time Covoluio Noes 03 largely plagiarized by %khc Le s begi our discussio of covoluio i discree-ime, sice life is somewha easier i ha domai. We sar wih a sigal x[] ha will be he ipu io our

More information

Time Dependent Queuing

Time Dependent Queuing Time Depede Queuig Mark S. Daski Deparme of IE/MS, Norhweser Uiversiy Evaso, IL 628 Sprig, 26 Oulie Will look a M/M/s sysem Numerically iegraio of Chapma- Kolmogorov equaios Iroducio o Time Depede Queue

More information

C(p, ) 13 N. Nuclear reactions generate energy create new isotopes and elements. Notation for stellar rates: p 12

C(p, ) 13 N. Nuclear reactions generate energy create new isotopes and elements. Notation for stellar rates: p 12 Iroducio o sellar reacio raes Nuclear reacios geerae eergy creae ew isoopes ad elemes Noaio for sellar raes: p C 3 N C(p,) 3 N The heavier arge ucleus (Lab: arge) he ligher icomig projecile (Lab: beam)

More information

Vibration damping of the cantilever beam with the use of the parametric excitation

Vibration damping of the cantilever beam with the use of the parametric excitation The s Ieraioal Cogress o Soud ad Vibraio 3-7 Jul, 4, Beijig/Chia Vibraio dampig of he cailever beam wih he use of he parameric exciaio Jiří TŮMA, Pavel ŠURÁNE, Miroslav MAHDA VSB Techical Uiversi of Osrava

More information

Comparisons Between RV, ARV and WRV

Comparisons Between RV, ARV and WRV Comparisos Bewee RV, ARV ad WRV Cao Gag,Guo Migyua School of Maageme ad Ecoomics, Tiaji Uiversiy, Tiaji,30007 Absrac: Realized Volailiy (RV) have bee widely used sice i was pu forward by Aderso ad Bollerslev

More information

A Generalized Cost Malmquist Index to the Productivities of Units with Negative Data in DEA

A Generalized Cost Malmquist Index to the Productivities of Units with Negative Data in DEA Proceedigs of he 202 Ieraioal Coferece o Idusrial Egieerig ad Operaios Maageme Isabul, urey, July 3 6, 202 A eeralized Cos Malmquis Ide o he Produciviies of Uis wih Negaive Daa i DEA Shabam Razavya Deparme

More information

A THREE-DIMENSIONAL SECTOR MODEL FOR SOLID FLOW IN A BLAST FURNACE GEOMETRY

A THREE-DIMENSIONAL SECTOR MODEL FOR SOLID FLOW IN A BLAST FURNACE GEOMETRY A THREE-DIMENSIONAL SECTOR MODEL FOR SOLID FLOW IN A BLAST FURNACE GEOMETRY W.J. Yag 1) Z.Y. Zhou 1) A.B. Yu 1) ad D. Piso ) 1 Laboraory for Simulaio ad Modellig of Pariculae Sysems School of Maerials

More information

Dynamic h-index: the Hirsch index in function of time

Dynamic h-index: the Hirsch index in function of time Dyamic h-idex: he Hirsch idex i fucio of ime by L. Egghe Uiversiei Hassel (UHassel), Campus Diepebeek, Agoralaa, B-3590 Diepebeek, Belgium ad Uiversiei Awerpe (UA), Campus Drie Eike, Uiversieisplei, B-260

More information

5.74 Introductory Quantum Mechanics II

5.74 Introductory Quantum Mechanics II MIT OpeCourseWare hp://ocw.mi.edu 5.74 Iroducory Quaum Mechaics II Sprig 009 For iformaio aou ciig hese maerials or our Terms of Use, visi: hp://ocw.mi.edu/erms. drei Tokmakoff, MIT Deparme of Chemisry,

More information

Inverse Heat Conduction Problem in a Semi-Infinite Circular Plate and its Thermal Deflection by Quasi-Static Approach

Inverse Heat Conduction Problem in a Semi-Infinite Circular Plate and its Thermal Deflection by Quasi-Static Approach Available a hp://pvamu.edu/aam Appl. Appl. Mah. ISSN: 93-9466 Vol. 5 Issue ue pp. 7 Previously Vol. 5 No. Applicaios ad Applied Mahemaics: A Ieraioal oural AAM Iverse Hea Coducio Problem i a Semi-Ifiie

More information

Available online at ScienceDirect. Procedia Computer Science 103 (2017 ) 67 74

Available online at   ScienceDirect. Procedia Computer Science 103 (2017 ) 67 74 Available olie a www.sciecedirec.com ScieceDirec Procedia Compuer Sciece 03 (07 67 74 XIIh Ieraioal Symposium «Iellige Sysems» INELS 6 5-7 Ocober 06 Moscow Russia Real-ime aerodyamic parameer ideificaio

More information

EGR 544 Communication Theory

EGR 544 Communication Theory EGR 544 Commuicaio heory 7. Represeaio of Digially Modulaed Sigals II Z. Aliyazicioglu Elecrical ad Compuer Egieerig Deparme Cal Poly Pomoa Represeaio of Digial Modulaio wih Memory Liear Digial Modulaio

More information

LINEAR APPROXIMATION OF THE BASELINE RBC MODEL JANUARY 29, 2013

LINEAR APPROXIMATION OF THE BASELINE RBC MODEL JANUARY 29, 2013 LINEAR APPROXIMATION OF THE BASELINE RBC MODEL JANUARY 29, 203 Iroducio LINEARIZATION OF THE RBC MODEL For f( x, y, z ) = 0, mulivariable Taylor liear expasio aroud f( x, y, z) f( x, y, z) + f ( x, y,

More information

6/10/2014. Definition. Time series Data. Time series Graph. Components of time series. Time series Seasonal. Time series Trend

6/10/2014. Definition. Time series Data. Time series Graph. Components of time series. Time series Seasonal. Time series Trend 6//4 Defiiio Time series Daa A ime series Measures he same pheomeo a equal iervals of ime Time series Graph Compoes of ime series 5 5 5-5 7 Q 7 Q 7 Q 3 7 Q 4 8 Q 8 Q 8 Q 3 8 Q 4 9 Q 9 Q 9 Q 3 9 Q 4 Q Q

More information

Energy Density / Energy Flux / Total Energy in 1D. Key Mathematics: density, flux, and the continuity equation.

Energy Density / Energy Flux / Total Energy in 1D. Key Mathematics: density, flux, and the continuity equation. ecure Phys 375 Eergy Desiy / Eergy Flu / oal Eergy i D Overview ad Moivaio: Fro your sudy of waves i iroducory physics you should be aware ha waves ca raspor eergy fro oe place o aoher cosider he geeraio

More information

STK4080/9080 Survival and event history analysis

STK4080/9080 Survival and event history analysis STK48/98 Survival ad eve hisory aalysis Marigales i discree ime Cosider a sochasic process The process M is a marigale if Lecure 3: Marigales ad oher sochasic processes i discree ime (recap) where (formally

More information

Math-303 Chapter 7 Linear systems of ODE November 16, Chapter 7. Systems of 1 st Order Linear Differential Equations.

Math-303 Chapter 7 Linear systems of ODE November 16, Chapter 7. Systems of 1 st Order Linear Differential Equations. Mah-33 Chaper 7 Liear sysems of ODE November 6, 7 Chaper 7 Sysems of s Order Liear Differeial Equaios saddle poi λ >, λ < Mah-33 Chaper 7 Liear sysems of ODE November 6, 7 Mah-33 Chaper 7 Liear sysems

More information

CLOSED FORM EVALUATION OF RESTRICTED SUMS CONTAINING SQUARES OF FIBONOMIAL COEFFICIENTS

CLOSED FORM EVALUATION OF RESTRICTED SUMS CONTAINING SQUARES OF FIBONOMIAL COEFFICIENTS PB Sci Bull, Series A, Vol 78, Iss 4, 2016 ISSN 1223-7027 CLOSED FORM EVALATION OF RESTRICTED SMS CONTAINING SQARES OF FIBONOMIAL COEFFICIENTS Emrah Kılıc 1, Helmu Prodiger 2 We give a sysemaic approach

More information

Lecture 15: Three-tank Mixing and Lead Poisoning

Lecture 15: Three-tank Mixing and Lead Poisoning Lecure 15: Three-ak Miig ad Lead Poisoig Eigevalues ad eigevecors will be used o fid he soluio of a sysem for ukow fucios ha saisfy differeial equaios The ukow fucios will be wrie as a 1 colum vecor [

More information

MODERN CONTROL SYSTEMS

MODERN CONTROL SYSTEMS MODERN CONTROL SYSTEMS Lecure 9, Sae Space Repreeaio Emam Fahy Deparme of Elecrical ad Corol Egieerig email: emfmz@aa.edu hp://www.aa.edu/cv.php?dip_ui=346&er=6855 Trafer Fucio Limiaio TF = O/P I/P ZIC

More information

Math 6710, Fall 2016 Final Exam Solutions

Math 6710, Fall 2016 Final Exam Solutions Mah 67, Fall 6 Fial Exam Soluios. Firs, a sude poied ou a suble hig: if P (X i p >, he X + + X (X + + X / ( evaluaes o / wih probabiliy p >. This is roublesome because a radom variable is supposed o be

More information

FOR 496 / 796 Introduction to Dendrochronology. Lab exercise #4: Tree-ring Reconstruction of Precipitation

FOR 496 / 796 Introduction to Dendrochronology. Lab exercise #4: Tree-ring Reconstruction of Precipitation FOR 496 Iroducio o Dedrochroology Fall 004 FOR 496 / 796 Iroducio o Dedrochroology Lab exercise #4: Tree-rig Recosrucio of Precipiaio Adaped from a exercise developed by M.K. Cleavelad ad David W. Sahle,

More information

S n. = n. Sum of first n terms of an A. P is

S n. = n. Sum of first n terms of an A. P is PROGREION I his secio we discuss hree impora series amely ) Arihmeic Progressio (A.P), ) Geomeric Progressio (G.P), ad 3) Harmoic Progressio (H.P) Which are very widely used i biological scieces ad humaiies.

More information

LINEAR APPROXIMATION OF THE BASELINE RBC MODEL SEPTEMBER 17, 2013

LINEAR APPROXIMATION OF THE BASELINE RBC MODEL SEPTEMBER 17, 2013 LINEAR APPROXIMATION OF THE BASELINE RBC MODEL SEPTEMBER 7, 203 Iroducio LINEARIZATION OF THE RBC MODEL For f( xyz,, ) = 0, mulivariable Taylor liear expasio aroud f( xyz,, ) f( xyz,, ) + f( xyz,, )( x

More information

Solutions Manual 4.1. nonlinear. 4.2 The Fourier Series is: and the fundamental frequency is ω 2π

Solutions Manual 4.1. nonlinear. 4.2 The Fourier Series is: and the fundamental frequency is ω 2π Soluios Maual. (a) (b) (c) (d) (e) (f) (g) liear oliear liear liear oliear oliear liear. The Fourier Series is: F () 5si( ) ad he fudameal frequecy is ω f ----- H z.3 Sice V rms V ad f 6Hz, he Fourier

More information

CS623: Introduction to Computing with Neural Nets (lecture-10) Pushpak Bhattacharyya Computer Science and Engineering Department IIT Bombay

CS623: Introduction to Computing with Neural Nets (lecture-10) Pushpak Bhattacharyya Computer Science and Engineering Department IIT Bombay CS6: Iroducio o Compuig ih Neural Nes lecure- Pushpak Bhaacharyya Compuer Sciece ad Egieerig Deparme IIT Bombay Tilig Algorihm repea A kid of divide ad coquer sraegy Give he classes i he daa, ru he percepro

More information

Mean Square Convergent Finite Difference Scheme for Stochastic Parabolic PDEs

Mean Square Convergent Finite Difference Scheme for Stochastic Parabolic PDEs America Joural of Compuaioal Mahemaics, 04, 4, 80-88 Published Olie Sepember 04 i SciRes. hp://www.scirp.org/joural/ajcm hp://dx.doi.org/0.436/ajcm.04.4404 Mea Square Coverge Fiie Differece Scheme for

More information

A TAUBERIAN THEOREM FOR THE WEIGHTED MEAN METHOD OF SUMMABILITY

A TAUBERIAN THEOREM FOR THE WEIGHTED MEAN METHOD OF SUMMABILITY U.P.B. Sci. Bull., Series A, Vol. 78, Iss. 2, 206 ISSN 223-7027 A TAUBERIAN THEOREM FOR THE WEIGHTED MEAN METHOD OF SUMMABILITY İbrahim Çaak I his paper we obai a Tauberia codiio i erms of he weighed classical

More information

6.01: Introduction to EECS I Lecture 3 February 15, 2011

6.01: Introduction to EECS I Lecture 3 February 15, 2011 6.01: Iroducio o EECS I Lecure 3 February 15, 2011 6.01: Iroducio o EECS I Sigals ad Sysems Module 1 Summary: Sofware Egieerig Focused o absracio ad modulariy i sofware egieerig. Topics: procedures, daa

More information

State and Parameter Estimation of The Lorenz System In Existence of Colored Noise

State and Parameter Estimation of The Lorenz System In Existence of Colored Noise Sae ad Parameer Esimaio of he Lorez Sysem I Eisece of Colored Noise Mozhga Mombeii a Hamid Khaloozadeh b a Elecrical Corol ad Sysem Egieerig Researcher of Isiue for Research i Fudameal Scieces (IPM ehra

More information

Local Influence Diagnostics of Replicated Data with Measurement Errors

Local Influence Diagnostics of Replicated Data with Measurement Errors ISSN 76-7659 Eglad UK Joural of Iformaio ad Compuig Sciece Vol. No. 8 pp.7-8 Local Ifluece Diagosics of Replicaed Daa wih Measureme Errors Jigig Lu Hairog Li Chuzheg Cao School of Mahemaics ad Saisics

More information

14.02 Principles of Macroeconomics Fall 2005

14.02 Principles of Macroeconomics Fall 2005 14.02 Priciples of Macroecoomics Fall 2005 Quiz 2 Tuesday, November 8, 2005 7:30 PM 9 PM Please, aswer he followig quesios. Wrie your aswers direcly o he quiz. You ca achieve a oal of 100 pois. There are

More information

Journal of Mechanical Science and Technology 23 (2009) 1058~1064. Dynamic behaviors of nonlinear fractional-order differential oscillator

Journal of Mechanical Science and Technology 23 (2009) 1058~1064. Dynamic behaviors of nonlinear fractional-order differential oscillator Joural of Mechaical Sciece ad Techology 3 (9) 58~64 Joural of Mechaical Sciece ad Techology www.sprigerlik.com/coe/738-494x DOI.7/s6-9-34-4 Dyamic behaviors of oliear fracioal-order differeial oscillaor

More information

A Novel Approach for Solving Burger s Equation

A Novel Approach for Solving Burger s Equation Available a hp://pvamu.edu/aam Appl. Appl. Mah. ISSN: 93-9466 Vol. 9, Issue (December 4), pp. 54-55 Applicaios ad Applied Mahemaics: A Ieraioal Joural (AAM) A Novel Approach for Solvig Burger s Equaio

More information

CHAPTER 2 TORSIONAL VIBRATIONS

CHAPTER 2 TORSIONAL VIBRATIONS Dr Tiwari, Associae Professor, De. of Mechaical Egg., T Guwahai, (riwari@iig.ere.i) CHAPTE TOSONAL VBATONS Torsioal vibraios is redomia wheever here is large discs o relaively hi shafs (e.g. flywheel of

More information

FIXED FUZZY POINT THEOREMS IN FUZZY METRIC SPACE

FIXED FUZZY POINT THEOREMS IN FUZZY METRIC SPACE Mohia & Samaa, Vol. 1, No. II, December, 016, pp 34-49. ORIGINAL RESEARCH ARTICLE OPEN ACCESS FIED FUZZY POINT THEOREMS IN FUZZY METRIC SPACE 1 Mohia S. *, Samaa T. K. 1 Deparme of Mahemaics, Sudhir Memorial

More information

METHOD OF THE EQUIVALENT BOUNDARY CONDITIONS IN THE UNSTEADY PROBLEM FOR ELASTIC DIFFUSION LAYER

METHOD OF THE EQUIVALENT BOUNDARY CONDITIONS IN THE UNSTEADY PROBLEM FOR ELASTIC DIFFUSION LAYER Maerials Physics ad Mechaics 3 (5) 36-4 Received: March 7 5 METHOD OF THE EQUIVAENT BOUNDARY CONDITIONS IN THE UNSTEADY PROBEM FOR EASTIC DIFFUSION AYER A.V. Zemsov * D.V. Tarlaovsiy Moscow Aviaio Isiue

More information

L-functions and Class Numbers

L-functions and Class Numbers L-fucios ad Class Numbers Sude Number Theory Semiar S. M.-C. 4 Sepember 05 We follow Romyar Sharifi s Noes o Iwasawa Theory, wih some help from Neukirch s Algebraic Number Theory. L-fucios of Dirichle

More information

Review Exercises for Chapter 9

Review Exercises for Chapter 9 0_090R.qd //0 : PM Page 88 88 CHAPTER 9 Ifiie Series I Eercises ad, wrie a epressio for he h erm of he sequece..,., 5, 0,,,, 0,... 7,... I Eercises, mach he sequece wih is graph. [The graphs are labeled

More information

Solutions to selected problems from the midterm exam Math 222 Winter 2015

Solutions to selected problems from the midterm exam Math 222 Winter 2015 Soluios o seleced problems from he miderm eam Mah Wier 5. Derive he Maclauri series for he followig fucios. (cf. Pracice Problem 4 log( + (a L( d. Soluio: We have he Maclauri series log( + + 3 3 4 4 +...,

More information

Numerical Solution of Parabolic Volterra Integro-Differential Equations via Backward-Euler Scheme

Numerical Solution of Parabolic Volterra Integro-Differential Equations via Backward-Euler Scheme America Joural of Compuaioal ad Applied Maemaics, (6): 77-8 DOI:.59/.acam.6. Numerical Soluio of Parabolic Volerra Iegro-Differeial Equaios via Bacward-Euler Sceme Ali Filiz Deparme of Maemaics, Ada Mederes

More information

6.003: Signals and Systems

6.003: Signals and Systems 6.003: Sigals ad Sysems Lecure 8 March 2, 2010 6.003: Sigals ad Sysems Mid-erm Examiaio #1 Tomorrow, Wedesday, March 3, 7:30-9:30pm. No reciaios omorrow. Coverage: Represeaios of CT ad DT Sysems Lecures

More information

Approximating Solutions for Ginzburg Landau Equation by HPM and ADM

Approximating Solutions for Ginzburg Landau Equation by HPM and ADM Available a hp://pvamu.edu/aam Appl. Appl. Mah. ISSN: 193-9466 Vol. 5, No. Issue (December 1), pp. 575 584 (Previously, Vol. 5, Issue 1, pp. 167 1681) Applicaios ad Applied Mahemaics: A Ieraioal Joural

More information

INTEGER INTERVAL VALUE OF NEWTON DIVIDED DIFFERENCE AND FORWARD AND BACKWARD INTERPOLATION FORMULA

INTEGER INTERVAL VALUE OF NEWTON DIVIDED DIFFERENCE AND FORWARD AND BACKWARD INTERPOLATION FORMULA Volume 8 No. 8, 45-54 ISSN: 34-3395 (o-lie versio) url: hp://www.ijpam.eu ijpam.eu INTEGER INTERVAL VALUE OF NEWTON DIVIDED DIFFERENCE AND FORWARD AND BACKWARD INTERPOLATION FORMULA A.Arul dass M.Dhaapal

More information

Wave Equation! ( ) with! b = 0; a =1; c = c 2. ( ) = det ( ) = 0. α = ±c. α = 1 2a b ± b2 4ac. c 2. u = f. v = f x ; t c v. t u. x t. t x = 2 f.

Wave Equation! ( ) with! b = 0; a =1; c = c 2. ( ) = det ( ) = 0. α = ±c. α = 1 2a b ± b2 4ac. c 2. u = f. v = f x ; t c v. t u. x t. t x = 2 f. Compuaioal Fluid Dyamics p://www.d.edu/~gryggva/cfd-course/ Compuaioal Fluid Dyamics Wave equaio Wave Equaio c Firs wrie e equaio as a sysem o irs order equaios Iroduce u ; v ; Gréar Tryggvaso Sprig yieldig

More information

Research Article A Generalized Nonlinear Sum-Difference Inequality of Product Form

Research Article A Generalized Nonlinear Sum-Difference Inequality of Product Form Joural of Applied Mahemaics Volume 03, Aricle ID 47585, 7 pages hp://dx.doi.org/0.55/03/47585 Research Aricle A Geeralized Noliear Sum-Differece Iequaliy of Produc Form YogZhou Qi ad Wu-Sheg Wag School

More information

The Eigen Function of Linear Systems

The Eigen Function of Linear Systems 1/25/211 The Eige Fucio of Liear Sysems.doc 1/7 The Eige Fucio of Liear Sysems Recall ha ha we ca express (expad) a ime-limied sigal wih a weighed summaio of basis fucios: v ( ) a ψ ( ) = where v ( ) =

More information

Evaluation of the Seismic Energy Demand for Asymmetric-Plan Buildings Subjected to Bi- Directional Ground Motions

Evaluation of the Seismic Energy Demand for Asymmetric-Plan Buildings Subjected to Bi- Directional Ground Motions Evaluaio of he Seismic Eergy Demad for Asymmeric-Pla Buildigs Subjeced o Bi- Direcioal Groud Moios Jui-Liag Li & Keh-Chyua sai Naioal Ceer for Research o Earhquae Egieerig aipei aiwa R.O.C. 9 NZSEE Coferece

More information

Pure Math 30: Explained!

Pure Math 30: Explained! ure Mah : Explaied! www.puremah.com 6 Logarihms Lesso ar Basic Expoeial Applicaios Expoeial Growh & Decay: Siuaios followig his ype of chage ca be modeled usig he formula: (b) A = Fuure Amou A o = iial

More information

Fourier transform. Continuous-time Fourier transform (CTFT) ω ω

Fourier transform. Continuous-time Fourier transform (CTFT) ω ω Fourier rasform Coiuous-ime Fourier rasform (CTFT P. Deoe ( he Fourier rasform of he sigal x(. Deermie he followig values, wihou compuig (. a (0 b ( d c ( si d ( d d e iverse Fourier rasform for Re { (

More information

Extended Laguerre Polynomials

Extended Laguerre Polynomials I J Coemp Mah Scieces, Vol 7, 1, o, 189 194 Exeded Laguerre Polyomials Ada Kha Naioal College of Busiess Admiisraio ad Ecoomics Gulberg-III, Lahore, Pakisa adakhaariq@gmailcom G M Habibullah Naioal College

More information

The analysis of the method on the one variable function s limit Ke Wu

The analysis of the method on the one variable function s limit Ke Wu Ieraioal Coferece o Advaces i Mechaical Egieerig ad Idusrial Iformaics (AMEII 5) The aalysis of he mehod o he oe variable fucio s i Ke Wu Deparme of Mahemaics ad Saisics Zaozhuag Uiversiy Zaozhuag 776

More information

CSE 241 Algorithms and Data Structures 10/14/2015. Skip Lists

CSE 241 Algorithms and Data Structures 10/14/2015. Skip Lists CSE 41 Algorihms ad Daa Srucures 10/14/015 Skip Liss This hadou gives he skip lis mehods ha we discussed i class. A skip lis is a ordered, doublyliked lis wih some exra poiers ha allow us o jump over muliple

More information

Available online at J. Math. Comput. Sci. 4 (2014), No. 4, ISSN:

Available online at   J. Math. Comput. Sci. 4 (2014), No. 4, ISSN: Available olie a hp://sci.org J. Mah. Compu. Sci. 4 (2014), No. 4, 716-727 ISSN: 1927-5307 ON ITERATIVE TECHNIQUES FOR NUMERICAL SOLUTIONS OF LINEAR AND NONLINEAR DIFFERENTIAL EQUATIONS S.O. EDEKI *, A.A.

More information

Some Properties of Semi-E-Convex Function and Semi-E-Convex Programming*

Some Properties of Semi-E-Convex Function and Semi-E-Convex Programming* The Eighh Ieraioal Symposium o Operaios esearch ad Is Applicaios (ISOA 9) Zhagjiajie Chia Sepember 2 22 29 Copyrigh 29 OSC & APOC pp 33 39 Some Properies of Semi-E-Covex Fucio ad Semi-E-Covex Programmig*

More information

Lecture 15 First Properties of the Brownian Motion

Lecture 15 First Properties of the Brownian Motion Lecure 15: Firs Properies 1 of 8 Course: Theory of Probabiliy II Term: Sprig 2015 Isrucor: Gorda Zikovic Lecure 15 Firs Properies of he Browia Moio This lecure deals wih some of he more immediae properies

More information

Homotopy Analysis Method for Solving Fractional Sturm-Liouville Problems

Homotopy Analysis Method for Solving Fractional Sturm-Liouville Problems Ausralia Joural of Basic ad Applied Scieces, 4(1): 518-57, 1 ISSN 1991-8178 Homoopy Aalysis Mehod for Solvig Fracioal Surm-Liouville Problems 1 A Neamay, R Darzi, A Dabbaghia 1 Deparme of Mahemaics, Uiversiy

More information

Principles of Communications Lecture 1: Signals and Systems. Chih-Wei Liu 劉志尉 National Chiao Tung University

Principles of Communications Lecture 1: Signals and Systems. Chih-Wei Liu 劉志尉 National Chiao Tung University Priciples of Commuicaios Lecure : Sigals ad Sysems Chih-Wei Liu 劉志尉 Naioal Chiao ug Uiversiy cwliu@wis.ee.cu.edu.w Oulies Sigal Models & Classificaios Sigal Space & Orhogoal Basis Fourier Series &rasform

More information

Three Point Bending Analysis of a Mobile Phone Using LS-DYNA Explicit Integration Method

Three Point Bending Analysis of a Mobile Phone Using LS-DYNA Explicit Integration Method 9 h Ieraioal LS-DYNA Users Coerece Simulaio Techology (3) Three Poi Bedig Aalysis o a Mobile Phoe Usig LS-DYNA Explici Iegraio Mehod Feixia Pa, Jiase Zhu, Ai O. Helmie, Rami Vaaparas NOKIA Ic. Absrac I

More information

Four equations describe the dynamic solution to RBC model. Consumption-leisure efficiency condition. Consumption-investment efficiency condition

Four equations describe the dynamic solution to RBC model. Consumption-leisure efficiency condition. Consumption-investment efficiency condition LINEAR APPROXIMATION OF THE BASELINE RBC MODEL FEBRUARY, 202 Iroducio For f(, y, z ), mulivariable Taylor liear epasio aroud (, yz, ) f (, y, z) f(, y, z) + f (, y, z)( ) + f (, y, z)( y y) + f (, y, z)(

More information

Lecture 9: Polynomial Approximations

Lecture 9: Polynomial Approximations CS 70: Complexiy Theory /6/009 Lecure 9: Polyomial Approximaios Isrucor: Dieer va Melkebeek Scribe: Phil Rydzewski & Piramaayagam Arumuga Naiar Las ime, we proved ha o cosa deph circui ca evaluae he pariy

More information

Euler s Formula. Complex Numbers - Example. Complex Numbers - Example. Complex Numbers - Review. Complex Numbers - Review.

Euler s Formula. Complex Numbers - Example. Complex Numbers - Example. Complex Numbers - Review. Complex Numbers - Review. Chaper ahemaical ehods Slides o accompay lecures i Vibro-Acousic Desig i echaical Sysems by D. W. Herri Deparme of echaical Egieerig Lexigo, KY 456-5 el: 859-8-69 dherri@egr.uky.edu Euler s Formula he

More information

A STUDY OF INPUT MOBILITY FUNCTIONS AT A VIOLIN'S BRIDGE. Jie Pan and Robert Wilkins

A STUDY OF INPUT MOBILITY FUNCTIONS AT A VIOLIN'S BRIDGE. Jie Pan and Robert Wilkins ICSV14 Cairs Ausralia 9-12 July, 27 A STUDY OF INPUT MOBILITY FUNCTIONS AT A VIOLIN'S BRIDGE Jie Pa ad Rober Wilkis School of Mechaical Egieerig, Uiversiy of Weser Ausralia 35 Sirlig Highway, Crawley,

More information