1. Connection between QM and Thermodynamics

Size: px
Start display at page:

Download "1. Connection between QM and Thermodynamics"

Transcription

1 Calculaton of hermodynamc and Knetc Propertes 1. Connecton between QM and hermodynamcs We have focused to ths pont on the many approaches and detals of calculatng the nternal tronc energy of a sngle molecule, that s, the energy assocated wth takng nfntely separated consttuent nucle and trons at rest and formng a molecule: H + + O e H O E We typcally calculate E wthn the orn-oppenhemer approxmaton,.e. wthn the approxmaton that the nucle of the molecule are all fxed n space. We know that even at 0 K molecules have a zeropont vbratonal energy (ZPE), and the 0 K nternal energy of a molecule s thus: E 0 = E + ZPE ZPE can be calculated pretty relably wthn the harmonc approxmaton, accordng to 3n 6 1 ZPE = h ν = 1 where ν are the harmonc vbratonal frequences, obtaned from a vbratonal frequency analyss. E s not drectly observable; U 0 n prncple s. U 0 s the mnmum energy a molecule can have. Hgher energes are possble by tronc exctaton, or vbratonal exctaton, or due to rotatonal moton, or translatonal moton. If we assume that they are separable: E = E 0 + E + E vb + E rot + E trans o fully descrbe mcroscopc state of a molecule, we would have to specfy all these quanttes. Macroscopcally, though, what we are typcally nterested n s the equlbrum value of nternal energy, U (or some other thermodynamc quantty, lke S or H) at some specfed, externally mposed thermodynamc condtons, lke temperature or pressure P. hese equlbrum values are obtaned by averagng over all the possble states of an ensemble of molecules. he way ths average s constructed s the realm of statstcal thermodynamcs. Most mportant for us s the canoncal ensemble, n whch the free varables are,, and. We ll generally choose to be 1 mole, so we can talk about molar values of quanttes. he relatve probablty of a molecule beng n a partcular state E above E 0 n the canoncal ensemble s gven by the oltzmann factor, E E/ k P e = e he sum over all the states s the canoncal partton functon: E Q (,, ) = e Good news: all thermodynamc quanttes can be defned n terms of ths functon (see table). ad news: not so easy to calculate for some general collecton of molecules, lke a lqud, where E runs over all the states of all the molecules. Prof. W. F. Schneder CE Computatonal Chemstry 1/8 1:17:59 PM 11/8/007 Unversty of otre Dame

2 Calculaton of hermodynamc and Knetc Propertes he Equatons of the Canoncal Ensemble (,, ndependent varables) OE: All energes are referenced to E 0. = 1 k Sngle partcle partton functon Full Canoncal Ensemble Dstngushable Partcles (e.g., atoms n a crystal lattce E (,, ) = e q (, ) = e ε ( ) Q Indstngushable Partcles (e.g., molecules n a flud), q = e ε Full partton functon E (,, ) = e Q= q(, ) q (, ) Q Q =! Log partton functon ln Q ln q ln q ln! ( ln ln 1) q + Internal Energy (U) ln Q ln q ln q Pressure (P) 1 lnq ln q ln q Helmholtz Energy (A = U S) ln Q ( ln q + 1 ) ln q Entropy (S) k ( U + ln Q) k ( U ln q) k + { U + ( ln q + 1 )} Enthalpy (H = U + P) ln Q U + ln q U + ln q U + Gbbs Energy (G = A + P) ln Q ln Q + ln q ln q+ ln q + 1 ln q + Chemcal Potental A μ = 1 lnq ln q ln q Prof. W. F. Schneder CE Computatonal Chemstry /8 1:17:59 PM 11/8/007 Unversty of otre Dame

3 Calculaton of hermodynamc and Knetc Propertes. Ideal Gas hermodynamcs For a gas of dentcal molecules, though, the partton functon can be (nearly exactly) factored: (, ) = = ε q Q (,, ), q (, ) e! q(,) s the molecular partton functon, and s calculated by summng over the nternal energy states ε of an ndvdual molecule (startng at E 0 ). Further smplfed by factorng nto contrbutons from varous (3) degrees of freedom: trans rot vb q (, ) e ε e ε e ε e ε = trans rot vb = q q q q trans rot vb = U E Utrans Urot Uvb U Smlarly for other thermodynamc quanttes. For example, U C = = C + C + C + C v v, trans v, rot v, vb v, Have to separately calculate contrbutons from each DOF: ranslatonal 3 degrees of freedom. Assume partcle-n-a-box. Δε trans 0 q 10 trans 30 Imples P = nr. ote we have to choose a standard pressure/concentraton here! Gaussan chooses by default 1 atm as pressure. Rotatonal construct sum for each of 3 rotatonal degrees of freedom. Assume rgd rotor, means we need moments of nerta from molecular geometry. Δε rot e q 100' s rot bratonal construct sum for each of 3 6 normal modes wthn harmonc approxmaton. Means we need vbratonal spectrum. Δε vb 0. 1 e q 1 Electronc sum over excted tronc states. At usual temperatures, only ground state s mportant. Δ ε 1 e q = degeneracy of ground state vb Prof. W. F. Schneder CE Computatonal Chemstry 3/8 1:17:59 PM 11/8/007 Unversty of otre Dame

4 Calculaton of hermodynamc and Knetc Propertes he Statstcal hermodynamcs of an Ideal Gas All energes referenced to ther 0 K values All thermodynamc quanttes expressed on a per mole bass ranslatonal DOFs 3-D partcle n a box model 1 hermal wavelength Λ= h π m For Λ << L, k 1 qtrans = 3 = (essentally always true) 3 Λ P Λ e e k Utrans = R Cv,trans = R Strans = Rln Rln 3 = 3 Λ PΛ Rotatonal DOFs rgd rotor model Lnear molecule rotatonal temperatureθ R = hc k ( ) ( ) 1 θr 1 J J+ 1 1,unsymmetrc qrot = J 1 e, θr σ σ + = σ θr,symmetrc J = 0 ( ( σθr )) Urot = R Cv,rot = R Srot = R 1 ln on-lnear molecule rotatonal temperatures θ = hc 1 1 π 3 qrot, θac,, σ = rotatonalsymmetry number σ θaθθc 3 3 R σθaθθ C Urot = R Cv,rot = R Srot = 3 ln 3 π bratonal DOFs harmonc oscllator model Sngle harmonc mode vbratonal temperature θ = hc ν k 1 qvb =, θ (generally must use full form) 1 e θ θ θ e θ v θ θ θ θ θ θ Uvb = R C,vb = R Svb = R ln ( 1 e ) e 1 e 1 e 1 Multple harmonc modes vbratonal temperatures θv = hc ν v k 1 qvb = e θ v 1 v θ v v v e v θ v v θv θv v e v e v e θ θ θ θv Uvb = R C,vb = R Svb = R ln ( 1 e ) Electronc DOFs q spn multplcty Prof. W. F. Schneder CE Computatonal Chemstry 4/8 1:17:59 PM 11/8/007 Unversty of otre Dame α α k

5 Calculaton of hermodynamc and Knetc Propertes 3. Gaussan thermochemstry output bratonal frequency calculaton wthn Gaussan calculates all these quanttes for you. See Secton 3 of Ochtersk, hermochemstry n Gaussan, for descrpton. 4. Reacton thermodynamcs Often nterested n changes n thermodynamc quanttes accompanyng a chemcal reacton. Have to calculate dfferences: Δ U (, ) =Δ E +Δ ZPE +Δ Utrans (, ) +Δ Urot ( ) +ΔUvb ( ) Δ S (, ) =Δ S (, ) +Δ S ( ) +ΔS ( ) trans rot vb Can do ths for any condton you want. If you want a partcular standard state (e.g. 73 K, 1 bar), have to choose densty/ approprately. A {R} E PES ΔE ΔU(0) Equlbrum constants, determned by. K ( ) e ΔG (, ) =. Correspondng concentraton unts and standard state See Secton 4 of Ochtersk, hermochemstry n Gaussan, for descrpton. 5. Mxng tronc structure and expermental thermochemstry Sometmes want to relate to some expermental standard, lke heat (enthalpy) of formaton. Recall that ths s an enthalpy relatve to elemental speces, and these are not always easy to calculate wth a partcular method. Use a thermodynamc cycle, and combne expermental and calculated quanttes as necessary. 0 ote that Δ H f = 0 for the elements n ther most stable state at all temperatures by defnton, but that does not mean that the enthalpy of an element s not temperature dependent. Can calculate or measure ths quantty dependng on convenence. Same approach can be used for S, G. Prof. W. F. Schneder CE Computatonal Chemstry 5/8 1:17:59 PM 11/8/007 Unversty of otre Dame

6 Calculaton of hermodynamc and Knetc Propertes Sample thermodynamc cycle for calculatng the heat of formaton of methane: C (s, 98 K, 1 bar) ΔH 0 f (98 K) + H (g, 98 K, 1 bar) CH 4 (g, 98 K, 1 bar) 0 0 H (98K) H (0 K) Exp t or calc. C (s, 0 K, 1 bar) 0 0 H (98K) H (0 K) Exp t or calc. 0 (0 K) ΔH f Exp t or calc. H (g, 0 K, 1 bar) CH 4 (g, 0 K, 1 bar) ZPE ZPE C (g, 0 K, 1 bar) + H (0 K, rgd) ΔE calc. CH 4 (0 K, rgd) 6. Isodesmc reactons Ultmately relablty depends on ablty to calculate tronc energy dfferences, and these can be dffcult, especally for reactons that nvolve sgnfcant changes n tronc structure. Isodesmc reacton s a lttle trck of the trade that takes advantage of fact that correlaton errors are often constant for a gven bond type. Wrte unknown compound n terms of reactons that conserve bond types, for example: CH 4 + CH Cl CHCl 3 Uses CH F + HCHO CH 4 + COF reacton and known nformaton about frst three molecules to calculate thermodynamcs of the fourth. Prof. W. F. Schneder CE Computatonal Chemstry 6/8 1:17:59 PM 11/8/007 Unversty of otre Dame

7 Calculaton of hermodynamc and Knetc Propertes 7. Reacton Knetcs Reacton rates more challengng to predct than thermodynamcs the latter s a unversal property of a reacton for gven condtons, the former depends on the pathway(s) from reactants to products. Conceve of a reacton as happenng n a sequence of elementary steps. In general dffcult to predct these elementary steps a pror. Gven them, though, our task s to calculate the rates of the ndvdual steps. Unts? A + products rate = kcc ( ) A Conceved of as passage from one well to another. Can be complex dynamcal process. ranston state theory s a very useful model that s straghtforward to apply from computatonal results. S assumptons (n order of degree of approxmaton): 1. Exstence of a PES. Exstence of a dvdng surface ( pont of no return ) 3. Exstence of a crtcal transton state pont on dvdng surface 4. Exstence of a quas-equlbrum between reactants and transton state A+ [A] C 5. Harmonc (quadratc) form of the PES near the S Equlbrum and harmonc approxmatons lead to: Can equvalently be expressed k q 0 / n ΔE k Δ k ( ) = e ( c) h qaq k : frequency factor, recprocal tme h q : partton functon of S, excludng reacton coordnate mode qa, q : partton functon of reactants ΔE0 : zero-pont corrected actvaton energy P P c = = : standard concentraton unts Ak R Δn : changes n number of speces from reactants to S k Δn S R H / R k ( ) e Δ e Δ = ( c) h Δ S : standard entropy of actvaton Δ H : standard enthalpy of actvaton Prof. W. F. Schneder CE Computatonal Chemstry 7/8 1:17:59 PM 11/8/007 Unversty of otre Dame

8 Calculaton of hermodynamc and Knetc Propertes Example: Dels-Alder reacton H C=CHF + H C=CH CH=CH S h 6.661E 34 J s A 6.01E+3 /mol R J/mol K k E 3 J/K K P 1.00 atm H C=CHF H C=CH CH=CH S Delta (kj/mol) E ZPE delta E oltzmann 3.09E 17 q 1.59E E+1.07E E 10 3 k /h 6.1E+1 s 1 4 R/P l/mol 4p k/p 4.06E 0 cm^3 1**3*4: k(98.15) 5.09E 5 l/mol s 1**3*4p: k(98.15) 5.5E 33 cm3/molecule s Slow. What would I have to do to calculate at a hgher temperature? Or pressure? 8. Specal knetcs topcs Knetc sotope effect partton functons calculated by default for most abundant sotope. Substtuton of D for H can sgnfcantly mpact rate. unnelng correcton especally for reacton paths nvolvng lght atoms, tunnelng through barrer can sgnfcantly mpact rates. Hard to treat quanttatvely; smple models avalable based on knowng curvature at S. aratonal transton state theory what f a reacton doesn t have an energy barrer? May stll have a free energy barrer, place where Δ G s maxmzed. Found by searchng along IRC. on-adabatc dynamcs ncorporate effect of multple tronc states on reacton rate Prof. W. F. Schneder CE Computatonal Chemstry 8/8 1:17:59 PM 11/8/007 Unversty of otre Dame

5.60 Thermodynamics & Kinetics Spring 2008

5.60 Thermodynamics & Kinetics Spring 2008 MIT OpenCourseWare http://ocw.mt.edu 5.60 Thermodynamcs & Knetcs Sprng 2008 For nformaton about ctng these materals or our Terms of Use, vst: http://ocw.mt.edu/terms. 5.60 Sprng 2008 Lecture #29 page 1

More information

The partition function is so important because everything else one ever wants (and can) know about the macroscopic system can be calculated from it:

The partition function is so important because everything else one ever wants (and can) know about the macroscopic system can be calculated from it: 5. Thermochemstry 5.. Molecular partton functon and thermodynamc quanttes One of the man goals of computatonal chemstry s to calculate macroscopc chemcal quanttes that we observe n the laboratory (e.g.

More information

STATISTICAL MECHANICAL ENSEMBLES 1 MICROSCOPIC AND MACROSCOPIC VARIABLES PHASE SPACE ENSEMBLES. CHE 524 A. Panagiotopoulos 1

STATISTICAL MECHANICAL ENSEMBLES 1 MICROSCOPIC AND MACROSCOPIC VARIABLES PHASE SPACE ENSEMBLES. CHE 524 A. Panagiotopoulos 1 CHE 54 A. Panagotopoulos STATSTCAL MECHACAL ESEMBLES MCROSCOPC AD MACROSCOPC ARABLES The central queston n Statstcal Mechancs can be phrased as follows: f partcles (atoms, molecules, electrons, nucle,

More information

5.62 Physical Chemistry II Spring 2008

5.62 Physical Chemistry II Spring 2008 MIT OpenCourseWare http://ocw.mt.edu 5.62 Physcal Chemstry II Sprng 2008 For nformaton about ctng these materals or our Terms of Use, vst: http://ocw.mt.edu/terms. 5.62 Sprng 2008 Lecture 34 Page Transton

More information

Introduction to Vapor/Liquid Equilibrium, part 2. Raoult s Law:

Introduction to Vapor/Liquid Equilibrium, part 2. Raoult s Law: CE304, Sprng 2004 Lecture 4 Introducton to Vapor/Lqud Equlbrum, part 2 Raoult s Law: The smplest model that allows us do VLE calculatons s obtaned when we assume that the vapor phase s an deal gas, and

More information

Lecture 4. Macrostates and Microstates (Ch. 2 )

Lecture 4. Macrostates and Microstates (Ch. 2 ) Lecture 4. Macrostates and Mcrostates (Ch. ) The past three lectures: we have learned about thermal energy, how t s stored at the mcroscopc level, and how t can be transferred from one system to another.

More information

Physics 240: Worksheet 30 Name:

Physics 240: Worksheet 30 Name: (1) One mole of an deal monatomc gas doubles ts temperature and doubles ts volume. What s the change n entropy of the gas? () 1 kg of ce at 0 0 C melts to become water at 0 0 C. What s the change n entropy

More information

University of Washington Department of Chemistry Chemistry 453 Winter Quarter 2015

University of Washington Department of Chemistry Chemistry 453 Winter Quarter 2015 Lecture 2. 1/07/15-1/09/15 Unversty of Washngton Department of Chemstry Chemstry 453 Wnter Quarter 2015 We are not talkng about truth. We are talkng about somethng that seems lke truth. The truth we want

More information

Solution Thermodynamics

Solution Thermodynamics Soluton hermodynamcs usng Wagner Notaton by Stanley. Howard Department of aterals and etallurgcal Engneerng South Dakota School of nes and echnology Rapd Cty, SD 57701 January 7, 001 Soluton hermodynamcs

More information

Energy, Entropy, and Availability Balances Phase Equilibria. Nonideal Thermodynamic Property Models. Selecting an Appropriate Model

Energy, Entropy, and Availability Balances Phase Equilibria. Nonideal Thermodynamic Property Models. Selecting an Appropriate Model Lecture 4. Thermodynamcs [Ch. 2] Energy, Entropy, and Avalablty Balances Phase Equlbra - Fugactes and actvty coeffcents -K-values Nondeal Thermodynamc Property Models - P-v-T equaton-of-state models -

More information

( ) 1/ 2. ( P SO2 )( P O2 ) 1/ 2.

( ) 1/ 2. ( P SO2 )( P O2 ) 1/ 2. Chemstry 360 Dr. Jean M. Standard Problem Set 9 Solutons. The followng chemcal reacton converts sulfur doxde to sulfur troxde. SO ( g) + O ( g) SO 3 ( l). (a.) Wrte the expresson for K eq for ths reacton.

More information

Lecture 14: Forces and Stresses

Lecture 14: Forces and Stresses The Nuts and Bolts of Frst-Prncples Smulaton Lecture 14: Forces and Stresses Durham, 6th-13th December 2001 CASTEP Developers Group wth support from the ESF ψ k Network Overvew of Lecture Why bother? Theoretcal

More information

Molecular structure: Diatomic molecules in the rigid rotor and harmonic oscillator approximations Notes on Quantum Mechanics

Molecular structure: Diatomic molecules in the rigid rotor and harmonic oscillator approximations Notes on Quantum Mechanics Molecular structure: Datomc molecules n the rgd rotor and harmonc oscllator approxmatons Notes on Quantum Mechancs http://quantum.bu.edu/notes/quantummechancs/molecularstructuredatomc.pdf Last updated

More information

STATISTICAL MECHANICS

STATISTICAL MECHANICS STATISTICAL MECHANICS Thermal Energy Recall that KE can always be separated nto 2 terms: KE system = 1 2 M 2 total v CM KE nternal Rgd-body rotaton and elastc / sound waves Use smplfyng assumptons KE of

More information

between standard Gibbs free energies of formation for products and reactants, ΔG! R = ν i ΔG f,i, we

between standard Gibbs free energies of formation for products and reactants, ΔG! R = ν i ΔG f,i, we hermodynamcs, Statstcal hermodynamcs, and Knetcs 4 th Edton,. Engel & P. ed Ch. 6 Part Answers to Selected Problems Q6.. Q6.4. If ξ =0. mole at equlbrum, the reacton s not ery far along. hus, there would

More information

and Statistical Mechanics Material Properties

and Statistical Mechanics Material Properties Statstcal Mechancs and Materal Propertes By Kuno TAKAHASHI Tokyo Insttute of Technology, Tokyo 15-855, JAPA Phone/Fax +81-3-5734-3915 takahak@de.ttech.ac.jp http://www.de.ttech.ac.jp/~kt-lab/ Only for

More information

Lecture 7: Boltzmann distribution & Thermodynamics of mixing

Lecture 7: Boltzmann distribution & Thermodynamics of mixing Prof. Tbbtt Lecture 7 etworks & Gels Lecture 7: Boltzmann dstrbuton & Thermodynamcs of mxng 1 Suggested readng Prof. Mark W. Tbbtt ETH Zürch 13 März 018 Molecular Drvng Forces Dll and Bromberg: Chapters

More information

Thermodynamics and statistical mechanics in materials modelling II

Thermodynamics and statistical mechanics in materials modelling II Course MP3 Lecture 8/11/006 (JAE) Course MP3 Lecture 8/11/006 Thermodynamcs and statstcal mechancs n materals modellng II A bref résumé of the physcal concepts used n materals modellng Dr James Ellott.1

More information

Entropy generation in a chemical reaction

Entropy generation in a chemical reaction Entropy generaton n a chemcal reacton E Mranda Área de Cencas Exactas COICET CCT Mendoza 5500 Mendoza, rgentna and Departamento de Físca Unversdad aconal de San Lus 5700 San Lus, rgentna bstract: Entropy

More information

PART I: MULTIPLE CHOICE (32 questions, each multiple choice question has a 2-point value, 64 points total).

PART I: MULTIPLE CHOICE (32 questions, each multiple choice question has a 2-point value, 64 points total). CHEMISTRY 123-07 Mdterm #2 answer key November 04, 2010 Statstcs: Average: 68 p (68%); Hghest: 91 p (91%); Lowest: 37 p (37%) Number of students performng at or above average: 58 (53%) Number of students

More information

3. Be able to derive the chemical equilibrium constants from statistical mechanics.

3. Be able to derive the chemical equilibrium constants from statistical mechanics. Lecture #17 1 Lecture 17 Objectves: 1. Notaton of chemcal reactons 2. General equlbrum 3. Be able to derve the chemcal equlbrum constants from statstcal mechancs. 4. Identfy how nondeal behavor can be

More information

NAME and Section No. it is found that 0.6 mol of O

NAME and Section No. it is found that 0.6 mol of O NAME and Secton No. Chemstry 391 Fall 7 Exam III KEY 1. (3 Ponts) ***Do 5 out of 6***(If 6 are done only the frst 5 wll be graded)*** a). In the reacton 3O O3 t s found that.6 mol of O are consumed. Fnd

More information

Q e E i /k B. i i i i

Q e E i /k B. i i i i Water and Aqueous Solutons 3. Lattce Model of a Flud Lattce Models Lattce models provde a mnmalst, or coarse-graned, framework for descrbng the translatonal, rotatonal, and conformatonal degrees of freedom

More information

THERMAL DISTRIBUTION IN THE HCL SPECTRUM OBJECTIVE

THERMAL DISTRIBUTION IN THE HCL SPECTRUM OBJECTIVE ame: THERMAL DISTRIBUTIO I THE HCL SPECTRUM OBJECTIVE To nvestgate a system s thermal dstrbuton n dscrete states; specfcally, determne HCl gas temperature from the relatve occupatons of ts rotatonal states.

More information

Chapter 13: Multiple Regression

Chapter 13: Multiple Regression Chapter 13: Multple Regresson 13.1 Developng the multple-regresson Model The general model can be descrbed as: It smplfes for two ndependent varables: The sample ft parameter b 0, b 1, and b are used to

More information

Open Systems: Chemical Potential and Partial Molar Quantities Chemical Potential

Open Systems: Chemical Potential and Partial Molar Quantities Chemical Potential Open Systems: Chemcal Potental and Partal Molar Quanttes Chemcal Potental For closed systems, we have derved the followng relatonshps: du = TdS pdv dh = TdS + Vdp da = SdT pdv dg = VdP SdT For open systems,

More information

Lecture. Polymer Thermodynamics 0331 L Chemical Potential

Lecture. Polymer Thermodynamics 0331 L Chemical Potential Prof. Dr. rer. nat. habl. S. Enders Faculty III for Process Scence Insttute of Chemcal Engneerng Department of Thermodynamcs Lecture Polymer Thermodynamcs 033 L 337 3. Chemcal Potental Polymer Thermodynamcs

More information

5.04, Principles of Inorganic Chemistry II MIT Department of Chemistry Lecture 32: Vibrational Spectroscopy and the IR

5.04, Principles of Inorganic Chemistry II MIT Department of Chemistry Lecture 32: Vibrational Spectroscopy and the IR 5.0, Prncples of Inorganc Chemstry II MIT Department of Chemstry Lecture 3: Vbratonal Spectroscopy and the IR Vbratonal spectroscopy s confned to the 00-5000 cm - spectral regon. The absorpton of a photon

More information

PHYS 705: Classical Mechanics. Newtonian Mechanics

PHYS 705: Classical Mechanics. Newtonian Mechanics 1 PHYS 705: Classcal Mechancs Newtonan Mechancs Quck Revew of Newtonan Mechancs Basc Descrpton: -An dealzed pont partcle or a system of pont partcles n an nertal reference frame [Rgd bodes (ch. 5 later)]

More information

Physics 607 Exam 1. ( ) = 1, Γ( z +1) = zγ( z) x n e x2 dx = 1. e x2

Physics 607 Exam 1. ( ) = 1, Γ( z +1) = zγ( z) x n e x2 dx = 1. e x2 Physcs 607 Exam 1 Please be well-organzed, and show all sgnfcant steps clearly n all problems. You are graded on your wor, so please do not just wrte down answers wth no explanaton! Do all your wor on

More information

x = , so that calculated

x = , so that calculated Stat 4, secton Sngle Factor ANOVA notes by Tm Plachowsk n chapter 8 we conducted hypothess tests n whch we compared a sngle sample s mean or proporton to some hypotheszed value Chapter 9 expanded ths to

More information

Chap.5 Statistical Thermodynamics

Chap.5 Statistical Thermodynamics Chap5 Statstcal Thermodynamcs () Free expanson & adabatc from macroscopc: Δ S dq T R adabatc Q, free expanson W rrev rrev ΔU, deal gas ΔT If reversble & sothermal QR + WR ΔU 因 Uf(T) RT QR WR ( Pd ) Pd

More information

A quote of the week (or camel of the week): There is no expedience to which a man will not go to avoid the labor of thinking. Thomas A.

A quote of the week (or camel of the week): There is no expedience to which a man will not go to avoid the labor of thinking. Thomas A. A quote of the week (or camel of the week): here s no expedence to whch a man wll not go to avod the labor of thnkng. homas A. Edson Hess law. Algorthm S Select a reacton, possbly contanng specfc compounds

More information

Supplementary Notes for Chapter 9 Mixture Thermodynamics

Supplementary Notes for Chapter 9 Mixture Thermodynamics Supplementary Notes for Chapter 9 Mxture Thermodynamcs Key ponts Nne major topcs of Chapter 9 are revewed below: 1. Notaton and operatonal equatons for mxtures 2. PVTN EOSs for mxtures 3. General effects

More information

Thermodynamics General

Thermodynamics General Thermodynamcs General Lecture 1 Lecture 1 s devoted to establshng buldng blocks for dscussng thermodynamcs. In addton, the equaton of state wll be establshed. I. Buldng blocks for thermodynamcs A. Dmensons,

More information

Physics 5153 Classical Mechanics. D Alembert s Principle and The Lagrangian-1

Physics 5153 Classical Mechanics. D Alembert s Principle and The Lagrangian-1 P. Guterrez Physcs 5153 Classcal Mechancs D Alembert s Prncple and The Lagrangan 1 Introducton The prncple of vrtual work provdes a method of solvng problems of statc equlbrum wthout havng to consder the

More information

Comparison of Regression Lines

Comparison of Regression Lines STATGRAPHICS Rev. 9/13/2013 Comparson of Regresson Lnes Summary... 1 Data Input... 3 Analyss Summary... 4 Plot of Ftted Model... 6 Condtonal Sums of Squares... 6 Analyss Optons... 7 Forecasts... 8 Confdence

More information

Session 7. Spectroscopy and Thermochemistry. Session 7 Overview: Part A I. Prediction of Vibrational Frequencies (IR)

Session 7. Spectroscopy and Thermochemistry. Session 7 Overview: Part A I. Prediction of Vibrational Frequencies (IR) Sesson 7 Spectroscopy and Thermochemstry CCCE 2008 1 Sesson 7 Overvew: Part A I. Predcton of Vbratonal Frequences (IR) II. Thermochemstry Part B III. Predcton of Electronc Transtons (UV-Vs) IV. NMR Predctons

More information

Review of Classical Thermodynamics

Review of Classical Thermodynamics Revew of Classcal hermodynamcs Physcs 4362, Lecture #1, 2 Syllabus What s hermodynamcs? 1 [A law] s more mpressve the greater the smplcty of ts premses, the more dfferent are the knds of thngs t relates,

More information

Chemical Equilibrium. Chapter 6 Spontaneity of Reactive Mixtures (gases) Taking into account there are many types of work that a sysem can perform

Chemical Equilibrium. Chapter 6 Spontaneity of Reactive Mixtures (gases) Taking into account there are many types of work that a sysem can perform Ths chapter deals wth chemcal reactons (system) wth lttle or no consderaton on the surroundngs. Chemcal Equlbrum Chapter 6 Spontanety of eactve Mxtures (gases) eactants generatng products would proceed

More information

CHEMICAL REACTIONS AND DIFFUSION

CHEMICAL REACTIONS AND DIFFUSION CHEMICAL REACTIONS AND DIFFUSION A.K.A. NETWORK THERMODYNAMICS BACKGROUND Classcal thermodynamcs descrbes equlbrum states. Non-equlbrum thermodynamcs descrbes steady states. Network thermodynamcs descrbes

More information

The Feynman path integral

The Feynman path integral The Feynman path ntegral Aprl 3, 205 Hesenberg and Schrödnger pctures The Schrödnger wave functon places the tme dependence of a physcal system n the state, ψ, t, where the state s a vector n Hlbert space

More information

A particle in a state of uniform motion remain in that state of motion unless acted upon by external force.

A particle in a state of uniform motion remain in that state of motion unless acted upon by external force. The fundamental prncples of classcal mechancs were lad down by Galleo and Newton n the 16th and 17th centures. In 1686, Newton wrote the Prncpa where he gave us three laws of moton, one law of gravty,

More information

Introduction to Statistical Methods

Introduction to Statistical Methods Introducton to Statstcal Methods Physcs 4362, Lecture #3 hermodynamcs Classcal Statstcal Knetc heory Classcal hermodynamcs Macroscopc approach General propertes of the system Macroscopc varables 1 hermodynamc

More information

CinChE Problem-Solving Strategy Chapter 4 Development of a Mathematical Model. formulation. procedure

CinChE Problem-Solving Strategy Chapter 4 Development of a Mathematical Model. formulation. procedure nhe roblem-solvng Strategy hapter 4 Transformaton rocess onceptual Model formulaton procedure Mathematcal Model The mathematcal model s an abstracton that represents the engneerng phenomena occurrng n

More information

Geol. 656 Isotope Geochemistry

Geol. 656 Isotope Geochemistry STABLE ISOTOPE THEORY: EQUILIBRIUM FRACTIONATION INTRODUCTION Stable sotope geochemstry s concerned wth varatons of the sotopc compostons of lght elements arsng from chemcal fractonatons rather than nuclear

More information

THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS OF A TELESCOPIC HYDRAULIC CYLINDER SUBJECTED TO EULER S LOAD

THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS OF A TELESCOPIC HYDRAULIC CYLINDER SUBJECTED TO EULER S LOAD Journal of Appled Mathematcs and Computatonal Mechancs 7, 6(3), 7- www.amcm.pcz.pl p-issn 99-9965 DOI:.75/jamcm.7.3. e-issn 353-588 THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS

More information

Module 1 : The equation of continuity. Lecture 1: Equation of Continuity

Module 1 : The equation of continuity. Lecture 1: Equation of Continuity 1 Module 1 : The equaton of contnuty Lecture 1: Equaton of Contnuty 2 Advanced Heat and Mass Transfer: Modules 1. THE EQUATION OF CONTINUITY : Lectures 1-6 () () () (v) (v) Overall Mass Balance Momentum

More information

Solutions to Problems Fundamentals of Condensed Matter Physics

Solutions to Problems Fundamentals of Condensed Matter Physics Solutons to Problems Fundamentals of Condensed Matter Physcs Marvn L. Cohen Unversty of Calforna, Berkeley Steven G. Loue Unversty of Calforna, Berkeley c Cambrdge Unversty Press 016 1 Acknowledgement

More information

ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM

ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM An elastc wave s a deformaton of the body that travels throughout the body n all drectons. We can examne the deformaton over a perod of tme by fxng our look

More information

University of Washington Department of Chemistry Chemistry 452/456 Summer Quarter 2014

University of Washington Department of Chemistry Chemistry 452/456 Summer Quarter 2014 Lecture 16 8/4/14 Unversty o Washngton Department o Chemstry Chemstry 452/456 Summer Quarter 214. Real Vapors and Fugacty Henry s Law accounts or the propertes o extremely dlute soluton. s shown n Fgure

More information

Robert Eisberg Second edition CH 09 Multielectron atoms ground states and x-ray excitations

Robert Eisberg Second edition CH 09 Multielectron atoms ground states and x-ray excitations Quantum Physcs 量 理 Robert Esberg Second edton CH 09 Multelectron atoms ground states and x-ray exctatons 9-01 By gong through the procedure ndcated n the text, develop the tme-ndependent Schroednger equaton

More information

Chemistry 163B Free Energy and Equilibrium E&R ( ch 6)

Chemistry 163B Free Energy and Equilibrium E&R ( ch 6) Chemstry 163B Free Energy and Equlbrum E&R ( ch 6) 1 ΔG reacton and equlbrum (frst pass) 1. ΔG < spontaneous ( natural, rreversble) ΔG = equlbrum (reversble) ΔG > spontaneous n reverse drecton. ΔG = ΔHΔS

More information

Composite Hypotheses testing

Composite Hypotheses testing Composte ypotheses testng In many hypothess testng problems there are many possble dstrbutons that can occur under each of the hypotheses. The output of the source s a set of parameters (ponts n a parameter

More information

Rate of Absorption and Stimulated Emission

Rate of Absorption and Stimulated Emission MIT Department of Chemstry 5.74, Sprng 005: Introductory Quantum Mechancs II Instructor: Professor Andre Tokmakoff p. 81 Rate of Absorpton and Stmulated Emsson The rate of absorpton nduced by the feld

More information

Advanced Quantum Mechanics

Advanced Quantum Mechanics Advanced Quantum Mechancs Rajdeep Sensarma! sensarma@theory.tfr.res.n ecture #9 QM of Relatvstc Partcles Recap of ast Class Scalar Felds and orentz nvarant actons Complex Scalar Feld and Charge conjugaton

More information

THE VIBRATIONS OF MOLECULES II THE CARBON DIOXIDE MOLECULE Student Instructions

THE VIBRATIONS OF MOLECULES II THE CARBON DIOXIDE MOLECULE Student Instructions THE VIBRATIONS OF MOLECULES II THE CARBON DIOXIDE MOLECULE Student Instructons by George Hardgrove Chemstry Department St. Olaf College Northfeld, MN 55057 hardgrov@lars.acc.stolaf.edu Copyrght George

More information

Physics 141. Lecture 14. Frank L. H. Wolfs Department of Physics and Astronomy, University of Rochester, Lecture 14, Page 1

Physics 141. Lecture 14. Frank L. H. Wolfs Department of Physics and Astronomy, University of Rochester, Lecture 14, Page 1 Physcs 141. Lecture 14. Frank L. H. Wolfs Department of Physcs and Astronomy, Unversty of Rochester, Lecture 14, Page 1 Physcs 141. Lecture 14. Course Informaton: Lab report # 3. Exam # 2. Mult-Partcle

More information

Process Modeling. Improving or understanding chemical process operation is a major objective for developing a dynamic process model

Process Modeling. Improving or understanding chemical process operation is a major objective for developing a dynamic process model Process Modelng Improvng or understandng chemcal process operaton s a major objectve for developng a dynamc process model Balance equatons Steady-state balance equatons mass or energy mass or energy enterng

More information

ψ ij has the eigenvalue

ψ ij has the eigenvalue Moller Plesset Perturbaton Theory In Moller-Plesset (MP) perturbaton theory one taes the unperturbed Hamltonan for an atom or molecule as the sum of the one partcle Foc operators H F() where the egenfunctons

More information

Econ107 Applied Econometrics Topic 3: Classical Model (Studenmund, Chapter 4)

Econ107 Applied Econometrics Topic 3: Classical Model (Studenmund, Chapter 4) I. Classcal Assumptons Econ7 Appled Econometrcs Topc 3: Classcal Model (Studenmund, Chapter 4) We have defned OLS and studed some algebrac propertes of OLS. In ths topc we wll study statstcal propertes

More information

Physics 181. Particle Systems

Physics 181. Particle Systems Physcs 181 Partcle Systems Overvew In these notes we dscuss the varables approprate to the descrpton of systems of partcles, ther defntons, ther relatons, and ther conservatons laws. We consder a system

More information

Physics 53. Rotational Motion 3. Sir, I have found you an argument, but I am not obliged to find you an understanding.

Physics 53. Rotational Motion 3. Sir, I have found you an argument, but I am not obliged to find you an understanding. Physcs 53 Rotatonal Moton 3 Sr, I have found you an argument, but I am not oblged to fnd you an understandng. Samuel Johnson Angular momentum Wth respect to rotatonal moton of a body, moment of nerta plays

More information

Mathematical Preparations

Mathematical Preparations 1 Introducton Mathematcal Preparatons The theory of relatvty was developed to explan experments whch studed the propagaton of electromagnetc radaton n movng coordnate systems. Wthn expermental error the

More information

V T for n & P = constant

V T for n & P = constant Pchem 365: hermodynamcs -SUMMARY- Uwe Burghaus, Fargo, 5 9 Mnmum requrements for underneath of your pllow. However, wrte your own summary! You need to know the story behnd the equatons : Pressure : olume

More information

Chapter 3 Thermochemistry of Fuel Air Mixtures

Chapter 3 Thermochemistry of Fuel Air Mixtures Chapter 3 Thermochemstry of Fuel Ar Mxtures 3-1 Thermochemstry 3- Ideal Gas Model 3-3 Composton of Ar and Fuels 3-4 Combuston Stochometry t 3-5 The1 st Law of Thermodynamcs and Combuston 3-6 Thermal converson

More information

Equilibrium Statistical Mechanics

Equilibrium Statistical Mechanics Equlbrum Statstcal Mechancs Ref. Davdson, Statstcal Mechancs McGraw-Hll, 96 We wsh to study plasmas n equlbrum for at least two reasons: (a) Many tmes real plasmas are near true equlbrum, at least locally

More information

Monte Carlo method II

Monte Carlo method II Course MP3 Lecture 5 14/11/2006 Monte Carlo method II How to put some real physcs nto the Monte Carlo method Dr James Ellott 5.1 Monte Carlo method revsted In lecture 4, we ntroduced the Monte Carlo (MC)

More information

10.40 Appendix Connection to Thermodynamics and Derivation of Boltzmann Distribution

10.40 Appendix Connection to Thermodynamics and Derivation of Boltzmann Distribution 10.40 Appendx Connecton to Thermodynamcs Dervaton of Boltzmann Dstrbuton Bernhardt L. Trout Outlne Cannoncal ensemble Maxmumtermmethod Most probable dstrbuton Ensembles contnued: Canoncal, Mcrocanoncal,

More information

Topics on Statistical Mechanics TCMM Lecture Notes

Topics on Statistical Mechanics TCMM Lecture Notes Topcs on Statstcal Mechancs TCMM Lecture otes Fernando Fernandes Department of Chemstry and Bochemstry, Faculty of Scences, Unversty of Lsbon, Portugal Emal: fslva@fc.ul.pt A short revew of basc concepts

More information

Solution Thermodynamics

Solution Thermodynamics CH2351 Chemcal Engneerng Thermodynamcs II Unt I, II www.msubbu.n Soluton Thermodynamcs www.msubbu.n Dr. M. Subramanan Assocate Professor Department of Chemcal Engneerng Sr Svasubramanya Nadar College of

More information

Lecture 3: Boltzmann distribution

Lecture 3: Boltzmann distribution Lecture 3: Boltzmann dstrbuton Statstcal mechancs: concepts Ams: Dervaton of Boltzmann dstrbuton: Basc postulate of statstcal mechancs. All states equally lkely. Equal a-pror probablty: Statstcal vew of

More information

...Thermodynamics. If Clausius Clapeyron fails. l T (v 2 v 1 ) = 0/0 Second order phase transition ( S, v = 0)

...Thermodynamics. If Clausius Clapeyron fails. l T (v 2 v 1 ) = 0/0 Second order phase transition ( S, v = 0) If Clausus Clapeyron fals ( ) dp dt pb =...Thermodynamcs l T (v 2 v 1 ) = 0/0 Second order phase transton ( S, v = 0) ( ) dp = c P,1 c P,2 dt Tv(β 1 β 2 ) Two phases ntermngled Ferromagnet (Excess spn-up

More information

Department of Chemistry Purdue University Garth J. Simpson

Department of Chemistry Purdue University Garth J. Simpson Objectves: 1. Develop a smple conceptual 1D model for NLO effects. Extend to 3D and relate to computatonal chemcal calculatons of adabatc NLO polarzabltes. 2. Introduce Sum-Over-States (SOS) approaches

More information

π e ax2 dx = x 2 e ax2 dx or x 3 e ax2 dx = 1 x 4 e ax2 dx = 3 π 8a 5/2 (a) We are considering the Maxwell velocity distribution function: 2πτ/m

π e ax2 dx = x 2 e ax2 dx or x 3 e ax2 dx = 1 x 4 e ax2 dx = 3 π 8a 5/2 (a) We are considering the Maxwell velocity distribution function: 2πτ/m Homework Solutons Problem In solvng ths problem, we wll need to calculate some moments of the Gaussan dstrbuton. The brute-force method s to ntegrate by parts but there s a nce trck. The followng ntegrals

More information

5.62 Physical Chemistry II Spring 2008

5.62 Physical Chemistry II Spring 2008 MIT OpenCourseWare http://ocw.mt.edu 5.62 Physcal Chemstry II Sprng 2008 For nformaton about ctng these materals or our Terms of Use, vst: http://ocw.mt.edu/terms. 5.62 Lecture #8: Boltzmann, Ferm-Drac,

More information

JAB Chain. Long-tail claims development. ASTIN - September 2005 B.Verdier A. Klinger

JAB Chain. Long-tail claims development. ASTIN - September 2005 B.Verdier A. Klinger JAB Chan Long-tal clams development ASTIN - September 2005 B.Verder A. Klnger Outlne Chan Ladder : comments A frst soluton: Munch Chan Ladder JAB Chan Chan Ladder: Comments Black lne: average pad to ncurred

More information

Applied Nuclear Physics (Fall 2004) Lecture 23 (12/3/04) Nuclear Reactions: Energetics and Compound Nucleus

Applied Nuclear Physics (Fall 2004) Lecture 23 (12/3/04) Nuclear Reactions: Energetics and Compound Nucleus .101 Appled Nuclear Physcs (Fall 004) Lecture 3 (1/3/04) Nuclear Reactons: Energetcs and Compound Nucleus References: W. E. Meyerhof, Elements of Nuclear Physcs (McGraw-Hll, New York, 1967), Chap 5. Among

More information

MOLECULAR DYNAMICS ,..., What is it? 2 = i i

MOLECULAR DYNAMICS ,..., What is it? 2 = i i MOLECULAR DYNAMICS What s t? d d x t 2 m 2 = F ( x 1,..., x N ) =1,,N r ( x1 ( t),..., x ( t)) = v = ( x& 1 ( t ),..., x& ( t )) N N What are some uses of molecular smulatons and modelng? Conformatonal

More information

Osmotic pressure and protein binding

Osmotic pressure and protein binding Osmotc pressure and proten bndng Igor R. Kuznetsov, KochLab Symposum talk 5/15/09 Today we take a closer look at one of the soluton thermodynamcs key ponts from Steve s presentaton. Here t s: d[ln(k off

More information

Statistical mechanics handout 4

Statistical mechanics handout 4 Statstcal mechancs handout 4 Explan dfference between phase space and an. Ensembles As dscussed n handout three atoms n any physcal system can adopt any one of a large number of mcorstates. For a quantum

More information

LNG CARGO TRANSFER CALCULATION METHODS AND ROUNDING-OFFS

LNG CARGO TRANSFER CALCULATION METHODS AND ROUNDING-OFFS CARGO TRANSFER CALCULATION METHODS AND ROUNDING-OFFS CONTENTS 1. Method for determnng transferred energy durng cargo transfer. Calculatng the transferred energy.1 Calculatng the gross transferred energy.1.1

More information

Lecture 3 Stat102, Spring 2007

Lecture 3 Stat102, Spring 2007 Lecture 3 Stat0, Sprng 007 Chapter 3. 3.: Introducton to regresson analyss Lnear regresson as a descrptve technque The least-squares equatons Chapter 3.3 Samplng dstrbuton of b 0, b. Contnued n net lecture

More information

4 Analysis of Variance (ANOVA) 5 ANOVA. 5.1 Introduction. 5.2 Fixed Effects ANOVA

4 Analysis of Variance (ANOVA) 5 ANOVA. 5.1 Introduction. 5.2 Fixed Effects ANOVA 4 Analyss of Varance (ANOVA) 5 ANOVA 51 Introducton ANOVA ANOVA s a way to estmate and test the means of multple populatons We wll start wth one-way ANOVA If the populatons ncluded n the study are selected

More information

Problem Points Score Total 100

Problem Points Score Total 100 Physcs 450 Solutons of Sample Exam I Problem Ponts Score 1 8 15 3 17 4 0 5 0 Total 100 All wor must be shown n order to receve full credt. Wor must be legble and comprehensble wth answers clearly ndcated.

More information

Lecture 17 : Stochastic Processes II

Lecture 17 : Stochastic Processes II : Stochastc Processes II 1 Contnuous-tme stochastc process So far we have studed dscrete-tme stochastc processes. We studed the concept of Makov chans and martngales, tme seres analyss, and regresson analyss

More information

If two volatile and miscible liquids are combined to form a solution, Raoult s law is not obeyed. Use the experimental data in Table 9.

If two volatile and miscible liquids are combined to form a solution, Raoult s law is not obeyed. Use the experimental data in Table 9. 9.9 Real Solutons Exhbt Devatons from Raoult s Law If two volatle and mscble lquds are combned to form a soluton, Raoult s law s not obeyed. Use the expermental data n Table 9.3: Physcal Chemstry 00 Pearson

More information

Density matrix. c α (t)φ α (q)

Density matrix. c α (t)φ α (q) Densty matrx Note: ths s supplementary materal. I strongly recommend that you read t for your own nterest. I beleve t wll help wth understandng the quantum ensembles, but t s not necessary to know t n

More information

Army Ants Tunneling for Classical Simulations

Army Ants Tunneling for Classical Simulations Electronc Supplementary Materal (ESI) for Chemcal Scence. Ths journal s The Royal Socety of Chemstry 2014 electronc supplementary nformaton (ESI) for Chemcal Scence Army Ants Tunnelng for Classcal Smulatons

More information

The ChemSep Book. Harry A. Kooijman Consultant. Ross Taylor Clarkson University, Potsdam, New York University of Twente, Enschede, The Netherlands

The ChemSep Book. Harry A. Kooijman Consultant. Ross Taylor Clarkson University, Potsdam, New York University of Twente, Enschede, The Netherlands The ChemSep Book Harry A. Koojman Consultant Ross Taylor Clarkson Unversty, Potsdam, New York Unversty of Twente, Enschede, The Netherlands Lbr Books on Demand www.bod.de Copyrght c 2000 by H.A. Koojman

More information

4.2 Chemical Driving Force

4.2 Chemical Driving Force 4.2. CHEMICL DRIVING FORCE 103 4.2 Chemcal Drvng Force second effect of a chemcal concentraton gradent on dffuson s to change the nature of the drvng force. Ths s because dffuson changes the bondng n a

More information

Internal energy excitation and dissociation of molecular nitrogen in a compressing flow

Internal energy excitation and dissociation of molecular nitrogen in a compressing flow Center for Turbulence Research Annual Research Brefs 29 59 Internal energy exctaton and dssocaton of molecular ntrogen n a compressng flow By T. E. Magn, M. Panes, A. Bourdon, R. Jaffe AND D. Schwenke

More information

Appendix II Summary of Important Equations

Appendix II Summary of Important Equations W. M. Whte Geochemstry Equatons of State: Ideal GasLaw: Coeffcent of Thermal Expanson: Compressblty: Van der Waals Equaton: The Laws of Thermdynamcs: Frst Law: Appendx II Summary of Important Equatons

More information

NAME and Section No.

NAME and Section No. Chemstry 391 Fall 2007 Exam I KEY (Monday September 17) 1. (25 Ponts) ***Do 5 out of 6***(If 6 are done only the frst 5 wll be graded)*** a). Defne the terms: open system, closed system and solated system

More information

APPLICATIONS: CHEMICAL AND PHASE EQUILIBRIA

APPLICATIONS: CHEMICAL AND PHASE EQUILIBRIA 5.60 Sprn 2007 Lecture #28 pae PPLICTIOS: CHMICL D PHS QUILIBRI pply tattcal mechanc to develop mcrocopc model for problem you ve treated o far wth macrocopc thermodynamc 0 Product Reactant Separated atom

More information

Molecular Dynamics Simulations: from Basics to Applications.

Molecular Dynamics Simulations: from Basics to Applications. Molecular Dynamcs Smulatons: from ascs to Applcatons. Lecture 7 04.06.01 1 Content of the Lecture 7: 1. Smple thermodynamc averages. Fluctuatons Specfc heat capactes Thermal expanson coeffcent Isothermal

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION do: 0.08/nature09 I. Resonant absorpton of XUV pulses n Kr + usng the reduced densty matrx approach The quantum beats nvestgated n ths paper are the result of nterference between two exctaton paths of

More information

Week 9 Chapter 10 Section 1-5

Week 9 Chapter 10 Section 1-5 Week 9 Chapter 10 Secton 1-5 Rotaton Rgd Object A rgd object s one that s nondeformable The relatve locatons of all partcles makng up the object reman constant All real objects are deformable to some extent,

More information

Chapter 1. Probability

Chapter 1. Probability Chapter. Probablty Mcroscopc propertes of matter: quantum mechancs, atomc and molecular propertes Macroscopc propertes of matter: thermodynamcs, E, H, C V, C p, S, A, G How do we relate these two propertes?

More information

Lecture Notes on Linear Regression

Lecture Notes on Linear Regression Lecture Notes on Lnear Regresson Feng L fl@sdueducn Shandong Unversty, Chna Lnear Regresson Problem In regresson problem, we am at predct a contnuous target value gven an nput feature vector We assume

More information