5. Response properties in ab initio schemes
|
|
- Wilfred Andrews
- 5 years ago
- Views:
Transcription
1 5. Response propertes n ab nto schemes A number of mportant physcal observables s expressed va dervatves of total energy (or free energy) E. Examples are: E R 2 E R a R b forces on the nucle; crtcal ponts on the potental energy surface (mnma and saddle ponts) force constants; vbratonal frequences; nfrared and Raman spectra 3 E R a R b R c E E 2 E R a E anharmonc constrbutons to vbratonal frequences (E electrc feld): dpole moment nfrared ntenstes 2 E E E j polarzablty; lght scatterng 3 E E E j E k hyperpolarzablty; second harmonc generaton 3 E R a E E k Raman ntensty etc. If total energy s avalable n a calculaton wth {R} or {E} as parameters, the above propertes can be obtaned by three methods: 1. A ft of sample ponts to an analytcal form and subsequent dfferentaton. Ths approach s very often used, but the results are subject to numercal nstablty (much more data ponts are needed than there are parameters n the fttng functon, for a numercally stable ft). 2. Fnte dfferences. Ths method s good f calculaton algorthm s accurate, so that numercal nose can be neglected. The followng formulae are for the frst dervatve of 79
2 a numercall functon f(x 1,...,x N ), defned on a mesh wth a step h;: ( ) f = 1 [ f(...,x 0 x 2h +h,...) [f(...,x 0 h,...)] + 1 d 3 f 6 3 h2...and for the second dervatves, wth obvous notaton of f(+) f(...,x 0 +h,...) etc. : 2 f x 2 = 1 h 2 [f(+) + f( ) 2f(0)] f h 2 x 4 2 f x x j = 1 2h h j [f(++) + f( ) + 2f(00) f(+0) f( 0) f(0+) f(0 )] + O(f IV h 2 ). 3. Analytcal dfferentaton, bult n nto the code. Ths typcally means a consderable programmng load and an addtonal amount of calculaton. However, the dfferentaton s exact, and there exst a possblty to calculate many response propertes (all components of force constants etc.) n a sngle run. Also ths may be advantageous n reducng a number of dfferent calculatons to be done. For example, calculaton of a second-order dynamcal matrx of a system wth N atoms demands at least 9N(N 1)/2 + 1 calculatons for dfferent dsplacement patterns f only the total energes are avalable, but [9N(N 1) + 2]/[2(3N 2)],.e. much less, f the forces are avalable as well. 5.1 General consderatons In the followng, we consder the problem of dfferentatng an expresson whch s varatonal (lke, e.g., energy) and depends mplctly and explctly on some parameters. Examples of explct parameters are, e.g., postons of nucle (and possbly of bass functons pnned to them); the mplct dependence of the total energy s on varatonal parameters those descrbng the decomposton of orbtals over bass functons. Moreover, we ntroduce a set of constarnts that could be target pressure, or fxed spn moment. So we deal wth constraned mnmzaton, usng Lagrange multplers. The functon to be mnmzed has a form W = W (C, λ,r) m f m (C,R)λ m, (5.1) where W s e.g. the total energy expresson, C varatonal parameters, λ Lagrange multplers, R explct parameters (e.g., postons of nucle), f constrants, formulated as f m (C,R) = 0 (5.2) (lke orthonormalty of orbtals, fxaton of total magnetc moment etc.) In less general case, one can omt the constrants. Varatonal parameters wll be determned from the equatons 80
3 In the followng, we use the notaton: The optmzed energy wll be W C = 0, f m (C,R) = 0, W C W ; m E = W ( C(R), λ(r),r ), (5.3) W R a W a (5.4) and ts gradent E a = W a + W C a f m λ a m = W a, (5.5) m where W a can be obtaned by drect dfferentatng n R a, and W =0, f m =0 at equlbrum. Smlarly, the second dervatve yelds: E ab = W ab + W a Cb m f a m λb m, (5.6) and other terms, W C ab and f m λ ab m, dsappear for the same reason. Snce W s varatonal, t must be statonary wth respect to varatons of C: W + j W j C j m f m λ m = 0. (5.7) Ths s somethng lke Hartree-Fock, or Kohn Sham equaton equaton, wrtten down for fxed postons of nucle. Dfferentatng n R a yelds: dw dr a = W a + j and snce f m = 0 n a statonary state, W j C a j m f m λ a m = 0, (5.8) df m dr a = f a + j f mj C a j = 0. (5.9) So we arrve at a system of response equatons W j Cj a f m λ a m = W a, j m f mj Cj a = fm a, (5.10) j whch has to be solved n addton to zero-order equaton (5.7). Once ths s done, W a and f a m can be nserted n Eq. (5.6) for E ab. A smlar analyss, but ncludng more coupled terms, can be done for thrd dervatves. Ths approach s descrbed by Pulay Peter Pulay, Analytcal Dervatve Technques and the Calculaton of Vbratonal Spectra, n: Modern Electronc Structure Theory, Part II, ed. by Davd R. Yarkony, World Scentfc, Sngapore (1995), pp
4 5.2 Forces Let us dscuss n more detal the evaluaton of force, that must be, accordng to Eq. (5.5), E a = W a. In practcal calculatons, evaluaton of ths dervatve may be consderably complcated by the necessty to take nto account dervatves of the bass functons. Ths s necessary f e.g. bass functons are centered on atoms and are dsplaced wth them. Ths s not necessary f a poston-ndependent bass set (e.g., planewaves) s used. The reason s the followng. For the exact wavefuncton, E a = ψ H a ψ by the power of the Hellmann Feynman theorem, as was shown n Eq. (3.19). We reproduce here ths argumentaton for completeness: E a d dr a ψ H ψ = ψa H ψ + ψ H a ψ + ψ H ψ a = }{{}}{{} E ψ E ψ = ψ H a ψ + E [ ψ a ψ + ψ ψ a ] = = ψ H a ψ + E [ ] a ψ ψ = ψ H a ψ. (5.11) }{{} =const However, f the wavefuncton contans parameters p t dependent on perturbaton (.e., dsplacement of ons) ether mplctly or explctly, then (5.11) s not generally vald, because ψ a H ψ + ψ H ψ a = 2 Re ψ a H ψ = ψ H ψ p a t 0. (5.12) t p t The valdty of the Hellmann Feynman theorem can be restored f ether p a t = 0,.e. the bass s ndependent on postons of nucle, as s for nstance the case for plane waves, or ψ H ψ p t = 0,.e. all parameters are fully optmzed, that s normally the case f the bass s complete. Or, at least, for each bass functon ts dervatve wth respect to perturbaton must also be present n the bass. In practcal terms, Hellmann Feynman forces are seldom useful, because even bass sets extended to nclude ther gradents are not complete enough. The total energy n the densty functonal theory s gven by Eq. (3.17): Etot el. = ( occuped) ε e2 2 ρ(r)ρ(r ) r r dr dr V XC (r) ρ(r) dr + E XC [ρ]. When consderng a dynamcal problem, one must add here a contrbuton from atomc cores that s not a constant anymore: E tot [ρ] = Etot el. + e2 Z α Z β 2 αβ R α R β. (5.13) 82
5 Gven a fxed confguraton of atoms {R α }, the dsplacement of one atom R α R α + α changes the total energy by δe = δ ε + δ ɛ (core) β dr ρ(r) δv KS (r) F HF α α. (5.14) ( occuped) β(core) The Hellmann Feynman force s purely electrostatc, due to the dsplacement of densty: F HF d α = Z α ez β d α β α τ R α + α R β +τ + e ρ(r) r R α α dr, (5.15) τ are lattce translaton vectors. Other contrbutons addng up to the total force are: 36 F α d E tot = F HF α + F IBS α + F core α. (5.16) d α F IBS s ncomplete bass set, or Pulay force, due to the use of fnte number of postondependent bass functons: F IBS α = 2 [ δϕ Re δ ˆT ] ϕ + V eff ε 1 ϕ δ α δ ˆT ϕ. (5.17) α (occuped) (occuped) F core s a core correcton, due to the fact that for core electrons (at least n the FLAPW method) only sphercal part of the potental s taken nto account. = ρ α (r) V KS (r). (5.18) F core α To gve an dea of relatve mportance of dfferent contrbutons to the force, the values (n mry/a.u., for α =0.089 a.u.) as calculated by the FLAPW method for S are shown on the rght. (after C. Ambrosch-Draxl, lecture at the Workshop The Physcs of the Electronc Behavour n the Core Regon: All-Electron LAPW Electronc Structure Calculatons, , Treste. ) F numercal dff. = F by Eq. (5.16) = F HF = F IBS = 3.06 F core = Dynamcal matrx We dscuss now the calculaton of second dervatves of energy n on dsplacements, accordng to Eq. (5.6). For ths, we need to know C b,.e., Kohn Sham orbtals to 1st order n dsplacements. The Hellmann Feynman theorem holds up to 3d order n perturbatons: 2 E [ ] ρ R V R = + ρ 2 V R dr. (5.19) R a R b R a R b R a R b 36 B. Kohler, S. Wlke, M. Scheffler, R. Kouba and C. Ambrosch-Draxl, Force calculaton and atomcstructure optmzaton for the full-potental augmented plane-wave code WIEN, Comp. Phys. Commun. 94, 31 (1996). 83
6 The set of Kohn Sham equatons (3.16) ] [ h2 2m 2 + V SCF (r) ϕ (r) = ε ϕ (r) ; V SCF (r) = e 2 α ρ(r) = ϕ (r) 2. (occuped) Z α r R α + e2 ρ(r ) r r dr + δe XC δρ(r) ; (5.20) can be lnearzed, ntroducng small parameter λ: ϕ (r) = ϕ (0) (r) + λ ϕ (1) (r) ; V SCF (r) = V (0) (1) SCF (r) + λ V SCF (r) ; (5.21) ρ(r) = ρ (0) (r) + λ ρ (1) (r). The zero-order system for ϕ (0), V (0) SCF and ρ (0) s (5.20), and the frst-order system (where terms lnear n λ are retaned) can be easly wrtten once the nature of perturbaton (that must be proportonal to λ) s specfed. As we are nterested at present n dsplacements of ons λw α as an example of such perturbatons, the frst-order equatons aqure the form: ] [ h2 2m 2 + V SCF(r) (0) ε ϕ (1) (r) = V SCF(r) (1) ϕ (0) (r) ; V (1) SCF (r) = e2 α ρ (1) (r) = 2 Re (occuped) Z α w α (r R α ) ρ + e 2 (1) (r ) r R α 3 r r dr + ρ (1) (r) ϕ (0) (1) (r) ϕ (r). [ ] dvxc (r) dρ ρ (0) ; (5.22) The frst of ths equatons s Sternhemer equaton,.e. the Schrödnger equaton to the frst order. The perturbaton λw α could be constraned to just one atom, or t could be a phonon wth gven wavevector q and polarzaton A, w α = Ae qrα + A e qrα. The system of equatons (5.22) has to be solved self-consstently together wth (5.20). ρ (1) and V (1) SCF can be drectly used n Eq. (5.19), and the second term on the rght sde of Eq. (5.19) can be obtaned from analytcal dfferentaton of the second equaton n (5.22), smlarly to how the forces were obtaned from zero-order Kohn Sham results. 84
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 informationElectronic Quantum Monte Carlo Calculations of Energies and Atomic Forces for Diatomic and Polyatomic Molecules
RESERVE HIS SPACE Electronc Quantum Monte Carlo Calculatons of Energes and Atomc Forces for Datomc and Polyatomc Molecules Myung Won Lee 1, Massmo Mella 2, and Andrew M. Rappe 1,* 1 he Maknen heoretcal
More informationNUMERICAL DIFFERENTIATION
NUMERICAL DIFFERENTIATION 1 Introducton Dfferentaton s a method to compute the rate at whch a dependent output y changes wth respect to the change n the ndependent nput x. Ths rate of change s called the
More informationCHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE
CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE Analytcal soluton s usually not possble when exctaton vares arbtrarly wth tme or f the system s nonlnear. Such problems can be solved by numercal tmesteppng
More informationIntroduction to Density Functional Theory. Jeremie Zaffran 2 nd year-msc. (Nanochemistry)
Introducton to Densty Functonal Theory Jereme Zaffran nd year-msc. (anochemstry) A- Hartree appromatons Born- Oppenhemer appromaton H H H e The goal of computatonal chemstry H e??? Let s remnd H e T e
More informationPHYS 705: Classical Mechanics. Calculus of Variations II
1 PHYS 705: Classcal Mechancs Calculus of Varatons II 2 Calculus of Varatons: Generalzaton (no constrant yet) Suppose now that F depends on several dependent varables : We need to fnd such that has a statonary
More informationSome Comments on Accelerating Convergence of Iterative Sequences Using Direct Inversion of the Iterative Subspace (DIIS)
Some Comments on Acceleratng Convergence of Iteratve Sequences Usng Drect Inverson of the Iteratve Subspace (DIIS) C. Davd Sherrll School of Chemstry and Bochemstry Georga Insttute of Technology May 1998
More informationwhere the sums are over the partcle labels. In general H = p2 2m + V s(r ) V j = V nt (jr, r j j) (5) where V s s the sngle-partcle potental and V nt
Physcs 543 Quantum Mechancs II Fall 998 Hartree-Fock and the Self-consstent Feld Varatonal Methods In the dscusson of statonary perturbaton theory, I mentoned brey the dea of varatonal approxmaton schemes.
More informationPhysics 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 informationELASTIC 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 informationSolution 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 informationPhysics 5153 Classical Mechanics. Principle of Virtual Work-1
P. Guterrez 1 Introducton Physcs 5153 Classcal Mechancs Prncple of Vrtual Work The frst varatonal prncple we encounter n mechancs s the prncple of vrtual work. It establshes the equlbrum condton of a mechancal
More informationCanonical transformations
Canoncal transformatons November 23, 2014 Recall that we have defned a symplectc transformaton to be any lnear transformaton M A B leavng the symplectc form nvarant, Ω AB M A CM B DΩ CD Coordnate transformatons,
More informationIntroduction 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 informationCSci 6974 and ECSE 6966 Math. Tech. for Vision, Graphics and Robotics Lecture 21, April 17, 2006 Estimating A Plane Homography
CSc 6974 and ECSE 6966 Math. Tech. for Vson, Graphcs and Robotcs Lecture 21, Aprl 17, 2006 Estmatng A Plane Homography Overvew We contnue wth a dscusson of the major ssues, usng estmaton of plane projectve
More informationLecture 12: Discrete Laplacian
Lecture 12: Dscrete Laplacan Scrbe: Tanye Lu Our goal s to come up wth a dscrete verson of Laplacan operator for trangulated surfaces, so that we can use t n practce to solve related problems We are mostly
More informationThe 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 informationAdvanced 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 informationInner Product. Euclidean Space. Orthonormal Basis. Orthogonal
Inner Product Defnton 1 () A Eucldean space s a fnte-dmensonal vector space over the reals R, wth an nner product,. Defnton 2 (Inner Product) An nner product, on a real vector space X s a symmetrc, blnear,
More informationA how to guide to second quantization method.
Phys. 67 (Graduate Quantum Mechancs Sprng 2009 Prof. Pu K. Lam. Verson 3 (4/3/2009 A how to gude to second quantzaton method. -> Second quantzaton s a mathematcal notaton desgned to handle dentcal partcle
More informationON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EQUATION
Advanced Mathematcal Models & Applcatons Vol.3, No.3, 2018, pp.215-222 ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EUATION
More informationEcon107 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 informationTransfer Functions. Convenient representation of a linear, dynamic model. A transfer function (TF) relates one input and one output: ( ) system
Transfer Functons Convenent representaton of a lnear, dynamc model. A transfer functon (TF) relates one nput and one output: x t X s y t system Y s The followng termnology s used: x y nput output forcng
More informationLinear Approximation with Regularization and Moving Least Squares
Lnear Approxmaton wth Regularzaton and Movng Least Squares Igor Grešovn May 007 Revson 4.6 (Revson : March 004). 5 4 3 0.5 3 3.5 4 Contents: Lnear Fttng...4. Weghted Least Squares n Functon Approxmaton...
More information1 Derivation of Rate Equations from Single-Cell Conductance (Hodgkin-Huxley-like) Equations
Physcs 171/271 -Davd Klenfeld - Fall 2005 (revsed Wnter 2011) 1 Dervaton of Rate Equatons from Sngle-Cell Conductance (Hodgkn-Huxley-lke) Equatons We consder a network of many neurons, each of whch obeys
More informationMMA and GCMMA two methods for nonlinear optimization
MMA and GCMMA two methods for nonlnear optmzaton Krster Svanberg Optmzaton and Systems Theory, KTH, Stockholm, Sweden. krlle@math.kth.se Ths note descrbes the algorthms used n the author s 2007 mplementatons
More informationSIO 224. m(r) =(ρ(r),k s (r),µ(r))
SIO 224 1. A bref look at resoluton analyss Here s some background for the Masters and Gubbns resoluton paper. Global Earth models are usually found teratvely by assumng a startng model and fndng small
More informationNote on the Electron EDM
Note on the Electron EDM W R Johnson October 25, 2002 Abstract Ths s a note on the setup of an electron EDM calculaton and Schff s Theorem 1 Basc Relatons The well-known relatvstc nteracton of the electron
More informationProblem Set 9 Solutions
Desgn and Analyss of Algorthms May 4, 2015 Massachusetts Insttute of Technology 6.046J/18.410J Profs. Erk Demane, Srn Devadas, and Nancy Lynch Problem Set 9 Solutons Problem Set 9 Solutons Ths problem
More informationProbabilistic method to determine electron correlation energy
Probablstc method to determne electron elaton energy T.R.S. Prasanna Department of Metallurgcal Engneerng and Materals Scence Indan Insttute of Technology, Bombay Mumba 400076 Inda A new method to determne
More informationImplicit Integration Henyey Method
Implct Integraton Henyey Method In realstc stellar evoluton codes nstead of a drect ntegraton usng for example the Runge-Kutta method one employs an teratve mplct technque. Ths s because the structure
More informationUncertainty in measurements of power and energy on power networks
Uncertanty n measurements of power and energy on power networks E. Manov, N. Kolev Department of Measurement and Instrumentaton, Techncal Unversty Sofa, bul. Klment Ohrdsk No8, bl., 000 Sofa, Bulgara Tel./fax:
More informationElectrical double layer: revisit based on boundary conditions
Electrcal double layer: revst based on boundary condtons Jong U. Km Department of Electrcal and Computer Engneerng, Texas A&M Unversty College Staton, TX 77843-318, USA Abstract The electrcal double layer
More informationProfessor Terje Haukaas University of British Columbia, Vancouver The Q4 Element
Professor Terje Haukaas Unversty of Brtsh Columba, ancouver www.nrsk.ubc.ca The Q Element Ths document consders fnte elements that carry load only n ther plane. These elements are sometmes referred to
More informationSecond Order Analysis
Second Order Analyss In the prevous classes we looked at a method that determnes the load correspondng to a state of bfurcaton equlbrum of a perfect frame by egenvalye analyss The system was assumed to
More information5.03, Inorganic Chemistry Prof. Daniel G. Nocera Lecture 2 May 11: Ligand Field Theory
5.03, Inorganc Chemstry Prof. Danel G. Nocera Lecture May : Lgand Feld Theory The lgand feld problem s defned by the followng Hamltonan, h p Η = wth E n = KE = where = m m x y z h m Ze r hydrogen atom
More informationSolutions 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 information5.76 Lecture #5 2/07/94 Page 1 of 10 pages. Lecture #5: Atoms: 1e and Alkali. centrifugal term ( +1)
5.76 Lecture #5 /07/94 Page 1 of 10 pages 1e Atoms: H, H + e, L +, etc. coupled and uncoupled bass sets Lecture #5: Atoms: 1e and Alkal centrfugal term (+1) r radal Schrödnger Equaton spn-orbt l s r 3
More informationSupporting Information Part 1. DFTB3: Extension of the self-consistent-charge. density-functional tight-binding method (SCC-DFTB)
Supportng Informaton Part 1 DFTB3: Extenson of the self-consstent-charge densty-functonal tght-ndng method SCC-DFTB Mchael Gaus, Qang Cu, and Marcus Elstner, Insttute of Physcal Chemstry, Karlsruhe Insttute
More informationModule 3: Element Properties Lecture 1: Natural Coordinates
Module 3: Element Propertes Lecture : Natural Coordnates Natural coordnate system s bascally a local coordnate system whch allows the specfcaton of a pont wthn the element by a set of dmensonless numbers
More informationFrequency dependence of the permittivity
Frequency dependence of the permttvty February 7, 016 In materals, the delectrc constant and permeablty are actually frequency dependent. Ths does not affect our results for sngle frequency modes, but
More informationTemperature. Chapter Heat Engine
Chapter 3 Temperature In prevous chapters of these notes we ntroduced the Prncple of Maxmum ntropy as a technque for estmatng probablty dstrbutons consstent wth constrants. In Chapter 9 we dscussed the
More informationSUPPLEMENTARY 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 informationESI-3D: Electron Sharing Indexes Program for 3D Molecular Space Partition
ESI-3D: Electron Sharng Indexes Program for 3D Molecular Space Partton Insttute of Computatonal Chemstry (Grona), 006. Report bugs to Eduard Matto: eduard@qc.udg.es or ematto@gmal.com The Electron Sharng
More informationInductance Calculation for Conductors of Arbitrary Shape
CRYO/02/028 Aprl 5, 2002 Inductance Calculaton for Conductors of Arbtrary Shape L. Bottura Dstrbuton: Internal Summary In ths note we descrbe a method for the numercal calculaton of nductances among conductors
More informationOpen 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 informationLecture 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 informationProf. Dr. I. Nasser Phys 630, T Aug-15 One_dimensional_Ising_Model
EXACT OE-DIMESIOAL ISIG MODEL The one-dmensonal Isng model conssts of a chan of spns, each spn nteractng only wth ts two nearest neghbors. The smple Isng problem n one dmenson can be solved drectly n several
More information12. The Hamilton-Jacobi Equation Michael Fowler
1. The Hamlton-Jacob Equaton Mchael Fowler Back to Confguraton Space We ve establshed that the acton, regarded as a functon of ts coordnate endponts and tme, satsfes ( ) ( ) S q, t / t+ H qpt,, = 0, and
More informationRate 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 informationHomework 4. 1 Electromagnetic surface waves (55 pts.) Nano Optics, Fall Semester 2015 Photonics Laboratory, ETH Zürich
Homework 4 Contact: frmmerm@ethz.ch Due date: December 04, 015 Nano Optcs, Fall Semester 015 Photoncs Laboratory, ETH Zürch www.photoncs.ethz.ch The goal of ths problem set s to understand how surface
More informationCHAPTER 14 GENERAL PERTURBATION THEORY
CHAPTER 4 GENERAL PERTURBATION THEORY 4 Introducton A partcle n orbt around a pont mass or a sphercally symmetrc mass dstrbuton s movng n a gravtatonal potental of the form GM / r In ths potental t moves
More informationLagrange Multipliers. A Somewhat Silly Example. Monday, 25 September 2013
Lagrange Multplers Monday, 5 September 013 Sometmes t s convenent to use redundant coordnates, and to effect the varaton of the acton consstent wth the constrants va the method of Lagrange undetermned
More informationKernel Methods and SVMs Extension
Kernel Methods and SVMs Extenson The purpose of ths document s to revew materal covered n Machne Learnng 1 Supervsed Learnng regardng support vector machnes (SVMs). Ths document also provdes a general
More informationLecture 10 Support Vector Machines II
Lecture 10 Support Vector Machnes II 22 February 2016 Taylor B. Arnold Yale Statstcs STAT 365/665 1/28 Notes: Problem 3 s posted and due ths upcomng Frday There was an early bug n the fake-test data; fxed
More informationAdditional Codes using Finite Difference Method. 1 HJB Equation for Consumption-Saving Problem Without Uncertainty
Addtonal Codes usng Fnte Dfference Method Benamn Moll 1 HJB Equaton for Consumpton-Savng Problem Wthout Uncertanty Before consderng the case wth stochastc ncome n http://www.prnceton.edu/~moll/ HACTproect/HACT_Numercal_Appendx.pdf,
More informationPHYS 215C: Quantum Mechanics (Spring 2017) Problem Set 3 Solutions
PHYS 5C: Quantum Mechancs Sprng 07 Problem Set 3 Solutons Prof. Matthew Fsher Solutons prepared by: Chatanya Murthy and James Sully June 4, 07 Please let me know f you encounter any typos n the solutons.
More informationLecture 5.8 Flux Vector Splitting
Lecture 5.8 Flux Vector Splttng 1 Flux Vector Splttng The vector E n (5.7.) can be rewrtten as E = AU (5.8.1) (wth A as gven n (5.7.4) or (5.7.6) ) whenever, the equaton of state s of the separable form
More informationErrors for Linear Systems
Errors for Lnear Systems When we solve a lnear system Ax b we often do not know A and b exactly, but have only approxmatons  and ˆb avalable. Then the best thng we can do s to solve ˆx ˆb exactly whch
More information5.04, 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 informationPhysics 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 informationSupplemental document
Electronc Supplementary Materal (ESI) for Physcal Chemstry Chemcal Physcs. Ths journal s the Owner Socetes 01 Supplemental document Behnam Nkoobakht School of Chemstry, The Unversty of Sydney, Sydney,
More information4DVAR, according to the name, is a four-dimensional variational method.
4D-Varatonal Data Assmlaton (4D-Var) 4DVAR, accordng to the name, s a four-dmensonal varatonal method. 4D-Var s actually a drect generalzaton of 3D-Var to handle observatons that are dstrbuted n tme. The
More informationDynamics of a Superconducting Qubit Coupled to an LC Resonator
Dynamcs of a Superconductng Qubt Coupled to an LC Resonator Y Yang Abstract: We nvestgate the dynamcs of a current-based Josephson juncton quantum bt or qubt coupled to an LC resonator. The Hamltonan of
More informationLecture 6/7 (February 10/12, 2014) DIRAC EQUATION. The non-relativistic Schrödinger equation was obtained by noting that the Hamiltonian 2
P470 Lecture 6/7 (February 10/1, 014) DIRAC EQUATION The non-relatvstc Schrödnger equaton was obtaned by notng that the Hamltonan H = P (1) m can be transformed nto an operator form wth the substtutons
More informationLecture 13 APPROXIMATION OF SECOMD ORDER DERIVATIVES
COMPUTATIONAL FLUID DYNAMICS: FDM: Appromaton of Second Order Dervatves Lecture APPROXIMATION OF SECOMD ORDER DERIVATIVES. APPROXIMATION OF SECOND ORDER DERIVATIVES Second order dervatves appear n dffusve
More informationFrequency calculations can serve a number of different purposes:
4. Frequency calculatons Frequency calculatons can serve a number of dfferent purposes: To predct the IR and Raman spectra of molecules (frequences and ntenstes. To compute force constants for a geometry
More informationSupporting Information
Supportng Informaton The neural network f n Eq. 1 s gven by: f x l = ReLU W atom x l + b atom, 2 where ReLU s the element-wse rectfed lnear unt, 21.e., ReLUx = max0, x, W atom R d d s the weght matrx to
More informationV.C The Niemeijer van Leeuwen Cumulant Approximation
V.C The Nemejer van Leeuwen Cumulant Approxmaton Unfortunately, the decmaton procedure cannot be performed exactly n hgher dmensons. For example, the square lattce can be dvded nto two sublattces. For
More informationLecture 2: Numerical Methods for Differentiations and Integrations
Numercal Smulaton of Space Plasmas (I [AP-4036] Lecture 2 by Lng-Hsao Lyu March, 2018 Lecture 2: Numercal Methods for Dfferentatons and Integratons As we have dscussed n Lecture 1 that numercal smulaton
More informationAnalytical Gradient Evaluation of Cost Functions in. General Field Solvers: A Novel Approach for. Optimization of Microwave Structures
IMS 2 Workshop Analytcal Gradent Evaluaton of Cost Functons n General Feld Solvers: A Novel Approach for Optmzaton of Mcrowave Structures P. Harscher, S. Amar* and R. Vahldeck and J. Bornemann* Swss Federal
More informationCHAPTER 6. LAGRANGE S EQUATIONS (Analytical Mechanics)
CHAPTER 6 LAGRANGE S EQUATIONS (Analytcal Mechancs) 1 Ex. 1: Consder a partcle movng on a fxed horzontal surface. r P Let, be the poston and F be the total force on the partcle. The FBD s: -mgk F 1 x O
More informationConservation of Angular Momentum = "Spin"
Page 1 of 6 Conservaton of Angular Momentum = "Spn" We can assgn a drecton to the angular velocty: drecton of = drecton of axs + rght hand rule (wth rght hand, curl fngers n drecton of rotaton, thumb ponts
More information1 Matrix representations of canonical matrices
1 Matrx representatons of canoncal matrces 2-d rotaton around the orgn: ( ) cos θ sn θ R 0 = sn θ cos θ 3-d rotaton around the x-axs: R x = 1 0 0 0 cos θ sn θ 0 sn θ cos θ 3-d rotaton around the y-axs:
More informationMA 323 Geometric Modelling Course Notes: Day 13 Bezier Curves & Bernstein Polynomials
MA 323 Geometrc Modellng Course Notes: Day 13 Bezer Curves & Bernsten Polynomals Davd L. Fnn Over the past few days, we have looked at de Casteljau s algorthm for generatng a polynomal curve, and we have
More informationDifference Equations
Dfference Equatons c Jan Vrbk 1 Bascs Suppose a sequence of numbers, say a 0,a 1,a,a 3,... s defned by a certan general relatonshp between, say, three consecutve values of the sequence, e.g. a + +3a +1
More informationSalmon: Lectures on partial differential equations. Consider the general linear, second-order PDE in the form. ,x 2
Salmon: Lectures on partal dfferental equatons 5. Classfcaton of second-order equatons There are general methods for classfyng hgher-order partal dfferental equatons. One s very general (applyng even to
More information24. Atomic Spectra, Term Symbols and Hund s Rules
Page of 4. Atomc Spectra, Term Symbols and Hund s Rules Date: 5 October 00 Suggested Readng: Chapters 8-8 to 8- of the text. Introducton Electron confguratons, at least n the forms used n general chemstry
More informationPHYS 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 informationU.C. Berkeley CS294: Beyond Worst-Case Analysis Luca Trevisan September 5, 2017
U.C. Berkeley CS94: Beyond Worst-Case Analyss Handout 4s Luca Trevsan September 5, 07 Summary of Lecture 4 In whch we ntroduce semdefnte programmng and apply t to Max Cut. Semdefnte Programmng Recall that
More informationIntegrals and Invariants of Euler-Lagrange Equations
Lecture 16 Integrals and Invarants of Euler-Lagrange Equatons ME 256 at the Indan Insttute of Scence, Bengaluru Varatonal Methods and Structural Optmzaton G. K. Ananthasuresh Professor, Mechancal Engneerng,
More informationNon-interacting Spin-1/2 Particles in Non-commuting External Magnetic Fields
EJTP 6, No. 0 009) 43 56 Electronc Journal of Theoretcal Physcs Non-nteractng Spn-1/ Partcles n Non-commutng External Magnetc Felds Kunle Adegoke Physcs Department, Obafem Awolowo Unversty, Ile-Ife, Ngera
More informationLecture 21: Numerical methods for pricing American type derivatives
Lecture 21: Numercal methods for prcng Amercan type dervatves Xaoguang Wang STAT 598W Aprl 10th, 2014 (STAT 598W) Lecture 21 1 / 26 Outlne 1 Fnte Dfference Method Explct Method Penalty Method (STAT 598W)
More informationInternational Journal of Pure and Applied Sciences and Technology
Int. J. Pure Appl. Sc. Technol., 4() (03), pp. 5-30 Internatonal Journal of Pure and Appled Scences and Technology ISSN 9-607 Avalable onlne at www.jopaasat.n Research Paper Schrödnger State Space Matrx
More informationThis chapter illustrates the idea that all properties of the homogeneous electron gas (HEG) can be calculated from electron density.
1 Unform Electron Gas Ths chapter llustrates the dea that all propertes of the homogeneous electron gas (HEG) can be calculated from electron densty. Intutve Representaton of Densty Electron densty n s
More informationGlobal Sensitivity. Tuesday 20 th February, 2018
Global Senstvty Tuesday 2 th February, 28 ) Local Senstvty Most senstvty analyses [] are based on local estmates of senstvty, typcally by expandng the response n a Taylor seres about some specfc values
More informationPaolo Giannozzi Scuola Normale Superiore, Piazza dei Cavalieri 7 I Pisa, Italy
Lecture Notes per l Corso d Struttura della Matera (Dottorato d Fsca, Unverstà d Psa, 2002): DENSITY FUNCTIONAL THEORY FOR ELECTRONIC STRUCTURE CALCULATIONS Paolo Gannozz Scuola Normale Superore, Pazza
More informationcoordinates. Then, the position vectors are described by
Revewng, what we have dscussed so far: Generalzed coordnates Any number of varables (say, n) suffcent to specfy the confguraton of the system at each nstant to tme (need not be the mnmum number). In general,
More informationMean Field / Variational Approximations
Mean Feld / Varatonal Appromatons resented by Jose Nuñez 0/24/05 Outlne Introducton Mean Feld Appromaton Structured Mean Feld Weghted Mean Feld Varatonal Methods Introducton roblem: We have dstrbuton but
More informationXII. The Born-Oppenheimer Approximation
X. The Born-Oppenhemer Approxmaton The Born- Oppenhemer (BO) approxmaton s probably the most fundamental approxmaton n chemstry. From a practcal pont of vew t wll allow us to treat the ectronc structure
More informationLecture Note 3. Eshelby s Inclusion II
ME340B Elastcty of Mcroscopc Structures Stanford Unversty Wnter 004 Lecture Note 3. Eshelby s Incluson II Chrs Wenberger and We Ca c All rghts reserved January 6, 004 Contents 1 Incluson energy n an nfnte
More informationMolecular Dynamics and Density Functional Theory
Molecular Dynamcs and Densty Functonal Theory What do we need? An account n pemfc cluster: Host name: pemfc.chem.sfu.ca I wll take care of that. Ths can be usually a common account for all of you but please
More information2 Finite difference basics
Numersche Methoden 1, WS 11/12 B.J.P. Kaus 2 Fnte dfference bascs Consder the one- The bascs of the fnte dfference method are best understood wth an example. dmensonal transent heat conducton equaton T
More informationEEE 241: Linear Systems
EEE : Lnear Systems Summary #: Backpropagaton BACKPROPAGATION The perceptron rule as well as the Wdrow Hoff learnng were desgned to tran sngle layer networks. They suffer from the same dsadvantage: they
More informationThermodynamics 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 informationLecture 6. P ω ω ε χ ω ω ω ω E ω E ω (2) χ ω ω ω χ ω ω ω χ ω ω ω (2) (2) (2) (,, ) (,, ) (,, ) (2) (2) (2)
Lecture 6 Symmetry Propertes of the Nonlnear Susceptblty Consder mutual nteracton of three waves: ω, ω, ω = ω + ω 3 ω = ω ω ; ω = ω ω 3 3 P ω ω ε ω ω ω ω E ω E ω n + m = 0 jk m + n, n, m j n k m jk nm
More informationAn efficient algorithm for multivariate Maclaurin Newton transformation
Annales UMCS Informatca AI VIII, 2 2008) 5 14 DOI: 10.2478/v10065-008-0020-6 An effcent algorthm for multvarate Maclaurn Newton transformaton Joanna Kapusta Insttute of Mathematcs and Computer Scence,
More informationCOMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD
COMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD Ákos Jósef Lengyel, István Ecsed Assstant Lecturer, Professor of Mechancs, Insttute of Appled Mechancs, Unversty of Mskolc, Mskolc-Egyetemváros,
More informationThe equation of motion of a dynamical system is given by a set of differential equations. That is (1)
Dynamcal Systems Many engneerng and natural systems are dynamcal systems. For example a pendulum s a dynamcal system. State l The state of the dynamcal system specfes t condtons. For a pendulum n the absence
More informationEPR Paradox and the Physical Meaning of an Experiment in Quantum Mechanics. Vesselin C. Noninski
EPR Paradox and the Physcal Meanng of an Experment n Quantum Mechancs Vesseln C Nonnsk vesselnnonnsk@verzonnet Abstract It s shown that there s one purely determnstc outcome when measurement s made on
More information