Chapter 5 Vibrational Motion
|
|
- Ashlynn Short
- 5 years ago
- Views:
Transcription
1 Fall 4 Chapter 5 Vibratioal Motio Potetial Eergy Surfaces, Rotatios ad Vibratios Harmoic Oscillator Geeral Solutio for H.O.: Operator Techique Vibratioal Selectio Rules... 7 Polyatomic Molecules Beyod the harmoic oscillator approximatio Chapter 5 Vibratioal Motio Potetial Eergy Surfaces, Rotatios ad Vibratios Suppose we assume the uclei of a molecule are fixed, the we ca solve the Schrodiger equatio for the electros H ˆ ( r, r,... r ) = E ( r, r,... r ) N N This is a complicated problem, that will be discussed later (Chapter 7 ad beyod) We would get the (groud state) eergy at a particular uclear cofiguratio { R } Hece, assume we ca solve this We ca fit a curve through the poits V({ R }) This V({ R }) is called the potetial eergy surface (PES) ad is a crucial cocept i chemistry, eg. Chapter 5 Vibratioal Motio 65
2 Fall 4 Miima o the PES we associate with differet isomers, for example with the reactio A+ B C + D. Saddle poits o the PES we associate with trasitio states Obtaiig the miima (+ curvature) we ca get thermochemical iformatio. From TS we get ito rates of reactios (Chem54, Chem 35) Ideally, oce we have obtaied PES, we should solve for the Quatum eergies ivolvig the uclei. This is very complicated, ad today ca oly be doe for small molecules (up to 5 atoms). What ca be doe is solvig for molecular rotatios + vibratios i the harmoic oscillator + Rigid Rotor approximatio The crux is to make a quadratic approximatio to the PES aroud each miimum ( = molecular species) V (! R) V (R e ) + αβ k αβ ) α ) β Chapter 5 Vibratioal Motio 66
3 Fall 4 A molecule with N atoms has 3 N degrees of freedom 3 overall traslatios 3 overall rotatios or rotatios for liear molecules (3N 6) Vibratios, [3N 5 for liear molecule] k αβ : α,β =...3N All of the iformatio V (! R e ),! R e ad k αβ (! R e ) is obtaied from a electroic structure program (like Gaussia, Gamess, Turbomole ) Oce we have these, oe ca use exact calculatios to solve for Harmoic oscillator + Rigid Rotor eergies. The harmoic (quadratic) potetial is a approximatio, but ofte works well, certaily for stiff molecules/ degrees of freedom. What we will do ext is: discuss harmoic oscillator for diatomic molecules Groud state of harmoic oscillator All excited states usig operator techique Geeralize to polyatomic molecules More accurate solutio for diatomic (Beyod H.O.) Selectio rules, vibratioal spectroscopy Harmoic Oscillator I the followig chapter we will go o to discuss rotatios For a geeral polyatomic molecule we ca defie H.O. Hamiltoia as H = α For a diatomic this ca be reduced to! P M α + α a,b=...3n Ĥ =! d µ + kx k ab ) a ) b Here µ = M M is the [kg] reduced mass M + M x = ( R R e ) is deviatio [m] from equilibrium k is the force costat [Nm ] Chapter 5 Vibratioal Motio 67
4 Fall 4 I McQuarrie this is derived usig classical equatios of motio. I will post o the Website a geeral derivatio to get the H.O. form for a geeral polyatomic, but will ot discuss i class. Here I will simply use the form for H. The groud state solutio has the form o I will discuss the full solutio. e α x /. Let us determie the costat α, ad the eergy. Later! d e α x / αx / = α xe d x / x / x / e α e α x e α = α + α d µ + kx e α x / =! µ α! µ α x + kx e α x / = E e α x / E =! µ α k! α µ = α =! µk E =! µ µk! =! k µ =!ω ω = k µ ; α = µ! ω Geeral Solutio for H.O.: Operator Techique (see appedix 5 i McQuarrie) Defie q = x α e α x / Solutio Ĥ =! m d + kx e α x / α = µω /! = µk /! e q / q =! µk x x =! µk q Chapter 5 Vibratioal Motio 68
5 Fall 4 Ĥ =! µ x = q x µk! q =! µk q q + k! µk q =! k µ q + q =!ω d dq + q q are called dimesioless coordiates (Check that q =! µk x is ideed dimesioless!) Commutatio Relatio: d q, = dq d d q q f( q) = f( q) dq dq Defie ew operators: ˆ d b + = q dq The!ωb + b =!ω =!ω ˆ d b = q+ dq q d dq q + d dq q d dq + q, d dq = Ĥ!ω Hˆ ˆ ω b + = h b+ Commutatio Relatios, betwee b operators: bb ˆ, ˆ = b ˆ +, bˆ + = ˆˆ+ d d bb, = q+, q dq dq d d d d = [ qq, ] +, q q,, dq dq dq dq Chapter 5 Vibratioal Motio 69
6 Fall 4 Hece = ( + ( ) ) = bb ˆ, ˆ + = ˆ+ b, bˆ = Usig this form of the Hamiltoia ad the commutatio relatios we ca derive the eigevalues ad eigefuctios of H.O.!! a) If ( q ) is eigefuctio with eigevalue E the Proof: i) ˆ + b ( q) is eigefuctio with E + = E +!ω ii) bˆ ( q) is eigefuctio with E = E!ω i) Ĥ ˆb + ii) ( ) =!ω ˆb + ˆb + ˆb + =!ω ˆb + ˆb, ˆb+ + ˆb + ˆb+ ˆb + = ˆb ( +!ω + Ĥ ) = (E +!ω ) ˆb + ( ) =!ω ˆb + ˆb + Ĥ ˆb ˆb =!ω ˆb +, ˆb + ˆb ˆb + + ˆb =!ω ˆb + ˆb ˆb + ˆb + = ˆb (!ω + Ĥ ) = E!ω ( ) ˆb ˆb + ad ˆb are called the raisig ad lowerig operators, or ladder operators Chapter 5 Vibratioal Motio 7
7 Fall 4 What about the groud state? ˆb = E!ω ( ) ˆb Still true, but E!ω < E!! Oly way out: b ˆ ( q ) = d q+ ( q) dq = Differetial equatio with solutio ( ) q q = e d q q q+ e = ( q q) e = dq Puttig it all together 4 q ( q) = e ormalized π ( q ) ( ˆ ) ( )! b + = q ormalized ˆ d b + = q dq E = + h ω,,,3... = First couple of uormalized fuctios i terms of q : Chapter 5 Vibratioal Motio 7
8 Fall 4 ( ) q q = e ( ) d q q q e = qe dq q / ( ) d q / / ( q q q qe = q ) e dq ( ) d 3 ( q q q q ) qe dq = ( q 6 q) e Etc. We ca obtai all eigefuctios by differetiatio / 3 q / ( x ) substitute x = q α + ormalize The wave fuctios take the form H ( q) e q H ( ) q are Hermite polyomials, they are either odd or eve fuctios. (Each polyomial cotais oly odd or oly eve terms) Vibratioal Selectio Rules Later we will discuss more geerally the radiatio process. For ow the trasitio dipole momet is used to defie the stregth of a spectroscopic traslatio *( x ) µ ( x ) m( x ) m d µ µ ( x) = µ ( x) + x+... x µ is the dipole at equilibrium distace, d µ is the chage i dipole with chagig x (iterucleardistace) Eg. N : d µ = HF: d CO: d *( x) µ ( x) ( x) µ large µ small m = µ *( x) m( x) (if m) Chapter 5 Vibratioal Motio 7
9 Fall 4 d µ + *( xx ) m( x ) d µ α *( qq ) m( qdq ) dµ α *( )( ˆ+ ˆ q b b) m( q) dq + bˆ( m )~ ˆ + m b ( m )~ m+ For Harmoic Oscillator we ca oly get allowed trasitios if Δ = + or Δ = ΔE = ±!ω Polyatomic Molecules! Ĥ = + α µ α α,β k αβ ) α ) β By some maipulatio (see otes o webpage) this ca be writte as a sum of H.O. Hamiltoias.tedious derivatios Ĥ =! ω i d i dq + i q i + =! ω ˆbi ˆbi i + i The coordiates q : are liear combiatios of atomic displacemet vectors 3 N coordiate 3 traslatio, 3 rotatio, (3 N 6) vibratio For liear molecule, rotatio aroud axis is ot a displacemet rotatios, ad (3 N 5) vibratios Eg. Water Normal modes : display symmetry of molecule Chapter 5 Vibratioal Motio 73
10 Fall 4 The eigefuctios are simply products of dimesioal H.O. fuctios ( q ) ( q ) ( q ) k l m 3 E k,l,m = k +!ω + l +!ω + m +!ω 3 Very simple solutio. Oe eeds to diagoalize the mass weighted hessia k αβ M α M β 3N 3N Matrix Reasoable approximatios to all vibratioal levels Statistical Mechaics (recall Chem 35) Beyod the harmoic oscillator approximatio The true potetial is ot quadratic. For large molecules this is ot so easy to correct (people would use low order perturbatio theory, based o a quartic force field) For smalls molecules, i particular diatomics, oe ca solve for the full vibratioal problem The exact eergies are ot equidistat. A better approximatio is E() =!ω e +!ω x + e e The eergy levels are usually called g(v), v =,vibratioal quatum umber There are a fiite umber of boud levels Aother effect is that trasitio momets ca be ozero eve whe Δ ±. This leads to the observatio of overtoes. A ofte used form for the potetial for a diatomic is the Morse potetial Chapter 5 Vibratioal Motio 74
11 Fall 4 ( x ) V( x) = D e β V x x = V D eβ x e = = k x = equilibrium geometry β = k D D ca be used from experimet ( e D measurable) e This is still a approximate potetial Today: Potetial eergy curves ca be calculated usig electroic structure programs. Chapter 5 Vibratioal Motio 75
HE ATOM & APPROXIMATION METHODS MORE GENERAL VARIATIONAL TREATMENT. Examples:
5.6 4 Lecture #3-4 page HE ATOM & APPROXIMATION METHODS MORE GENERAL VARIATIONAL TREATMENT Do t restrict the wavefuctio to a sigle term! Could be a liear combiatio of several wavefuctios e.g. two terms:
More information1. Szabo & Ostlund: 2.1, 2.2, 2.4, 2.5, 2.7. These problems are fairly straightforward and I will not discuss them here.
Solutio set III.. Szabo & Ostlud:.,.,.,.5,.7. These problems are fairly straightforward ad I will ot discuss them here.. N! N! i= k= N! N! N! N! p p i j pi+ pj i j i j i= j= i= j= AA ˆˆ= ( ) Pˆ ( ) Pˆ
More information1 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 information5.76 Lecture #33 5/08/91 Page 1 of 10 pages. Lecture #33: Vibronic Coupling
5.76 Lecture #33 5/8/9 Page of pages Lecture #33: Vibroic Couplig Last time: H CO A A X A Electroically forbidde if A -state is plaar vibroically allowed to alterate v if A -state is plaar iertial defect
More informationVibrational Spectroscopy 1
Applied Spectroscopy Vibratioal Spectroscopy Recommeded Readig: Bawell ad McCash Chapter 3 Atkis Physical Chemistry Chapter 6 Itroductio What is it? Vibratioal spectroscopy detects trasitios betwee the
More information1. Hydrogen Atom: 3p State
7633A QUANTUM MECHANICS I - solutio set - autum. Hydroge Atom: 3p State Let us assume that a hydroge atom is i a 3p state. Show that the radial part of its wave fuctio is r u 3(r) = 4 8 6 e r 3 r(6 r).
More informationZeros 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 informationSolution of Quantum Anharmonic Oscillator with Quartic Perturbation
ISS -79X (Paper) ISS 5-0638 (Olie) Vol.7, 0 Abstract Solutio of Quatum Aharmoic Oscillator with Quartic Perturbatio Adelaku A.O. Departmet of Physics, Wesley Uiversity of Sciece ad Techology, Odo, Odo
More informationLecture #5: Begin Quantum Mechanics: Free Particle and Particle in a 1D Box
561 Fall 013 Lecture #5 page 1 Last time: Lecture #5: Begi Quatum Mechaics: Free Particle ad Particle i a 1D Box u 1 u 1-D Wave equatio = x v t * u(x,t): displacemets as fuctio of x,t * d -order: solutio
More information5.80 Small-Molecule Spectroscopy and Dynamics
MIT OpeCourseWare http://ocw.mit.edu 5.80 Small-Molecule Spectroscopy ad Dyamics Fall 2008 For iformatio about citig these materials or our Terms of Use, visit: http://ocw.mit.edu/terms. Lecture # 33 Supplemet
More informationPerturbation Theory I (See CTDL , ) Last time: derivation of all matrix elements for Harmonic-Oscillator: x, p, H. n ij n.
Perturbatio Theory I (See CTDL 1095-1107, 1110-1119) 14-1 Last time: derivatio of all matrix elemets for Harmoic-Oscillator: x, p, H selectio rules scalig ij x i j i steps of 2 e.g. x : = ± 3, ± 1 xii
More informationProblem 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 informationLecture 14 and 15: Algebraic approach to the SHO. 1 Algebraic Solution of the Oscillator 1. 2 Operator manipulation and the spectrum 4
Lecture 14 ad 15: Algebraic approach to the SHO B. Zwiebach April 5, 2016 Cotets 1 Algebraic Solutio of the Oscillator 1 2 Operator maipulatio ad the spectrum 4 1 Algebraic Solutio of the Oscillator We
More informationPHY4905: Nearly-Free Electron Model (NFE)
PHY4905: Nearly-Free Electro Model (NFE) D. L. Maslov Departmet of Physics, Uiversity of Florida (Dated: Jauary 12, 2011) 1 I. REMINDER: QUANTUM MECHANICAL PERTURBATION THEORY A. No-degeerate eigestates
More informationChapter 8 Approximation Methods, Hueckel Theory
Witer 3 Chem 356: Itroductory Quatum Mechaics Chapter 8 Approximatio Methods, Huecel Theory... 8 Approximatio Methods... 8 The Liear Variatioal Priciple... Chapter 8 Approximatio Methods, Huecel Theory
More informationHydrogen (atoms, molecules) in external fields. Static electric and magnetic fields Oscyllating electromagnetic fields
Hydroge (atoms, molecules) i exteral fields Static electric ad magetic fields Oscyllatig electromagetic fields Everythig said up to ow has to be modified more or less strogly if we cosider atoms (ad ios)
More informationPhysics 324, Fall Dirac Notation. These notes were produced by David Kaplan for Phys. 324 in Autumn 2001.
Physics 324, Fall 2002 Dirac Notatio These otes were produced by David Kapla for Phys. 324 i Autum 2001. 1 Vectors 1.1 Ier product Recall from liear algebra: we ca represet a vector V as a colum vector;
More informationAssignment 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.
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 informationPhysics 2D Lecture Slides Lecture 22: Feb 22nd 2005
Physics D Lecture Slides Lecture : Feb d 005 Vivek Sharma UCSD Physics Itroducig the Schrodiger Equatio! (, t) (, t) #! " + U ( ) "(, t) = i!!" m!! t U() = characteristic Potetial of the system Differet
More informationThe time evolution of the state of a quantum system is described by the time-dependent Schrödinger equation (TDSE): ( ) ( ) 2m "2 + V ( r,t) (1.
Adrei Tokmakoff, MIT Departmet of Chemistry, 2/13/2007 1-1 574 TIME-DEPENDENT QUANTUM MECHANICS 1 INTRODUCTION 11 Time-evolutio for time-idepedet Hamiltoias The time evolutio of the state of a quatum system
More information17 Phonons and conduction electrons in solids (Hiroshi Matsuoka)
7 Phoos ad coductio electros i solids Hiroshi Matsuoa I this chapter we will discuss a miimal microscopic model for phoos i a solid ad a miimal microscopic model for coductio electros i a simple metal.
More informationPhysics 232 Gauge invariance of the magnetic susceptibilty
Physics 232 Gauge ivariace of the magetic susceptibilty Peter Youg (Dated: Jauary 16, 2006) I. INTRODUCTION We have see i class that the followig additioal terms appear i the Hamiltoia o addig a magetic
More informationOffice: JILA A709; Phone ;
Office: JILA A709; Phoe 303-49-7841; email: weberjm@jila.colorado.edu Problem Set 5 To be retured before the ed of class o Wedesday, September 3, 015 (give to me i perso or slide uder office door). 1.
More informationPhysics 2D Lecture Slides Lecture 25: Mar 2 nd
Cofirmed: D Fial Eam: Thursday 8 th March :3-:3 PM WH 5 Course Review 4 th March am WH 5 (TBC) Physics D ecture Slides ecture 5: Mar d Vivek Sharma UCSD Physics Simple Harmoic Oscillator: Quatum ad Classical
More informationApply change-of-basis formula to rewrite x as a linear combination of eigenvectors v j.
Eigevalue-Eigevector Istructor: Nam Su Wag eigemcd Ay vector i real Euclidea space of dimesio ca be uiquely epressed as a liear combiatio of liearly idepedet vectors (ie, basis) g j, j,,, α g α g α g α
More informationAppendix: The Laplace Transform
Appedix: The Laplace Trasform The Laplace trasform is a powerful method that ca be used to solve differetial equatio, ad other mathematical problems. Its stregth lies i the fact that it allows the trasformatio
More informationLecture 25 (Dec. 6, 2017)
Lecture 5 8.31 Quatum Theory I, Fall 017 106 Lecture 5 (Dec. 6, 017) 5.1 Degeerate Perturbatio Theory Previously, whe discussig perturbatio theory, we restricted ourselves to the case where the uperturbed
More informationThe Born-Oppenheimer approximation
The Bor-Oppeheimer approximatio 1 Re-writig the Schrödiger equatio We will begi from the full time-idepedet Schrödiger equatio for the eigestates of a molecular system: [ P 2 + ( Pm 2 + e2 1 1 2m 2m m
More informationKinetics 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 informationEXPERIMENT 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 informationPAPER : IIT-JAM 2010
MATHEMATICS-MA (CODE A) Q.-Q.5: Oly oe optio is correct for each questio. Each questio carries (+6) marks for correct aswer ad ( ) marks for icorrect aswer.. Which of the followig coditios does NOT esure
More informationLecture 6 Chi Square Distribution (χ 2 ) and Least Squares Fitting
Lecture 6 Chi Square Distributio (χ ) ad Least Squares Fittig Chi Square Distributio (χ ) Suppose: We have a set of measuremets {x 1, x, x }. We kow the true value of each x i (x t1, x t, x t ). We would
More informationThe axial dispersion model for tubular reactors at steady state can be described by the following equations: dc dz R n cn = 0 (1) (2) 1 d 2 c.
5.4 Applicatio of Perturbatio Methods to the Dispersio Model for Tubular Reactors The axial dispersio model for tubular reactors at steady state ca be described by the followig equatios: d c Pe dz z =
More informationOn the Quantum Theory of Molecules
O the Quatum Theory of Molecules M. Bor a, J.R. Oppeheimer b a Istitute of Theoretical Physics, Göttige b Istitute of Theoretical Physics, Göttige Abstract It will be show that the familiar compoets of
More information3.2 Properties of Division 3.3 Zeros of Polynomials 3.4 Complex and Rational Zeros of Polynomials
Math 60 www.timetodare.com 3. Properties of Divisio 3.3 Zeros of Polyomials 3.4 Complex ad Ratioal Zeros of Polyomials I these sectios we will study polyomials algebraically. Most of our work will be cocered
More informationQuantum Mechanics I. 21 April, x=0. , α = A + B = C. ik 1 A ik 1 B = αc.
Quatum Mechaics I 1 April, 14 Assigmet 5: Solutio 1 For a particle icidet o a potetial step with E < V, show that the magitudes of the amplitudes of the icidet ad reflected waves fuctios are the same Fid
More informationTIME-CORRELATION FUNCTIONS
p. 8 TIME-CORRELATION FUNCTIONS Time-correlatio fuctios are a effective way of represetig the dyamics of a system. They provide a statistical descriptio of the time-evolutio of a variable for a esemble
More informationMETHOD OF FUNDAMENTAL SOLUTIONS FOR HELMHOLTZ EIGENVALUE PROBLEMS IN ELLIPTICAL DOMAINS
Please cite this article as: Staisław Kula, Method of fudametal solutios for Helmholtz eigevalue problems i elliptical domais, Scietific Research of the Istitute of Mathematics ad Computer Sciece, 009,
More informationLecture 6 Chi Square Distribution (χ 2 ) and Least Squares Fitting
Lecture 6 Chi Square Distributio (χ ) ad Least Squares Fittig Chi Square Distributio (χ ) Suppose: We have a set of measuremets {x 1, x, x }. We kow the true value of each x i (x t1, x t, x t ). We would
More informationd dx where k is a spring constant
Vorlesug IX Harmoic Oscillator 1 Basic efiitios a properties a classical mechaics Oscillator is efie as a particle subject to a liear force fiel The force F ca be epresse i terms of potetial fuctio V F
More informationOn the Quantum Theory of Molecules M Born and J R Oppenheimer Ann. Physik 84, 457 (1927) January 23, 2002 Translated by S M Blinder with emendations b
O the Quatum Theory of Molecules M Bor ad J R Oppeheimer A. Physik 84, 457 (197) Jauary 3, Traslated by S M Blider with emedatios by Bria Sutclie ad Wolf Geppert Abstract It will be show that the familiar
More informationThe Method of Least Squares. To understand least squares fitting of data.
The Method of Least Squares KEY WORDS Curve fittig, least square GOAL To uderstad least squares fittig of data To uderstad the least squares solutio of icosistet systems of liear equatios 1 Motivatio Curve
More informationForces: Calculating Them, and Using Them Shobhana Narasimhan JNCASR, Bangalore, India
Forces: Calculatig Them, ad Usig Them Shobhaa Narasimha JNCASR, Bagalore, Idia shobhaa@jcasr.ac.i Shobhaa Narasimha, JNCASR 1 Outlie Forces ad the Hellma-Feyma Theorem Stress Techiques for miimizig a fuctio
More informationSeptember 2012 C1 Note. C1 Notes (Edexcel) Copyright - For AS, A2 notes and IGCSE / GCSE worksheets 1
September 0 s (Edecel) Copyright www.pgmaths.co.uk - For AS, A otes ad IGCSE / GCSE worksheets September 0 Copyright www.pgmaths.co.uk - For AS, A otes ad IGCSE / GCSE worksheets September 0 Copyright
More informationPhysics 201 Final Exam December
Physics 01 Fial Exam December 14 017 Name (please prit): This test is admiistered uder the rules ad regulatios of the hoor system of the College of William & Mary. Sigature: Fial score: Problem 1 (5 poits)
More informationMath 128A: Homework 1 Solutions
Math 8A: Homework Solutios Due: Jue. Determie the limits of the followig sequeces as. a) a = +. lim a + = lim =. b) a = + ). c) a = si4 +6) +. lim a = lim = lim + ) [ + ) ] = [ e ] = e 6. Observe that
More informationNumerical 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 informationIt is often useful to approximate complicated functions using simpler ones. We consider the task of approximating a function by a polynomial.
Taylor Polyomials ad Taylor Series It is ofte useful to approximate complicated fuctios usig simpler oes We cosider the task of approximatig a fuctio by a polyomial If f is at least -times differetiable
More informationECE 8527: Introduction to Machine Learning and Pattern Recognition Midterm # 1. Vaishali Amin Fall, 2015
ECE 8527: Itroductio to Machie Learig ad Patter Recogitio Midterm # 1 Vaishali Ami Fall, 2015 tue39624@temple.edu Problem No. 1: Cosider a two-class discrete distributio problem: ω 1 :{[0,0], [2,0], [2,2],
More informationRecurrence Relations
Recurrece Relatios Aalysis of recursive algorithms, such as: it factorial (it ) { if (==0) retur ; else retur ( * factorial(-)); } Let t be the umber of multiplicatios eeded to calculate factorial(). The
More informationNew 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 informationCHAPTER 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 informationDefinition 4.2. (a) A sequence {x n } in a Banach space X is a basis for X if. unique scalars a n (x) such that x = n. a n (x) x n. (4.
4. BASES I BAACH SPACES 39 4. BASES I BAACH SPACES Sice a Baach space X is a vector space, it must possess a Hamel, or vector space, basis, i.e., a subset {x γ } γ Γ whose fiite liear spa is all of X ad
More informationPhysics Supplement to my class. Kinetic Theory
Physics Supplemet to my class Leaers should ote that I have used symbols for geometrical figures ad abbreviatios through out the documet. Kietic Theory 1 Most Probable, Mea ad RMS Speed of Gas Molecules
More informationLecture #3. Math tools covered today
Toay s Program:. Review of previous lecture. QM free particle a particle i a bo. 3. Priciple of spectral ecompositio. 4. Fourth Postulate Math tools covere toay Lecture #3. Lear how to solve separable
More informationLanczos-Haydock Recursion
Laczos-Haydock Recursio Bor: Feb 893 i Székesehérvár, Hugary- Died: 5 Jue 974 i Budapest, Hugary Corelius Laczos From a abstract mathematical viewpoit, the method for puttig a symmetric matrix i three-diagoal
More informationExercises and Problems
HW Chapter 4: Oe-Dimesioal Quatum Mechaics Coceptual Questios 4.. Five. 4.4.. is idepedet of. a b c mu ( E). a b m( ev 5 ev) c m(6 ev ev) Exercises ad Problems 4.. Model: Model the electro as a particle
More informationCHAPTER 5. Theory and Solution Using Matrix Techniques
A SERIES OF CLASS NOTES FOR 2005-2006 TO INTRODUCE LINEAR AND NONLINEAR PROBLEMS TO ENGINEERS, SCIENTISTS, AND APPLIED MATHEMATICIANS DE CLASS NOTES 3 A COLLECTION OF HANDOUTS ON SYSTEMS OF ORDINARY DIFFERENTIAL
More informationTrue Nature of Potential Energy of a Hydrogen Atom
True Nature of Potetial Eergy of a Hydroge Atom Koshu Suto Key words: Bohr Radius, Potetial Eergy, Rest Mass Eergy, Classical Electro Radius PACS codes: 365Sq, 365-w, 33+p Abstract I cosiderig the potetial
More informationPaired Data and Linear Correlation
Paired Data ad Liear Correlatio Example. A group of calculus studets has take two quizzes. These are their scores: Studet st Quiz Score ( data) d Quiz Score ( data) 7 5 5 0 3 0 3 4 0 5 5 5 5 6 0 8 7 0
More information1. Linearization of a nonlinear system given in the form of a system of ordinary differential equations
. Liearizatio of a oliear system give i the form of a system of ordiary differetial equatios We ow show how to determie a liear model which approximates the behavior of a time-ivariat oliear system i a
More informationAlgebra 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 informationOrthogonal polynomials derived from the tridiagonal representation approach
Orthogoal polyomials derived from the tridiagoal represetatio approach A. D. Alhaidari Saudi Ceter for Theoretical Physics, P.O. Box 374, Jeddah 438, Saudi Arabia Abstract: The tridiagoal represetatio
More informationPHYS-505 Parity and other Discrete Symmetries Lecture-7!
PHYS-505 Parity ad other Discrete Symmetries Lecture-7! 1 Discrete Symmetries So far we have cosidered cotiuous symmetry operators that is, operatios that ca be obtaied by applyig successively ifiitesimal
More informationx c the remainder is Pc ().
Algebra, Polyomial ad Ratioal Fuctios Page 1 K.Paulk Notes Chapter 3, Sectio 3.1 to 3.4 Summary Sectio Theorem Notes 3.1 Zeros of a Fuctio Set the fuctio to zero ad solve for x. The fuctio is zero at these
More informationEigenvalues and Eigenfunctions of Woods Saxon Potential in PT Symmetric Quantum Mechanics
Eigevalues ad Eigefuctios of Woods Saxo Potetial i PT Symmetric Quatum Mechaics Ayşe Berkdemir a, Cüeyt Berkdemir a ad Ramaza Sever b* a Departmet of Physics, Faculty of Arts ad Scieces, Erciyes Uiversity,
More informationMath 475, Problem Set #12: Answers
Math 475, Problem Set #12: Aswers A. Chapter 8, problem 12, parts (b) ad (d). (b) S # (, 2) = 2 2, sice, from amog the 2 ways of puttig elemets ito 2 distiguishable boxes, exactly 2 of them result i oe
More informationTHE 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 informationHilbert Space Methods Used in a First Course in Quantum Mechanics
Hilbert Space Methods Used i a First Course i Quatum Mechaics Victor Poliger Physics/Mathematics Bellevue College 03/07/3-04//3 Outlie The Ifiite Square Well: A Follow-Up Timelie of basic evets Statistical
More informationLesson 10: Limits and Continuity
www.scimsacademy.com Lesso 10: Limits ad Cotiuity SCIMS Academy 1 Limit of a fuctio The cocept of limit of a fuctio is cetral to all other cocepts i calculus (like cotiuity, derivative, defiite itegrals
More information1 Last time: similar and diagonalizable matrices
Last time: similar ad diagoalizable matrices Let be a positive iteger Suppose A is a matrix, v R, ad λ R Recall that v a eigevector for A with eigevalue λ if v ad Av λv, or equivaletly if v is a ozero
More informationCHAPTER 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 informationProperties and Tests of Zeros of Polynomial Functions
Properties ad Tests of Zeros of Polyomial Fuctios The Remaider ad Factor Theorems: Sythetic divisio ca be used to fid the values of polyomials i a sometimes easier way tha substitutio. This is show by
More informationFinally, we show how to determine the moments of an impulse response based on the example of the dispersion model.
5.3 Determiatio of Momets Fially, we show how to determie the momets of a impulse respose based o the example of the dispersio model. For the dispersio model we have that E θ (θ ) curve is give by eq (4).
More informationUniversity of Washington Department of Chemistry Chemistry 453 Winter Quarter 2015
Uiversity of Wasigto Departmet of Cemistry Cemistry 453 Witer Quarter 15 Lecture 14. /11/15 Recommeded Text Readig: Atkis DePaula: 9.1, 9., 9.3 A. Te Equipartitio Priciple & Eergy Quatizatio Te Equipartio
More informationTMA4205 Numerical Linear Algebra. The Poisson problem in R 2 : diagonalization methods
TMA4205 Numerical Liear Algebra The Poisso problem i R 2 : diagoalizatio methods September 3, 2007 c Eiar M Røquist Departmet of Mathematical Scieces NTNU, N-749 Trodheim, Norway All rights reserved A
More informationSOLID MECHANICS TUTORIAL BALANCING OF RECIPROCATING MACHINERY
SOLID MECHANICS TUTORIAL BALANCING OF RECIPROCATING MACHINERY This work covers elemets of the syllabus for the Egieerig Coucil Exam D5 Dyamics of Mechaical Systems. O completio of this tutorial you should
More informationAn Introduction to Randomized Algorithms
A Itroductio to Radomized Algorithms The focus of this lecture is to study a radomized algorithm for quick sort, aalyze it usig probabilistic recurrece relatios, ad also provide more geeral tools for aalysis
More informationA widely used display of protein shapes is based on the coordinates of the alpha carbons - - C α
Nice plottig of proteis: I A widely used display of protei shapes is based o the coordiates of the alpha carbos - - C α -s. The coordiates of the C α -s are coected by a cotiuous curve that roughly follows
More information1 Approximating Integrals using Taylor Polynomials
Seughee Ye Ma 8: Week 7 Nov Week 7 Summary This week, we will lear how we ca approximate itegrals usig Taylor series ad umerical methods. Topics Page Approximatig Itegrals usig Taylor Polyomials. Defiitios................................................
More informationLecture 7: Properties of Random Samples
Lecture 7: Properties of Radom Samples 1 Cotiued From Last Class Theorem 1.1. Let X 1, X,...X be a radom sample from a populatio with mea µ ad variace σ
More informationFundamental Concepts: Surfaces and Curves
UNDAMENTAL CONCEPTS: SURACES AND CURVES CHAPTER udametal Cocepts: Surfaces ad Curves. INTRODUCTION This chapter describes two geometrical objects, vi., surfaces ad curves because the pla a ver importat
More informationLecture 8: October 20, Applications of SVD: least squares approximation
Mathematical Toolkit Autum 2016 Lecturer: Madhur Tulsiai Lecture 8: October 20, 2016 1 Applicatios of SVD: least squares approximatio We discuss aother applicatio of sigular value decompositio (SVD) of
More informationLECTURE 14. Non-linear transverse motion. Non-linear transverse motion
LETURE 4 No-liear trasverse motio Floquet trasformatio Harmoic aalysis-oe dimesioal resoaces Two-dimesioal resoaces No-liear trasverse motio No-liear field terms i the trajectory equatio: Trajectory equatio
More informationMIT Department of Chemistry 5.74, Spring 2005: Introductory Quantum Mechanics II Instructor: Professor Andrei Tokmakoff
MIT Departmet of Chemistry 5.74, Sprig 5: Itroductory Quatum Mechaics II Istructor: Professor Adrei Tomaoff p. 97 ABSORPTION SPECTRA OF MOLECULAR AGGREGATES The absorptio spectra of periodic arrays of
More informationLinearly Independent Sets, Bases. Review. Remarks. A set of vectors,,, in a vector space is said to be linearly independent if the vector equation
Liearly Idepedet Sets Bases p p c c p Review { v v vp} A set of vectors i a vector space is said to be liearly idepedet if the vector equatio cv + c v + + c has oly the trivial solutio = = { v v vp} The
More information62. 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 informationChapter 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 informationWe are mainly going to be concerned with power series in x, such as. (x)} converges - that is, lims N n
Review of Power Series, Power Series Solutios A power series i x - a is a ifiite series of the form c (x a) =c +c (x a)+(x a) +... We also call this a power series cetered at a. Ex. (x+) is cetered at
More informationReview Problems 1. ICME and MS&E Refresher Course September 19, 2011 B = C = AB = A = A 2 = A 3... C 2 = C 3 = =
Review Problems ICME ad MS&E Refresher Course September 9, 0 Warm-up problems. For the followig matrices A = 0 B = C = AB = 0 fid all powers A,A 3,(which is A times A),... ad B,B 3,... ad C,C 3,... Solutio:
More informationNonlinear regression
oliear regressio How to aalyse data? How to aalyse data? Plot! How to aalyse data? Plot! Huma brai is oe the most powerfull computatioall tools Works differetly tha a computer What if data have o liear
More informationMATH 10550, EXAM 3 SOLUTIONS
MATH 155, EXAM 3 SOLUTIONS 1. I fidig a approximate solutio to the equatio x 3 +x 4 = usig Newto s method with iitial approximatio x 1 = 1, what is x? Solutio. Recall that x +1 = x f(x ) f (x ). Hece,
More informationThe multiplicative structure of finite field and a construction of LRC
IERG6120 Codig for Distributed Storage Systems Lecture 8-06/10/2016 The multiplicative structure of fiite field ad a costructio of LRC Lecturer: Keeth Shum Scribe: Zhouyi Hu Notatios: We use the otatio
More informationMAT 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 informationReview Sheet for Final Exam
Sheet for ial To study for the exam, we suggest you look through the past review sheets, exams ad homework assigmets, ad idetify the topics that you most eed to work o. To help with this, the table give
More informationMicroscopic Theory of Transport (Fall 2003) Lecture 6 (9/19/03) Static and Short Time Properties of Time Correlation Functions
.03 Microscopic Theory of Trasport (Fall 003) Lecture 6 (9/9/03) Static ad Short Time Properties of Time Correlatio Fuctios Refereces -- Boo ad Yip, Chap There are a umber of properties of time correlatio
More informationRay Optics Theory and Mode Theory. Dr. Mohammad Faisal Dept. of EEE, BUET
Ray Optics Theory ad Mode Theory Dr. Mohammad Faisal Dept. of, BUT Optical Fiber WG For light to be trasmitted through fiber core, i.e., for total iteral reflectio i medium, > Ray Theory Trasmissio Ray
More information3. Z Transform. Recall that the Fourier transform (FT) of a DT signal xn [ ] is ( ) [ ] = In order for the FT to exist in the finite magnitude sense,
3. Z Trasform Referece: Etire Chapter 3 of text. Recall that the Fourier trasform (FT) of a DT sigal x [ ] is ω ( ) [ ] X e = j jω k = xe I order for the FT to exist i the fiite magitude sese, S = x [
More informationPolynomial Functions. New Section 1 Page 1. A Polynomial function of degree n is written is the form:
New Sectio 1 Page 1 A Polyomial fuctio of degree is writte is the form: 1 P x a x a x a x a x a x a 1 1 0 where is a o-egative iteger expoet ad a 0 ca oly take o values where a, a, a,..., a, a. 0 1 1.
More informationThe Transition Dipole Moment
The Trasitio Dipole Momet Iteractio of Light with Matter The probability that a molecule absorbs or emits light ad udergoes a trasitio from a iitial to a fial state is give by the Eistei coefficiet, B
More information