PROPOSING INPUT-DEPENDENT MODE CONTRIBUTION FACTORS FOR SIMPLIFIED SEISMIC RESPONSE ANALYSIS OF BUILDING SYSTEMS

Size: px
Start display at page:

Download "PROPOSING INPUT-DEPENDENT MODE CONTRIBUTION FACTORS FOR SIMPLIFIED SEISMIC RESPONSE ANALYSIS OF BUILDING SYSTEMS"

Transcription

1 he 4 th World Coferece o Earthquake Egieerig October -7, 008, Beiig, Chia PROPOSING INPU-DEPENDEN ODE CONRIBUION FACORS FOR SIPLIFIED SEISIC RESPONSE ANALYSIS OF BUILDING SYSES ahmood Hosseii ad Laya Abbasi Associate Professor, Structural Egieerig Research Ceter, Iteratioal Istitute of Earthquake Egieerig ad Seismology (IIEES), ehra, Ira, hosseii@iiees.ac.ir Graduate Studet, Graduate Program o Earthquake Egieerig, Iteratioal Istitute of Earthquake Egieerig ad Seismology (IIEES), ehra, Ira, l.abbasi@iiees.ac.ir ABSRAC : Whe the excitatio frequecy at the base of a buildig is close to oe of its modal frequecies other tha its first mode, the cotributio of that mode i compariso with the first mode is much more comparig with other cases of excitatio, however, this fact is ot take ito accout by the commo defiitios of ode Participatio / Cotributio Factors i which always the first mode is domiat. If the effect of iput frequecy is icorporated by some way i the defiitio of these factors, it will be possible to calculate the approximate structural resposes to various dyamic loads, icludig seismic forces, with o eed to time history aalysis. For this purpose, i this paper at first various defiitios, proposed by differet scholars, for modal participatio factors have bee itroduced ad discussed briefly. he a simple DOF system has bee cosidered subected to siusoidal base excitatios with various frequecies. For each iput, the ratio of the correspodig maximum respose of every mode i each degree of freedom of the system to the total respose of that degree of freedom has bee calculated ad compared to those of other modes. he the resposes of the cosidered system to some seismic iputs with various frequecy cotets have bee calculated ad the same ratios have bee obtaied agai to fid out the possibility of defiig iput-frequecy depedet mode participatio factors. Numerical results show that this defiitio is possible ad these factors ca be used for Simplified Seismic Respose Aalysis of buildig systems. EYWORDS: Iput-frequecy Depedet ode Participatio Factors, Simplified Dyamic Aalysis. INRODUCION I almost all resources of structural dyamics the mode participatio factors are idepedet of the iput characteristics, ad are oly fuctios of specificatios of the structure. his basically results i domiacy of the first atural mode of the system i its dyamic respose to ay base excitatio, regardless of the type ad frequecy cotet of the excitatio. However, it is clear that i case of a buildig, excited at its base by a excitatio havig a frequecy close to oe of its modal frequecies other tha its first mode, the cotributio of that mode i its dyamic respose i compariso with the cotributio of the first mode is much more tha other cases of excitatio. herefore, if the effect of the iput frequecy ca be icorporated i the defiitio of mode cotributio factors by some way, it will be possible to calculate the approximate values of maximum resposes of structures to various dyamic loads, icludig earthquake iduced forces, by some easy calculatios with o eed to ay time history aalysis. his ca be called a Simplified Dyamic Aalysis Approach. For this purpose, i this paper at first various defiitio proposed by differet scholar for modal participatio factors have bee itroduced ad discussed briefly. he a simple DOF system has bee cosidered subected to siusoidal base excitatios with various frequecies. For each iput the ratio of the correspodig maximum respose of every mode i each degree of freedom of the system to the total respose of that degree of freedom has bee calculated ad compared to those of other modes. he the resposes of the cosidered system to a set of seismic iputs with various frequecy cotets, from low to high, have bee calculated ad the same ratios have bee obtaied agai to fid out the possibility of defiig iput-frequecy depedet mode participatio factors. he details of the study are explaied i the ext sectios of the paper.

2 he 4 th World Coferece o Earthquake Egieerig October -7, 008, Beiig, Chia. ODE PARICIPAION CONCEPS AND DEFINIIONS I calculatio of dyamic respose of structures to seismic excitatios by mode combiatio techique the modal equatios of motio of the form give by Eq () are used: y + Cy + y = P(t) () where is the mode umber,, C ad are respectively the modal mass, modal dampig, ad modal stiffess, ad y ad its time derivatives are modal displacemet, velocity, ad acceleratio respectively, ad P (t) is the modal load. I cases of ordiary multi-story buildigs subected to ust a horizotal seismic excitatio the modal load is give by: t { } { } P(t)= φ P (t) =L x (t) () eff g i which {φ } t is the traspose of th modal vector or mode shape of the structure, ad {P eff (t)} is the earthquake effective load vector give by: eff { } {P (t)}=-[] x (t) (3) where [] is the mass matrix, {} is the x earthquake ifluece vector havig elemets of uity, ad x g (t) is the time history of groud displacemet. O this basis the modal respose to base excitatios are obtaied by: g { } [ ]{} { φ} [ ]{ φ} φ L y (t)= V (t)= V (t) ωd (4) I Eq (4) L is called the modal ifluece factor ad V (t) is the modal itegral of seismic respose, which is a fuctio of groud acceleratio as well as the values of modal frequecy, ω, ad modal dampig, ξ. Up to this poit there is o differece i the formulatio proposed by various scholars for calculatio of seismic respose of buildig systems, however, cosiderig the algebraic term beside V (t) i Eq (4) as a factor which is oly depedet o the modal characteristics of the system, while V (t) is a fuctio of both earthquake ad system characteristics, it has bee tried to itroduce some kid of modal participatio or cotributio factor for simplificatio of seismic respose calculatios, ad several defiitios have bee proposed for these factors so far. Clough ad Pezie (975) have suggested the followig formulas, callig γ s as the modal effective masses. L γ = γ = = {} [ ]{} (5) = hey have called the total mass of the buildig. Amii (983) have itroduced the followig formula: { φ } [ ]{} r { φ } [ ]{ φ } α = α = () = callig α s the mode participatio factors ad {r} has the same defiitio of {} i Eq (3). Adeli (98) has proposed the followig formula, callig L s the modal participatio factors, which their summatio is uity, implyig that the whole modes together makes the whole respose of the structure:

3 he 4 th World Coferece o Earthquake Egieerig October -7, 008, Beiig, Chia { φ} [ ]{} { φ } [ ]{ φ } L = L = (7) Gaylord ad Gaylord (989) ad also Paz (994) have used aother form of Eq (7) by usig γ istead of L, which ca be used whe the mass matrix is diagoal, such as the case of multistory buildigs with m i as mass of the i th story. m iφi γ = i= γ = (8) m i φi i= Naeim (993) have suggested the followig formulas. L N e= e=otal ass (9) = where e is called the effective modal mass. It ca be see that Eqs (), (7) ad (8) are all based o the same cocept. Eqs (5) ad (9) are i fact very similar i the cocept, ad they have ust used differet otatios. By payig attetio to Eqs () to (8) it ca be easily see that if the modal vectors are calculated by differet approaches, surprisigly, differet values will be obtaied for each of the so-called modal participatio factors. Chopra (995) has metioed implicitly this shortcomig ad has itroduced some other form of modal cotributio factors which are differet kids of resposes such as displacemets, story shear forces ad story momets. Eqs (5) ad (9), o the other had, do ot have this shortcomig, but their use is limited to oly the case of shear-beam-type structures subected to ust horizotal groud excitatio, ad they ca ot be used for other types of structures, ad eve for the case of shear-beam-type buildigs they ca ot be used for rotatioal or torsioal excitatios. Hosseii ad Yaghoobi Veyegha (998, 999) have proposed, by usig the defiitio of Clough ad Pezie, a somehow ew defiitio for modal participatio factors of a structure subected to multicompoet groud motio by itroducig Eq (0). L k γ k = k γ = (0) ek = i which γ k ad ek are respectively the modal participatio factor of the structure ad its effective mass for the k th compoet of groud motio. his effective mass is defied as: { r } [ ]{ r } ek = k k () where {r k }is the earthquake ifluece vector for the k th compoet of groud motio, of which the elemet r k is defied as the geeralized displacemet created i the i th degree of freedom of the structure due to the uite positive geeralized displacemet of the k th compoet of groud motio. By Eqs (0) ad (), i fact, istead of oe participatio factor for each mode as a sigle valued parameter which is ot depedet o how the structure is excited by the groud motio, up to six differet compoetial factors ca be defied for each mode of the structure, depedig o the umber of cosidered compoet of groud motio. Although by this approach the modal participatio factors are defied much deliberately ad are depedet to the excitatio compoet(s), still they are quite idepedet from the excitatio frequecy. his is while, obviously, excitig a structure by a excitatio havig a domiat frequecy very close to oe of the modal frequecies of the structure will cause the participatio of that mode icrease remarkably. his fact is ot take ito cosideratio i the defiitio of modal participatio factors, eve by usig modal-compoetial factors. I the ext sectio

4 he 4 th World Coferece o Earthquake Egieerig October -7, 008, Beiig, Chia it is tried to defie a ew cocept of iput-frequecy depedet mode participatio factor by which it is believed that the seismic respose aalysis of buildig systems ca be doe with very little calculatios. 3. INPU-FREQUENCY DEPENDEN ODE PARICIPAION FACOR he modal participatio or cotributio factors by the defiitios give i previous sectio all results i the domiacy of the first mode of ay structure i calculatio of its seismic respose, regardless of the domiat frequecy of the excitatio. o fid out if it is possible to defie mode participatio factors which deped i some way o the iput frequecy a 5-story buildig show i Figure is cosidered. m 5 m 4 m 3 m m k 5 k 4 k 3 k k m = m = 5 0 = 4 0 = 3 0 =.7 0 =... = m = N / m N / m N / m N / m N / m = 50 to Figure. he 5-story buildig model used i the study I this model the height of all stories has bee assumed to be 3.30 m, ad stories mass ad stiffess values are as give i Figure. For seismic desig of this buildig model the soil type has bee assumed to be of type II, ad the seismicity of the regio has bee cosidered to be moderate to high. he buildig has bee desiged based o drift cotrol. he modal frequecies ad modal shapes are obtaied as: 4.7. {} = 8.3 rad / Sec ω [] φ.993 = Now, by itroducig the followig formulas: v i ( t ) η i = v i ( t ) v i ( t ) = k ϕ i y ( t ) i = i k ϕ i = k il ϕ l l = v i ( t ) = k ϕ i y ( t ) = i = i ()

5 he 4 th World Coferece o Earthquake Egieerig October -7, 008, Beiig, Chia where η i is the modal story shear force ratio, v i is the cotributio of mode i the shear force of story i, v i, it is possible to relate the modal cotributio factors to the iput frequecy as described hereiafter. wo sets of base excitatios have bee cosidered, a siusoidal ad a seismic. I case of siusoidal excitatios two frequecy values, correspodig to the secod ad the forth modes of the buildig, respectively. r/s ad 4.97 r/s have bee used. I case of seismic excitatios the accelerograms of three earthquakes of Emeryville, Chichi, ad Corralitos, have bee used, respectively as low frequecy, mid frequecy, ad high frequecy excitatio. he results of dyamic respose calculatios for siusoidal excitatios are show i Figures to, where the horizotal axes shows the time i sec ad vertical axes show the modal shear values i kn. Figure. he modal ad total shear force values at the st story of the buildig for the case of siusoidal base excitatio with the secod modal frequecy Figure 3. he modal ad total shear force values at the d story of the buildig for the case of siusoidal base excitatio with the secod modal frequecy Figure 4. he modal ad total shear force values at the 3 rd story of the buildig for the case of siusoidal base excitatio with the secod modal frequecy Figure 5. he modal ad total shear force values at the 4 th story of the buildig for the case of siusoidal base excitatio with the secod modal frequecy Figure. he modal ad total shear force values at the 5 th story of the buildig for the case of siusoidal base excitatio with the secod modal frequecy

6 he 4 th World Coferece o Earthquake Egieerig October -7, 008, Beiig, Chia It is see i Figures to that the first mode does ot have much cotributio, particularly i higher stories. he same is true for the case of excitatio of the buildig by the frequecy of its forth mode of vibratio, of which the results ca ot be show here because of lack of space (the complete results ca be foud i the mai report of the study (Abbasi 008)). he results of seismic excitatios are show i Figures 7 to. Figure 7. he modal ad total shear force values at the st story of the buildig for the case of seismic excitatio by Chichi (mid Figure 8. he modal ad total shear force values at the d story of the buildig for the case of seismic excitatio by Chichi (mid Figure 9. he modal ad total shear force values at the 3 rd story of the buildig for the case of seismic excitatio by Chichi (mid Figure 0. he modal ad total shear force values at the 4 th story of the buildig for the case of seismic excitatio by Chichi (mid Figure. he modal ad total shear force values at the 5 th story of the buildig for the case of seismic excitatio by Chichi (mid It ca be see i Figures 7 to that cotributio of the secod mode is remarkable i the respose of the system, ad eve i some cases, more tha the first mode, particularly i the higher stories.

7 he 4 th World Coferece o Earthquake Egieerig October -7, 008, Beiig, Chia Figure. he modal ad total shear force values at the st story of the buildig for the case of seismic excitatio by Corralitos (high Figure 3. he modal ad total shear force values at the d story of the buildig for the case of seismic excitatio by Corralitos (high Figure 4. he modal ad total shear force values at the 3 rd story of the buildig for the case of seismic excitatio by Corralitos (high Figure 5. he modal ad total shear force values at the 4 th story of the buildig for the case of seismic excitatio by Corralitos (high Figure. he modal ad total shear force values at the 5 th story of the buildig for the case of seismic excitatio by Corralitos (high It ca be see i Figures to that i the case of a high frequecy earthquake the cotributio of oe of the higher modes (i this case the third mode) is quite domiat comparig with the cotributio of the first mode. Now, goig back to Eqs () it is see that defiig the story shear modal cotributio factors is reasoable, but, as it ca be see i the show results that excitig the buildig with a excitemet whose frequecy is very close to oe specific mode of the buildig does ot ecessarily leads to the domiacy of that mode i the shear values i all stories. A very good sample of such case ca be see i Figure 4, which shows that the cotributio of the secod mode i the shear force of the 3 rd story of the buildig is very little i spite of that the

8 he 4 th World Coferece o Earthquake Egieerig October -7, 008, Beiig, Chia excitatio frequecy is exactly equal to the secod modal frequecy of the buildig. he reaso behid this fact is described here. he story shear force vector ca be writte as: 0 { V(t) } = [ I ][ ][ φ]{ y(t) } [] I = 0 0 (i the case of 5-story buildig) (3) By defiig [ λ ]=[ I][ ][ φ], ay elemet of this matrix, λ i, ca be called the coefficiet of the th modal respose i the shear force of the i th story. For the cosidered 5-soty buildig [ λ ] is obtaied as: [ λ ] = I fact, [ λ ] shows the structure depedet part of story shear modal cotributio factors. It is see i the above matrix that all mode has the same cotributio i the shear force of the st story, while for other stories the modal cotributios are quite differet, ad sometimes they have opposite effects. he reaso of little cotributio of the secod mode i the shear force of third story, which was metioed before, ca also be foud i this matrix by comparig -0.3 with other values i the third row of the matrix. 4. CONCLUSIONS Based o the umerical results it ca be said that the iput-frequecy depedet mode participatio factors are meaigful factors that ca be defied for ay structure, ad their umber is equal to (for a -degree of freedom system) istead of. Furthermore, by usig these factors the calculatio of seismic respose of structures ca be doe by little effort, with o eed to time history aalysis. herefore, they are very useful tools for Simplified Seismic Respose Aalysis of buildig systems. REFERENCES - Abbasi, L. (008). Studyig the Possibility of Simplified Seismic Aalysis of Buildigs by Usig the Iput-frequecy Depedet ode Participatio Factors, aster hesis uder Supervisio of Dr. ahmood Hosseii, Submitted to the Graduate Program of IIEES, ehra, Ira. - Adeli, Hoatollah (983). Earthquake Egieerig (i Persia), Dehkhoda Publicatios, ehra. - Amii, Ali (983). Ivestigatio of Respose to Earthquake Excitatio: A Statistical Basis for Spectrum Superpositio, USC Report No. CE 83-0, Los Ageles, Califoria. - Chopra, A.. (995). Dyamics of Structures, Pretice Hall. - Clough, R. W. ad Pezie, J. (975). Dyamics of Structures, d Editio, c GrawHill. - Gaylord, E. H. ad Gaylord, C. N. (990). Structural Egieerig Hadbook, 3 rd Ed., c GrawHill. - Hosseii,. ad Yaghoobi-e-Vayegha, F. (998). A Study o Earthquake Ifluece Factors i Buildig Structures, Peouheshameh (he Persia Joural ad Bulleti of IIEES), Vol., No Hosseii,. ad Yaghoobi-e-Vayegha, F. (999). A ore Precise Isight ito the Cocept ad Defiitios of the ass Participatio Factor i Seismic Aalysis of Structures, Peouheshameh (he Persia Joural ad Bulleti of IIEES), Vol., No Paz,. (994). Iteratioal Hadbook of Earthquake Egieerig, Chapma ad Hall.

2C09 Design for seismic and climate changes

2C09 Design for seismic and climate changes 2C09 Desig for seismic ad climate chages Lecture 02: Dyamic respose of sigle-degree-of-freedom systems I Daiel Grecea, Politehica Uiversity of Timisoara 10/03/2014 Europea Erasmus Mudus Master Course Sustaiable

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

EE / EEE SAMPLE STUDY MATERIAL. GATE, IES & PSUs Signal System. Electrical Engineering. Postal Correspondence Course

EE / EEE SAMPLE STUDY MATERIAL. GATE, IES & PSUs Signal System. Electrical Engineering. Postal Correspondence Course Sigal-EE Postal Correspodece Course 1 SAMPLE STUDY MATERIAL Electrical Egieerig EE / EEE Postal Correspodece Course GATE, IES & PSUs Sigal System Sigal-EE Postal Correspodece Course CONTENTS 1. SIGNAL

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

POD-Based Analysis of Dynamic Wind Load Effects on a Large Span Roof

POD-Based Analysis of Dynamic Wind Load Effects on a Large Span Roof POD-Based Aalysis of Dyamic Wid Load Effects o a Large Spa Roof Xi-yag Ji, Yi Tag ad Hai Ji 3 Professor, Wid Egieerig Research Ceter, Chia Academy of Buildig Research, Beiig 3, Chia, ixiyag@cabrtech.com

More information

2C09 Design for seismic and climate changes

2C09 Design for seismic and climate changes C9 Desig for seismic ad climate chages Lecture 3: Dyamic respose of sigle-degree-of-freedom systems II Daiel Grecea, Politehica Uiversity of Timisoara 11/3/14 Europea Erasmus Mudus Master Course Sustaiable

More information

CUMULATIVE DAMAGE ESTIMATION USING WAVELET TRANSFORM OF STRUCTURAL RESPONSE

CUMULATIVE DAMAGE ESTIMATION USING WAVELET TRANSFORM OF STRUCTURAL RESPONSE CUMULATIVE DAMAGE ESTIMATION USING WAVELET TRANSFORM OF STRUCTURAL RESPONSE Ryutaro SEGAWA 1, Shizuo YAMAMOTO, Akira SONE 3 Ad Arata MASUDA 4 SUMMARY Durig a strog earthquake, the respose of a structure

More information

2.004 Dynamics and Control II Spring 2008

2.004 Dynamics and Control II Spring 2008 MIT OpeCourseWare http://ocw.mit.edu 2.004 Dyamics ad Cotrol II Sprig 2008 For iformatio about citig these materials or our Terms of Use, visit: http://ocw.mit.edu/terms. Massachusetts Istitute of Techology

More information

A Block Cipher Using Linear Congruences

A Block Cipher Using Linear Congruences Joural of Computer Sciece 3 (7): 556-560, 2007 ISSN 1549-3636 2007 Sciece Publicatios A Block Cipher Usig Liear Cogrueces 1 V.U.K. Sastry ad 2 V. Jaaki 1 Academic Affairs, Sreeidhi Istitute of Sciece &

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

Research Article Health Monitoring for a Structure Using Its Nonstationary Vibration

Research Article Health Monitoring for a Structure Using Its Nonstationary Vibration Advaces i Acoustics ad Vibratio Volume 2, Article ID 69652, 5 pages doi:.55/2/69652 Research Article Health Moitorig for a Structure Usig Its Nostatioary Vibratio Yoshimutsu Hirata, Mikio Tohyama, Mitsuo

More information

THE SEISMIC RESPONSE CHARACTERISTICS OF A NEW STRUCTURAL CONFIGURATION

THE SEISMIC RESPONSE CHARACTERISTICS OF A NEW STRUCTURAL CONFIGURATION THE SEISMIC RESPONSE CHARACTERISTICS OF A NEW STRUCTURAL CONFIGURATION u a Zhag 1 iagu Qi ad Shel Cherry 3 1 Professor, Departmet of Civil Egieerig, Northwester Polytechical Uiversity, i a, Chia. PhD Studet,

More information

EXPERIMENT OF SIMPLE VIBRATION

EXPERIMENT OF SIMPLE VIBRATION EXPERIMENT OF SIMPLE VIBRATION. PURPOSE The purpose of the experimet is to show free vibratio ad damped vibratio o a system havig oe degree of freedom ad to ivestigate the relatioship betwee the basic

More information

Chapter 2 Feedback Control Theory Continued

Chapter 2 Feedback Control Theory Continued Chapter Feedback Cotrol Theor Cotiued. Itroductio I the previous chapter, the respose characteristic of simple first ad secod order trasfer fuctios were studied. It was show that first order trasfer fuctio,

More information

A PROCEDURE TO MODIFY THE FREQUENCY AND ENVELOPE CHARACTERISTICS OF EMPIRICAL GREEN'S FUNCTION. Lin LU 1 SUMMARY

A PROCEDURE TO MODIFY THE FREQUENCY AND ENVELOPE CHARACTERISTICS OF EMPIRICAL GREEN'S FUNCTION. Lin LU 1 SUMMARY A POCEDUE TO MODIFY THE FEQUENCY AND ENVELOPE CHAACTEISTICS OF EMPIICAL GEEN'S FUNCTION Li LU SUMMAY Semi-empirical method, which divides the fault plae of large earthquake ito mets ad uses small groud

More information

Numerical Methods in Fourier Series Applications

Numerical Methods in Fourier Series Applications Numerical Methods i Fourier Series Applicatios Recall that the basic relatios i usig the Trigoometric Fourier Series represetatio were give by f ( x) a o ( a x cos b x si ) () where the Fourier coefficiets

More information

Research Article Health Monitoring for a Structure Using Its Nonstationary Vibration

Research Article Health Monitoring for a Structure Using Its Nonstationary Vibration Hidawi Publishig Corporatio Advaces i Acoustics ad Vibratio Volume 2, Article ID 69652, 5 pages doi:.55/2/69652 Research Article Health Moitorig for a Structure Usig Its Nostatioary Vibratio Yoshimutsu

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

GROUND MOTION OF NON-CIRCULAR ALLUVIAL VALLEY FOR INCIDENT PLANE SH-WAVE. Hui QI, Yong SHI, Jingfu NAN

GROUND MOTION OF NON-CIRCULAR ALLUVIAL VALLEY FOR INCIDENT PLANE SH-WAVE. Hui QI, Yong SHI, Jingfu NAN The th World Coferece o Earthquake Egieerig October -7, 8, Beiig, Chia GROUND MOTION OF NON-CIRCULAR ALLUVIAL VALLEY FOR INCIDENT PLANE SH-WAVE Hui QI, Yog SHI, Jigfu NAN ABSTRACT : Professor, Dept. of

More information

Signals & Systems Chapter3

Signals & Systems Chapter3 Sigals & Systems Chapter3 1.2 Discrete-Time (D-T) Sigals Electroic systems do most of the processig of a sigal usig a computer. A computer ca t directly process a C-T sigal but istead eeds a stream of

More information

Discrete-Time Systems, LTI Systems, and Discrete-Time Convolution

Discrete-Time Systems, LTI Systems, and Discrete-Time Convolution EEL5: Discrete-Time Sigals ad Systems. Itroductio I this set of otes, we begi our mathematical treatmet of discrete-time s. As show i Figure, a discrete-time operates or trasforms some iput sequece x [

More information

Definitions and Theorems. where x are the decision variables. c, b, and a are constant coefficients.

Definitions and Theorems. where x are the decision variables. c, b, and a are constant coefficients. Defiitios ad Theorems Remember the scalar form of the liear programmig problem, Miimize, Subject to, f(x) = c i x i a 1i x i = b 1 a mi x i = b m x i 0 i = 1,2,, where x are the decisio variables. c, b,

More information

15. DYNAMIC ANALYSIS USING RESPONSE SPECTRUM SEISMIC LOADING

15. DYNAMIC ANALYSIS USING RESPONSE SPECTRUM SEISMIC LOADING From Static ad Dyamic of Structures by Ed Wilso 1 Modified November 5, 13 15. DYNAMIC ANALYSIS USING RESPONSE SPECTRUM SEISMIC LOADING Before the Existece of Iexpesive Persoal Computers, the Respose Spectrum

More information

SECTION 1.5 : SUMMATION NOTATION + WORK WITH SEQUENCES

SECTION 1.5 : SUMMATION NOTATION + WORK WITH SEQUENCES SECTION 1.5 : SUMMATION NOTATION + WORK WITH SEQUENCES Read Sectio 1.5 (pages 5 9) Overview I Sectio 1.5 we lear to work with summatio otatio ad formulas. We will also itroduce a brief overview of sequeces,

More information

PILOT STUDY ON THE HORIZONTAL SHEAR BEHAVIOUR OF FRP RUBBER ISOLATORS

PILOT STUDY ON THE HORIZONTAL SHEAR BEHAVIOUR OF FRP RUBBER ISOLATORS Asia-Pacific Coferece o FRP i Structures (APFIS 2007) S.T. Smith (ed) 2007 Iteratioal Istitute for FRP i Costructio PILOT STUDY ON THE HORIZONTAL SHEAR BEHAVIOUR OF FRP RUBBER ISOLATORS T.B. Peg *, J.Z.

More information

62. Power series Definition 16. (Power series) Given a sequence {c n }, the series. c n x n = c 0 + c 1 x + c 2 x 2 + c 3 x 3 +

62. Power series Definition 16. (Power series) Given a sequence {c n }, the series. c n x n = c 0 + c 1 x + c 2 x 2 + c 3 x 3 + 62. Power series Defiitio 16. (Power series) Give a sequece {c }, the series c x = c 0 + c 1 x + c 2 x 2 + c 3 x 3 + is called a power series i the variable x. The umbers c are called the coefficiets of

More information

Linear Regression Demystified

Linear Regression Demystified Liear Regressio Demystified Liear regressio is a importat subject i statistics. I elemetary statistics courses, formulae related to liear regressio are ofte stated without derivatio. This ote iteds to

More information

P1 Chapter 8 :: Binomial Expansion

P1 Chapter 8 :: Binomial Expansion P Chapter 8 :: Biomial Expasio jfrost@tiffi.kigsto.sch.uk www.drfrostmaths.com @DrFrostMaths Last modified: 6 th August 7 Use of DrFrostMaths for practice Register for free at: www.drfrostmaths.com/homework

More information

Finite Element Modeling of Seismic Response of Field Fabricated Liquefied Natural Gas (LNG) Spherical Storage Vessels

Finite Element Modeling of Seismic Response of Field Fabricated Liquefied Natural Gas (LNG) Spherical Storage Vessels Egieerig, 013, 5, 543-550 doi:10.436/eg.013.56065 Published Olie Jue 013 (http://www.scirp.org/joural/eg) Fiite Elemet Modelig of Seismic Respose of Field Fabricated Liquefied Natural Gas (LNG) Spherical

More information

Infinite Sequences and Series

Infinite Sequences and Series Chapter 6 Ifiite Sequeces ad Series 6.1 Ifiite Sequeces 6.1.1 Elemetary Cocepts Simply speakig, a sequece is a ordered list of umbers writte: {a 1, a 2, a 3,...a, a +1,...} where the elemets a i represet

More information

CHAPTER I: Vector Spaces

CHAPTER I: Vector Spaces CHAPTER I: Vector Spaces Sectio 1: Itroductio ad Examples This first chapter is largely a review of topics you probably saw i your liear algebra course. So why cover it? (1) Not everyoe remembers everythig

More information

mx bx kx F t. dt IR I LI V t, Q LQ RQ V t,

mx bx kx F t. dt IR I LI V t, Q LQ RQ V t, Lecture 5 omplex Variables II (Applicatios i Physics) (See hapter i Boas) To see why complex variables are so useful cosider first the (liear) mechaics of a sigle particle described by Newto s equatio

More information

First, note that the LS residuals are orthogonal to the regressors. X Xb X y = 0 ( normal equations ; (k 1) ) So,

First, note that the LS residuals are orthogonal to the regressors. X Xb X y = 0 ( normal equations ; (k 1) ) So, 0 2. OLS Part II The OLS residuals are orthogoal to the regressors. If the model icludes a itercept, the orthogoality of the residuals ad regressors gives rise to three results, which have limited practical

More information

Load Dependent Ritz Vector Algorithm and Error Analysis

Load Dependent Ritz Vector Algorithm and Error Analysis Load Depedet Ritz Vector Algorithm ad Error Aalysis Writte by Ed Wilso i 006. he Complete eigealue subspace I the aalysis of structures subected to three base acceleratios there is a requiremet that oe

More information

(3) If you replace row i of A by its sum with a multiple of another row, then the determinant is unchanged! Expand across the i th row:

(3) If you replace row i of A by its sum with a multiple of another row, then the determinant is unchanged! Expand across the i th row: Math 5-4 Tue Feb 4 Cotiue with sectio 36 Determiats The effective way to compute determiats for larger-sized matrices without lots of zeroes is to ot use the defiitio, but rather to use the followig facts,

More information

Senvion SE Franz-Lenz-Str. 1, Osnabrück, Germany

Senvion SE Franz-Lenz-Str. 1, Osnabrück, Germany Iteratioal Wid Egieerig Coferece IWEC 014 WAVE INDUCED FATIGUE LOADS ON MONOPILES - NEW APPROACHES FOR LUMPING OF SCATTER TABLES AND SITE SPECIFIC INTERPOLATION OF FATIGUE LOADS M. SEIDEL Sevio SE Fraz-Lez-Str.

More information

The Random Walk For Dummies

The Random Walk For Dummies The Radom Walk For Dummies Richard A Mote Abstract We look at the priciples goverig the oe-dimesioal discrete radom walk First we review five basic cocepts of probability theory The we cosider the Beroulli

More information

Chapter 2: Numerical Methods

Chapter 2: Numerical Methods Chapter : Numerical Methods. Some Numerical Methods for st Order ODEs I this sectio, a summar of essetial features of umerical methods related to solutios of ordiar differetial equatios is give. I geeral,

More information

CALCULATION OF STIFFNESS AND MASS ORTHOGONAL VECTORS

CALCULATION OF STIFFNESS AND MASS ORTHOGONAL VECTORS 14. CALCULATION OF STIFFNESS AND MASS ORTHOGONAL VECTORS LDR Vectors are Always More Accurate tha Usig the Exact Eigevectors i a Mode Superpositio Aalysis 14.1 INTRODUCTION The major reaso to calculate

More information

CALCULATING FIBONACCI VECTORS

CALCULATING FIBONACCI VECTORS THE GENERALIZED BINET FORMULA FOR CALCULATING FIBONACCI VECTORS Stuart D Aderso Departmet of Physics, Ithaca College 953 Daby Road, Ithaca NY 14850, USA email: saderso@ithacaedu ad Dai Novak Departmet

More information

CEE 522 Autumn Uncertainty Concepts for Geotechnical Engineering

CEE 522 Autumn Uncertainty Concepts for Geotechnical Engineering CEE 5 Autum 005 Ucertaity Cocepts for Geotechical Egieerig Basic Termiology Set A set is a collectio of (mutually exclusive) objects or evets. The sample space is the (collectively exhaustive) collectio

More information

Stopping oscillations of a simple harmonic oscillator using an impulse force

Stopping oscillations of a simple harmonic oscillator using an impulse force It. J. Adv. Appl. Math. ad Mech. 5() (207) 6 (ISSN: 2347-2529) IJAAMM Joural homepage: www.ijaamm.com Iteratioal Joural of Advaces i Applied Mathematics ad Mechaics Stoppig oscillatios of a simple harmoic

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

15. DYNAMIC ANALYSIS USING RESPONSE SPECTRUM SEISMIC LOADING

15. DYNAMIC ANALYSIS USING RESPONSE SPECTRUM SEISMIC LOADING From Static ad Dyamic of Structures by Ed Wilso 1 Modified July 13, 14 15. DYNAMIC ANALYSIS USING RESPONSE SPECTRUM SEISMIC LOADING Before the Existece of Iexpesive Persoal Computers, the Respose Spectrum

More information

Respon Spektrum Gempa

Respon Spektrum Gempa Mata Kuliah : Diamika Struktur & Pegatar Rekayasa Kegempaa Kode : TSP 302 SKS : 3 SKS Respo Spektrum Gempa Pertemua 10 TIU : Mahasiswa dapat mejelaska feomea-feomea diamik secara fisik. TIK : Mahasiswa

More information

Kinetics of Complex Reactions

Kinetics of Complex Reactions Kietics of Complex Reactios by Flick Colema Departmet of Chemistry Wellesley College Wellesley MA 28 wcolema@wellesley.edu Copyright Flick Colema 996. All rights reserved. You are welcome to use this documet

More information

Warped, Chirp Z-Transform: Radar Signal Processing

Warped, Chirp Z-Transform: Radar Signal Processing arped, Chirp Z-Trasform: Radar Sigal Processig by Garimella Ramamurthy Report o: IIIT/TR// Cetre for Commuicatios Iteratioal Istitute of Iformatio Techology Hyderabad - 5 3, IDIA Jauary ARPED, CHIRP Z

More information

THE KALMAN FILTER RAUL ROJAS

THE KALMAN FILTER RAUL ROJAS THE KALMAN FILTER RAUL ROJAS Abstract. This paper provides a getle itroductio to the Kalma filter, a umerical method that ca be used for sesor fusio or for calculatio of trajectories. First, we cosider

More information

Chapter 10: Power Series

Chapter 10: Power Series Chapter : Power Series 57 Chapter Overview: Power Series The reaso series are part of a Calculus course is that there are fuctios which caot be itegrated. All power series, though, ca be itegrated because

More information

CHAPTER 10 INFINITE SEQUENCES AND SERIES

CHAPTER 10 INFINITE SEQUENCES AND SERIES CHAPTER 10 INFINITE SEQUENCES AND SERIES 10.1 Sequeces 10.2 Ifiite Series 10.3 The Itegral Tests 10.4 Compariso Tests 10.5 The Ratio ad Root Tests 10.6 Alteratig Series: Absolute ad Coditioal Covergece

More information

Sequences of Definite Integrals, Factorials and Double Factorials

Sequences of Definite Integrals, Factorials and Double Factorials 47 6 Joural of Iteger Sequeces, Vol. 8 (5), Article 5.4.6 Sequeces of Defiite Itegrals, Factorials ad Double Factorials Thierry Daa-Picard Departmet of Applied Mathematics Jerusalem College of Techology

More information

Chapter 9 - CD companion 1. A Generic Implementation; The Common-Merge Amplifier. 1 τ is. ω ch. τ io

Chapter 9 - CD companion 1. A Generic Implementation; The Common-Merge Amplifier. 1 τ is. ω ch. τ io Chapter 9 - CD compaio CHAPTER NINE CD-9.2 CD-9.2. Stages With Voltage ad Curret Gai A Geeric Implemetatio; The Commo-Merge Amplifier The advaced method preseted i the text for approximatig cutoff frequecies

More information

Filter banks. Separately, the lowpass and highpass filters are not invertible. removes the highest frequency 1/ 2and

Filter banks. Separately, the lowpass and highpass filters are not invertible. removes the highest frequency 1/ 2and Filter bas Separately, the lowpass ad highpass filters are ot ivertible T removes the highest frequecy / ad removes the lowest frequecy Together these filters separate the sigal ito low-frequecy ad high-frequecy

More information

Algebra of Least Squares

Algebra of Least Squares October 19, 2018 Algebra of Least Squares Geometry of Least Squares Recall that out data is like a table [Y X] where Y collects observatios o the depedet variable Y ad X collects observatios o the k-dimesioal

More information

Answer: 1(A); 2(C); 3(A); 4(D); 5(B); 6(A); 7(C); 8(C); 9(A); 10(A); 11(A); 12(C); 13(C)

Answer: 1(A); 2(C); 3(A); 4(D); 5(B); 6(A); 7(C); 8(C); 9(A); 10(A); 11(A); 12(C); 13(C) Aswer: (A); (C); 3(A); 4(D); 5(B); 6(A); 7(C); 8(C); 9(A); 0(A); (A); (C); 3(C). A two loop positio cotrol system is show below R(s) Y(s) + + s(s +) - - s The gai of the Tacho-geerator iflueces maily the

More information

A statistical method to determine sample size to estimate characteristic value of soil parameters

A statistical method to determine sample size to estimate characteristic value of soil parameters A statistical method to determie sample size to estimate characteristic value of soil parameters Y. Hojo, B. Setiawa 2 ad M. Suzuki 3 Abstract Sample size is a importat factor to be cosidered i determiig

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

Effect of torsional resistance by transverse frames on seismic drift demand of torsionally-unbalanced building structures

Effect of torsional resistance by transverse frames on seismic drift demand of torsionally-unbalanced building structures Effect of torsioal resistace by trasverse frames o seismic drift demad of torsioally-ubalaced buildig structures *Kyug Ra Hwag ), Abegaz Ruth Ali ) ad Ha Seo Lee 3) ), ),3) School of Civil, Evirometal,

More information

Chapter Vectors

Chapter Vectors Chapter 4. Vectors fter readig this chapter you should be able to:. defie a vector. add ad subtract vectors. fid liear combiatios of vectors ad their relatioship to a set of equatios 4. explai what it

More information

Analysis of Algorithms. Introduction. Contents

Analysis of Algorithms. Introduction. Contents Itroductio The focus of this module is mathematical aspects of algorithms. Our mai focus is aalysis of algorithms, which meas evaluatig efficiecy of algorithms by aalytical ad mathematical methods. We

More information

TR/46 OCTOBER THE ZEROS OF PARTIAL SUMS OF A MACLAURIN EXPANSION A. TALBOT

TR/46 OCTOBER THE ZEROS OF PARTIAL SUMS OF A MACLAURIN EXPANSION A. TALBOT TR/46 OCTOBER 974 THE ZEROS OF PARTIAL SUMS OF A MACLAURIN EXPANSION by A. TALBOT .. Itroductio. A problem i approximatio theory o which I have recetly worked [] required for its solutio a proof that the

More information

Quantum Annealing for Heisenberg Spin Chains

Quantum Annealing for Heisenberg Spin Chains LA-UR # - Quatum Aealig for Heiseberg Spi Chais G.P. Berma, V.N. Gorshkov,, ad V.I.Tsifriovich Theoretical Divisio, Los Alamos Natioal Laboratory, Los Alamos, NM Istitute of Physics, Natioal Academy of

More information

FREE VIBRATION RESPONSE OF A SYSTEM WITH COULOMB DAMPING

FREE VIBRATION RESPONSE OF A SYSTEM WITH COULOMB DAMPING Mechaical Vibratios FREE VIBRATION RESPONSE OF A SYSTEM WITH COULOMB DAMPING A commo dampig mechaism occurrig i machies is caused by slidig frictio or dry frictio ad is called Coulomb dampig. Coulomb dampig

More information

NUMERICAL METHODS FOR SOLVING EQUATIONS

NUMERICAL METHODS FOR SOLVING EQUATIONS Mathematics Revisio Guides Numerical Methods for Solvig Equatios Page 1 of 11 M.K. HOME TUITION Mathematics Revisio Guides Level: GCSE Higher Tier NUMERICAL METHODS FOR SOLVING EQUATIONS Versio:. Date:

More information

1 Adiabatic and diabatic representations

1 Adiabatic and diabatic representations 1 Adiabatic ad diabatic represetatios 1.1 Bor-Oppeheimer approximatio The time-idepedet Schrödiger equatio for both electroic ad uclear degrees of freedom is Ĥ Ψ(r, R) = E Ψ(r, R), (1) where the full molecular

More information

MAT 271 Project: Partial Fractions for certain rational functions

MAT 271 Project: Partial Fractions for certain rational functions MAT 7 Project: Partial Fractios for certai ratioal fuctios Prerequisite kowledge: partial fractios from MAT 7, a very good commad of factorig ad complex umbers from Precalculus. To complete this project,

More information

Number of fatalities X Sunday 4 Monday 6 Tuesday 2 Wednesday 0 Thursday 3 Friday 5 Saturday 8 Total 28. Day

Number of fatalities X Sunday 4 Monday 6 Tuesday 2 Wednesday 0 Thursday 3 Friday 5 Saturday 8 Total 28. Day LECTURE # 8 Mea Deviatio, Stadard Deviatio ad Variace & Coefficiet of variatio Mea Deviatio Stadard Deviatio ad Variace Coefficiet of variatio First, we will discuss it for the case of raw data, ad the

More information

Some examples of vector spaces

Some examples of vector spaces Roberto s Notes o Liear Algebra Chapter 11: Vector spaces Sectio 2 Some examples of vector spaces What you eed to kow already: The te axioms eeded to idetify a vector space. What you ca lear here: Some

More information

Design and Analysis of Algorithms

Design and Analysis of Algorithms Desig ad Aalysis of Algorithms Probabilistic aalysis ad Radomized algorithms Referece: CLRS Chapter 5 Topics: Hirig problem Idicatio radom variables Radomized algorithms Huo Hogwei 1 The hirig problem

More information

Zeros of Polynomials

Zeros of Polynomials Math 160 www.timetodare.com 4.5 4.6 Zeros of Polyomials I these sectios we will study polyomials algebraically. Most of our work will be cocered with fidig the solutios of polyomial equatios of ay degree

More information

Castiel, Supernatural, Season 6, Episode 18

Castiel, Supernatural, Season 6, Episode 18 13 Differetial Equatios the aswer to your questio ca best be epressed as a series of partial differetial equatios... Castiel, Superatural, Seaso 6, Episode 18 A differetial equatio is a mathematical equatio

More information

Probability, Expectation Value and Uncertainty

Probability, Expectation Value and Uncertainty Chapter 1 Probability, Expectatio Value ad Ucertaity We have see that the physically observable properties of a quatum system are represeted by Hermitea operators (also referred to as observables ) such

More information

The Mathematical Model and the Simulation Modelling Algoritm of the Multitiered Mechanical System

The Mathematical Model and the Simulation Modelling Algoritm of the Multitiered Mechanical System The Mathematical Model ad the Simulatio Modellig Algoritm of the Multitiered Mechaical System Demi Aatoliy, Kovalev Iva Dept. of Optical Digital Systems ad Techologies, The St. Petersburg Natioal Research

More information

REGRESSION (Physics 1210 Notes, Partial Modified Appendix A)

REGRESSION (Physics 1210 Notes, Partial Modified Appendix A) REGRESSION (Physics 0 Notes, Partial Modified Appedix A) HOW TO PERFORM A LINEAR REGRESSION Cosider the followig data poits ad their graph (Table I ad Figure ): X Y 0 3 5 3 7 4 9 5 Table : Example Data

More information

Goodness-of-Fit Tests and Categorical Data Analysis (Devore Chapter Fourteen)

Goodness-of-Fit Tests and Categorical Data Analysis (Devore Chapter Fourteen) Goodess-of-Fit Tests ad Categorical Data Aalysis (Devore Chapter Fourtee) MATH-252-01: Probability ad Statistics II Sprig 2019 Cotets 1 Chi-Squared Tests with Kow Probabilities 1 1.1 Chi-Squared Testig................

More information

CALCULATION OF FIBONACCI VECTORS

CALCULATION OF FIBONACCI VECTORS CALCULATION OF FIBONACCI VECTORS Stuart D. Aderso Departmet of Physics, Ithaca College 953 Daby Road, Ithaca NY 14850, USA email: saderso@ithaca.edu ad Dai Novak Departmet of Mathematics, Ithaca College

More information

Q-BINOMIALS AND THE GREATEST COMMON DIVISOR. Keith R. Slavin 8474 SW Chevy Place, Beaverton, Oregon 97008, USA.

Q-BINOMIALS AND THE GREATEST COMMON DIVISOR. Keith R. Slavin 8474 SW Chevy Place, Beaverton, Oregon 97008, USA. INTEGERS: ELECTRONIC JOURNAL OF COMBINATORIAL NUMBER THEORY 8 2008, #A05 Q-BINOMIALS AND THE GREATEST COMMON DIVISOR Keith R. Slavi 8474 SW Chevy Place, Beaverto, Orego 97008, USA slavi@dsl-oly.et Received:

More information

ECON 3150/4150, Spring term Lecture 3

ECON 3150/4150, Spring term Lecture 3 Itroductio Fidig the best fit by regressio Residuals ad R-sq Regressio ad causality Summary ad ext step ECON 3150/4150, Sprig term 2014. Lecture 3 Ragar Nymoe Uiversity of Oslo 21 Jauary 2014 1 / 30 Itroductio

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

POWER SERIES SOLUTION OF FIRST ORDER MATRIX DIFFERENTIAL EQUATIONS

POWER SERIES SOLUTION OF FIRST ORDER MATRIX DIFFERENTIAL EQUATIONS Joural of Applied Mathematics ad Computatioal Mechaics 4 3(3) 3-8 POWER SERIES SOLUION OF FIRS ORDER MARIX DIFFERENIAL EQUAIONS Staisław Kukla Izabela Zamorska Istitute of Mathematics Czestochowa Uiversity

More information

6 Integers Modulo n. integer k can be written as k = qn + r, with q,r, 0 r b. So any integer.

6 Integers Modulo n. integer k can be written as k = qn + r, with q,r, 0 r b. So any integer. 6 Itegers Modulo I Example 2.3(e), we have defied the cogruece of two itegers a,b with respect to a modulus. Let us recall that a b (mod ) meas a b. We have proved that cogruece is a equivalece relatio

More information

Properties and Hypothesis Testing

Properties and Hypothesis Testing Chapter 3 Properties ad Hypothesis Testig 3.1 Types of data The regressio techiques developed i previous chapters ca be applied to three differet kids of data. 1. Cross-sectioal data. 2. Time series data.

More information

Assignment 2 Solutions SOLUTION. ϕ 1 Â = 3 ϕ 1 4i ϕ 2. The other case can be dealt with in a similar way. { ϕ 2 Â} χ = { 4i ϕ 1 3 ϕ 2 } χ.

Assignment 2 Solutions SOLUTION. ϕ 1  = 3 ϕ 1 4i ϕ 2. The other case can be dealt with in a similar way. { ϕ 2 Â} χ = { 4i ϕ 1 3 ϕ 2 } χ. PHYSICS 34 QUANTUM PHYSICS II (25) Assigmet 2 Solutios 1. With respect to a pair of orthoormal vectors ϕ 1 ad ϕ 2 that spa the Hilbert space H of a certai system, the operator  is defied by its actio

More information

1the 1it is said to be overdamped. When 1, the roots of

1the 1it is said to be overdamped. When 1, the roots of Homework 3 AERE573 Fall 08 Due 0/8(M) ame PROBLEM (40pts) Cosider a D order uderdamped system trasfer fuctio H( s) s ratio 0 The deomiator is the system characteristic polyomial P( s) s s (a)(5pts) Use

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. Fourier Series

Chapter 4. Fourier Series Chapter 4. Fourier Series At this poit we are ready to ow cosider the caoical equatios. Cosider, for eample the heat equatio u t = u, < (4.) subject to u(, ) = si, u(, t) = u(, t) =. (4.) Here,

More information

6.003 Homework #3 Solutions

6.003 Homework #3 Solutions 6.00 Homework # Solutios Problems. Complex umbers a. Evaluate the real ad imagiary parts of j j. π/ Real part = Imagiary part = 0 e Euler s formula says that j = e jπ/, so jπ/ j π/ j j = e = e. Thus the

More information

Measurement uncertainty of the sound absorption

Measurement uncertainty of the sound absorption Measuremet ucertaity of the soud absorptio coefficiet Aa Izewska Buildig Research Istitute, Filtrowa Str., 00-6 Warsaw, Polad a.izewska@itb.pl 6887 The stadard ISO/IEC 705:005 o the competece of testig

More information

The target reliability and design working life

The target reliability and design working life Safety ad Security Egieerig IV 161 The target reliability ad desig workig life M. Holický Kloker Istitute, CTU i Prague, Czech Republic Abstract Desig workig life ad target reliability levels recommeded

More information

MOMENT-METHOD ESTIMATION BASED ON CENSORED SAMPLE

MOMENT-METHOD ESTIMATION BASED ON CENSORED SAMPLE Vol. 8 o. Joural of Systems Sciece ad Complexity Apr., 5 MOMET-METHOD ESTIMATIO BASED O CESORED SAMPLE I Zhogxi Departmet of Mathematics, East Chia Uiversity of Sciece ad Techology, Shaghai 37, Chia. Email:

More information

Bertrand s Postulate

Bertrand s Postulate Bertrad s Postulate Lola Thompso Ross Program July 3, 2009 Lola Thompso (Ross Program Bertrad s Postulate July 3, 2009 1 / 33 Bertrad s Postulate I ve said it oce ad I ll say it agai: There s always a

More information

Chapter 9: Numerical Differentiation

Chapter 9: Numerical Differentiation 178 Chapter 9: Numerical Differetiatio Numerical Differetiatio Formulatio of equatios for physical problems ofte ivolve derivatives (rate-of-chage quatities, such as velocity ad acceleratio). Numerical

More information

School of Mechanical Engineering Purdue University. ME375 Frequency Response - 1

School of Mechanical Engineering Purdue University. ME375 Frequency Response - 1 Case Study ME375 Frequecy Respose - Case Study SUPPORT POWER WIRE DROPPERS Electric trai derives power through a patograph, which cotacts the power wire, which is suspeded from a cateary. Durig high-speed

More information

x a x a Lecture 2 Series (See Chapter 1 in Boas)

x a x a Lecture 2 Series (See Chapter 1 in Boas) Lecture Series (See Chapter i Boas) A basic ad very powerful (if pedestria, recall we are lazy AD smart) way to solve ay differetial (or itegral) equatio is via a series expasio of the correspodig solutio

More information

New Version of the Rayleigh Schrödinger Perturbation Theory: Examples

New Version of the Rayleigh Schrödinger Perturbation Theory: Examples New Versio of the Rayleigh Schrödiger Perturbatio Theory: Examples MILOŠ KALHOUS, 1 L. SKÁLA, 1 J. ZAMASTIL, 1 J. ČÍŽEK 2 1 Charles Uiversity, Faculty of Mathematics Physics, Ke Karlovu 3, 12116 Prague

More information

A NEW CLASS OF 2-STEP RATIONAL MULTISTEP METHODS

A NEW CLASS OF 2-STEP RATIONAL MULTISTEP METHODS Jural Karya Asli Loreka Ahli Matematik Vol. No. (010) page 6-9. Jural Karya Asli Loreka Ahli Matematik A NEW CLASS OF -STEP RATIONAL MULTISTEP METHODS 1 Nazeeruddi Yaacob Teh Yua Yig Norma Alias 1 Departmet

More information

AN ALTERNATIVE PROCEDURE FOR ACCIDENTAL ECCENTRICITY IN DYNAMIC MODAL ANALYSES OF BUILDINGS

AN ALTERNATIVE PROCEDURE FOR ACCIDENTAL ECCENTRICITY IN DYNAMIC MODAL ANALYSES OF BUILDINGS First Europea Coferece o Earthquake Egieerig ad Seismology (a joit evet of the 3 th ECEE & 30 th Geeral Assembly of the ESC) Geeva, Switzerlad, 3-8 September 006 Paper Number: 66 AN ALTERNATIVE PROCEDURE

More information

Recursive Algorithms. Recurrences. Recursive Algorithms Analysis

Recursive Algorithms. Recurrences. Recursive Algorithms Analysis Recursive Algorithms Recurreces Computer Sciece & Egieerig 35: Discrete Mathematics Christopher M Bourke cbourke@cseuledu A recursive algorithm is oe i which objects are defied i terms of other objects

More information

Solutions. Number of Problems: 4. None. Use only the prepared sheets for your solutions. Additional paper is available from the supervisors.

Solutions. Number of Problems: 4. None. Use only the prepared sheets for your solutions. Additional paper is available from the supervisors. Quiz November 4th, 23 Sigals & Systems (5-575-) P. Reist & Prof. R. D Adrea Solutios Exam Duratio: 4 miutes Number of Problems: 4 Permitted aids: Noe. Use oly the prepared sheets for your solutios. Additioal

More information