Relativistic Pseudopotentials X.Cao and M. Dolg, in book Relativistic Methods for Chemists, edited by Barysz and Ishikawa, Springer UK, in publication
|
|
- Martin Stevenson
- 6 years ago
- Views:
Transcription
1 Relatst Pseudopotentals X.Cao and M. Dolg, n book Relatst Methods for Chemsts, edted by Barysz and Ishkawa, Sprnger UK, n publaton 6.1 (Generalzed) Phllps-Klenman Equaton 6. Valene eletron model Hamltonan 6.3 Analytal form of PPs 6.4 Core-Polarzaton potentals 6.5 Core-ore/nuleus repulson orretons 6.6 Energy-onsstent PPs 6.7 Shape-onsstent PPs 6.8 Model potental method 6.9 DFT-Based effete ore potentals
2 Adantage of Valene-Eletrononly Methods Reduton of the omputatonal effort. Relatst effets an be nluded mpltly by means of a sutable parameterzaton. quasrelatst (one- or two- omponent) method All elements n the same group of the perod table an be treated on equal footng. hgher auray n studes of trends wthn a group.
3 The atual defnton of ore and alene orbtals/shells s ether possble on the bass of energet (orbtal energes) or spatal (shape, radal maxma or expetaton alues of orbtals) arguments. Frozen-ore approxmaton s underlyng all alene-only shemes,.e., the ore shells of a system are determned for one physal stuaton and then transferred to other physal stuatons.
4 Phllps-Klenman equaton (1959) wthn an effete one-eletron framework ( ˆ ˆ PK H V ) Vˆ PK + ϕ = ε ϕ a a ' a a p p ( ) = ε ε ϕ ϕ ϕ = ϕ ϕ ϕ a ϕ p p ' { } { } ϕ ϕ = δ a, a ', Hˆ ϕ = ε ϕ a, a a a /5/ Phllps-Klenman equaton 4
5 Adantage of Phllps-Klenman equaton By admxture of ore orbtals ϕ the radal nodes of the alene orbtal ϕ are elmnated and the shape of the ϕ p s as smooth as possble n the ore regon (pseudo-alene orbtal transformaton), then the bass sets used to represent the alene orbtal may be redued.
6 Generalzed Phllps-Klenman equaton (many-eletron system, Weeks and Re, JCP, 49(6):741, 1968) ( ˆ ˆGPK ) H + V Φ = E Φ ˆGPK V = Hˆ Pˆ PH ˆ ˆ + PH ˆ ˆ Pˆ + E Pˆ Pˆ p p ( Pˆ) = ϕ ϕ, Φ = 1 Φ Hˆ Φ = E Φ, Φ ϕ = 0 ϕ : a set of orthonormal funton, not neessarly the egenfunton of Hˆ. p /5/ Phllps-Klenman equaton 6
7 Models suggested by PK and GPK In prnple t s possble to fnd a potental whh, when added to a alene Hamltonan, allows the aratonal soluton of the orrespondng Shrödnger equaton wthout aratonal ollapse by usng a pseudo-alene waefunton wthout explt orthogonalty requrements to the waefunton desrbng the ore system /5/ Phllps-Klenman equaton 7
8 Models suggested by PK and GPK Frozen-ore approxmaton,.e., the ore shells of a system are determned for one physal stuaton and then transferred to other physal stuatons. ore-alene separaton: ore and orealene orrelaton effets are negleted /5/ Phllps-Klenman equaton 8
9 Valene eletron model Hamltonan for an atom ˆ GPK ˆ ˆ GPK, ˆ GPK ˆ GPK H = H + V V = V ( ) () ˆ 1 Q H = + gˆ, j + V ( ) ˆ () ' j > r gˆ, j : eletron-eletron nteraton Q : oreharge, Q = Z - n ˆ ' (): C ore-alene nteratons for the eletron. V 1 H g j ˆ pp ˆ = +, j > ( ) + Vˆ () ˆ Q V V V r () ˆ () ˆ () ˆ ' () ˆ G PK = + V, V = + ( ) () Vˆ : pseudopotental /5/ Valene-eletron model Hamltonan 9
10 Moleular Pseudopotentals ˆ 1 H = + gˆ, j + V + V () = + ˆ () ( ) ˆ ( ) j> ˆ Q V V r QQ µ µ V = + V r < µ rµ ( µ ) /5/ Valene-eletron model Hamltonan 10
11 Analytal form of non-relatst PPs (semloal PP, Kahn and Goddard 197,JCP, 56: ) L 1 ˆ V ( r) V r V r Pˆ ( ) + V r ( ( ) ( )) ( ) ν, aν l L l L l= 0 Pˆ () = lm () lm () l l l l l m = l /5/ Analytal form of PPs 11
12 Construton of V m (r ) (m=l, L) Kahn, Baybutt, and Truhlar 1976, JCP,65: a pseudo-alene orbtal ϕ p for eah l s wrtten as lnear ombnaton of the AE alene and ore orbtals (fntedfferene HF atom orbtals). Plug ϕ p n the radal Fok equaton together wth the orbtal energy ε and to sole the resultng expresson for V m a funtonal should be mnmzed wth respet to the expanson oeffents a. After V m were generated on a grd, they were ftted to the expanson n a least-square sense. n ( ) ( km ) V r = A r exp a r wth m = l, L n m km km k km =, 1,0 /5/ Analytal form of PPs 1
13 Three ondtons for ϕ p Kahn, Baybutt, and Truhlar 1976 JCP,65: (1) ϕ p should hae no radal node () ϕ p should be as lose as to ϕ (3) ϕ p should hae a mnmal number of spatal undulatons /5/ Analytal form of PPs 13
14 Relatst PPs ˆ ( ) ˆ V r V ( r ) Vˆ = + ( r ) ν, aν ν, so S alar-relatst P P : L 1 ˆ V ( r ) V r V r P ( ) + V r ( ( ) ( )) ˆ ( ) ν, aν l L l L l = 0 Pˆ ( ) = lm ( ) lm ( ) S pn-orbt P P : l l l l l m = l ( r ) ˆ V V r = lpˆ l + Pˆ L 1 l ν, so ( ) l, l + 1/ ( 1) l, l 1/ l = 1 l + 1 ( r ) ˆ V ˆ V r = P l sˆ P L 1 l ν, so ( ) l l l = 1 l + 1 () () () ˆ () WC Ermler, YS Lee, PA Chrstansen, KS Ptzer, CPL, 1981, 81:70-74 RM Ptzer, NW Wnter, JPC, 1988, 9: /5/ Analytal form of relatst PPs 14
15 CPP: Why? Core-alene orrelaton (dynam orepolarzaton) negleted Leadng ontrbuton n an AE CI treatment would be sngle extatons from the ore orbtals oupled to sngle and hgher extatons from the ouped alene orbtals to the rtual ones. Frozen ore approxmaton (stat orepolarzaton mssng) the ndued error may beome large for LPP and only a few alene eletrons. /5/ CPP 15
16 V α f pp 1 = α f denotes the dpole polarzablty of the ore eletr feld at ore generated by all other ores, nule and alene eletrons. Problem: Only apply to large dstane of the polarzng harge(s) from the polarzed ore(s) and een derges n the lmt anshng dstanes. Meyer et. al (J.C.P 80,397(1984)) hae suggested a ut-off funton F remong the sngulartes, the feld at ore then reads as: r r µ f = F 3 ( r, δe ) + Qµ F 3 ( rµ, δ ) r r F : Cutoff funton µ µ n e ( ) ( 1 exp δ ) (, δe ) = 1 exp( δe ) F r r ( µ, δ ) = ( µ ) F r r n /5/ CPP 16
17 Dffultes exstng for CPP: One- and two-partle ontrbutons arsng from the alene eletrons as well as the ores/nule omplex of ntegral ealuaton oer Cartesan Gaussan funtons, energy gradents for geometry optmzaton are stll mssng. /5/ CPP 17
18 To orret pont harge repulson model (Born-Mayer-typ e ansatz): V ( r ) = B exp( b r B µ and b an be obtaned dretly by fttng to µ µ µ µ µ µ the dfferene between the eletrostat potental of the atom ore eletron system modelled by the ECP and the Coulomb potental due to the ECP ore harge, multpled wth the harge of the approahng nuleus. ) G. Igel, U. Wedg, M. Dolg, P. Fuentealba, H. Preuss, H. Stoll, R. Frey, JCP, 1984, 81: /5/ Core-ore/nuleus repulson orreton 18
19 Gaussan expanson of radal parts: V V ( ) n ( exp ) ljk r = Aljkr aljkr lj k ( ) n ( exp ) lk r = Alkr alkr l k ( ) n ( exp ) lk r Alkr alkr V = l k 'Stuttgart pseudopotentals' : typally V = 0 and n =n = 0 L ljk lk are hosen. /5/ Energy-onsstent PPs 19
20 Energy adjustment: ( ) PP AE EI E I + : = mn I I : A multtude of eletron onfguratons/states/leels of the neutral atom and the low-harged ons. E PP I : Total alene energy obtaned from fnte-dfferene alene-only alulatons. AE E I : All-eletron referene data from Wood-Borng quasrelatst HF approah, or n the most reent erson fnte-dfferene AE MCDHF alulatons based on the DC o r DCB Hamltonan. /5/ Energy-onsstent PPs 0
21
22 Methods of adjustment of ab nto pseudopotentals: Orbtal adjustment: shape-onsstent Referene data: all-eletron alene orbtals and orbtal energes (ndependent partle model) Ptzer, Chrstansen, ; Durand, Barthelat, ; Hay, Wadt; Steens, ) Energy adjustment: energy-onsstent Referene data: all-eletron total alene energes (quantum mehanal obserables; ndependent partle model and beyond) Stoll, Dolg, Shwerdtfeger, Adantage: ndependent of the qualty of the waefunton (SCF, MCSCF, CI, CC), e.g., adjustment n an ntermedate ouplng sheme possble! Dsadantage: relately hgh omputatonal effort; problems wth neutral or negate harged ores. /5/ Shape-onsstent PPs
23 Requrement for ϕ p n the shapeonsstent PP ϕ ϕ f plj, lj, lj ( r) ( r) ( r) ( ) ( ) ϕlj, r for r r = flj r for r < r s AE alene orbtal s radally nodeless and smooth n the ore regon. The pseudopotental ˆ 1 d dr V PP lj fufll the below radal Fok equaton: l( l + 1) PP ˆ + V lj + W plj, ϕ p', l' j' ϕplj, r = εlj, ϕplj, r r + { } ( ) ( ) ( ) Q = + PP nlj, k αlj, kr V r A r e P lj, k lj r j k ˆ /5/ Shape-onsstent PPs 3
24 Hay and Wadt: aalable for man group and transton elements based on salar-relatst Cowan-Grffn AE alulatons JCP,1985(8):99-310, 70-8, ϕ remans normalzed. F l (r) and ts frst 3 derates math ϕ and ts frst 3 derates at r. ϕ p, l C r l α e r b 3 4 ( ) ( ) f r = r a + a r + a r + a r + a r for r < r lj = b = l + 3 n the non-relatst ase b= + for relatst ase ( 0, l ) + l l l,0 + ( Z ) = 1 δ ( 1) (1 δ ) α 4 For relatst s orbtals the hoe b = + a s 6 th degree polynomal. 3 and f /5/ Shape-onsstent PPs 4
25 A useful rteron for more ompat bass sets JC Barthelat, P Durand, A Serafn, Mol. Phys. 33, (1977) The mnmzaton of the followng operator norm: 1/ ˆ ϕ ˆ plj, Ο ϕplj, wth Ο = Ο= ˆ ε ϕ ϕ ε ϕ ϕ ϕ lj, plj, plj, lj, plj, plj,, ε obtaned wth the exat V tabulated on a grd from pp p, lj, lj lj the radal Fok equaton. pp,, p lj, lj obtaned wth the analytal potental Vlj ϕ ε Aalable for almost all elements, as well as for heaer atoms based on DHF AE alulatons applyng the DC Hamltonan. WJ Steens et al, Can. J. Chem. 199, 70:61-630, JCP, 98: , JCP, 81, (1984) /5/ Shape-onsstent PPs 5
26 Generalzed relatst ECP Tto, Mosyagn Possble problem exstng n shape-onsstent PPs: 1 d l( l + 1) PP ˆ + + V lj + W plj, p', l' j' plj, r = lj, plj, r dr r { ϕ } ϕ ( ) ε ϕ ( ) PP 1 1 d l( l + 1), ( ) ˆ Vlj = ϕ plj r ε lj, + W plj, { ϕ p', l' j' } ϕ plj, ( r) dr r In the ase of pseudo-alene orbtals wth nodes, sngularty appear n ( r ) 1 the PPs due to the term ϕ plj,. Soluton: (1) Most of shape-onsstent PPs are dered for poste ons (FC errors may be large). ( ) Interpolatng the potentals n the nty of the nodes (GRECP) addtonal nonloal terms added besdes the standard sem-loal form. Physs of atom nule, 003, 66(6): more parameters, not supported by most of the standard quantum hemstry odes. /5/ Shape-onsstent PPs 6
27 Huznaga-Cantu equaton S. Huznaga,AA Cantu, JCP, 1971,55: ; S. Huznaga,D MWllams, AA Cantu, Ad. Quantum. Chem. 7, 187-0, 1973 ˆ F + ( ε ) ϕ ϕ ϕ = ε ϕ Fˆ ϕ = ε ϕ a, a a a a a ' aa ' { } { } ϕ ϕ = δ a, a ', Comparng to AE HF equaton: bass sets do not need to represent ore orbtals ==> smaller bass sets than AE! Comparng to Phllps-Klenman equaton: ϕ ϕ p here keeps ts orret nodal struture n Phllps-Klenman does not neessarly hae radal nodes ==> larger bass sets than PPs! /5/ Model potental 7
28 Atom alene-eletron model Hamltonan 1 Q F J K V V () () ˆ = + ˆ ˆ ˆ ˆ + C + X r ˆ n V ˆ ˆ ˆ C = + J VX = K r () (), () () () ˆ () Jˆ and K stand for the usual Coulomb and exhange operators related to the ore orbtal ϕ, Insertng nto the HC equaton 1 ˆ ˆ Q ˆ + J K + VMP ϕ = ε ϕ r Vˆ = Vˆ + Vˆ + Pˆ MP C X ( ) Pˆ = ε ϕ ϕ 1 ˆ ˆ Q ˆ MP J K r /5/ Model potental 8 () () () ˆ MP H = + + V
29 Moleular alene-eletron model Hamltonan A moleular MP s onsdered to ontan an assembly of non-oerlappng ore leels: ˆ 1 QQ MP Q H ˆ = + g, j VMP, j> < µ rµ r Vˆ Vˆ Vˆ Pˆ () = () + () + () MP, C, X, AIMP (Huznaga, Sejo, Barandaran): 1 V r = C e C = n ( ) ˆ α k r, C, k k r k k Vˆ r A ( ) χ ( ) χ () X, p pq q pq, SO operator (ft to the WB SO term) : ˆ B lk β ˆ ˆ lk ˆ V, so = e P l l spl l k r DKH type AIMP also aalable. µ ( ) ˆ () () ˆ () /5/ Model potental 9
30 DFT-based MP ombned wth LSD-VWN, Andzelm, Radzo, Salahub, JCP, 83, Startng from the Kohn-Sham(KS) equatons for a spn-polarzed system of n alene eletrons, and assumng orthogonalty between σ σ ϕ and ϕ of spn σ ( σ =+, ), Huznaga-Cantu equaton may be rewrtten as: ˆ σ σ σ σ σ σ σ F + ( ε ) ϕ ϕ ϕ = ε ϕ ˆ σ ˆ σ ˆ σ, MP F = F + V ˆ 1 Q ρ ( r ') dr ' F = + + ρ ρ ρ σ x +,,, r r r ' ρ +,,, orbtals, ρ = ρ + ρ +,, denote the spn-up ans spn-down denstes for the alene /5/ DFT-based ECPs 30
31 n ( ), s an oupaton number ( ) σ σ σ σ, r = f ϕ r f ˆ σ,m P ˆ σ, MP V Pˆ Pˆ σ σ σ = + = ( ε ) ϕ ϕ ρ V ˆ σ,m P The moleular V s wrtten as a sum oer the atom MPs: ( MP V P ) ˆ σ,m P ˆ σ,mp ˆ σ, = V ˆ = + V ˆ σ, MP n V = + r ρ ( r ') Vˆ dr ' + x +,,, σ, MP The analytal form of may be wrtten as: e V = A A = n α k r ˆ σ, MP k, k k r k r r ' The ore orbtals for the projeton operator are approxmated by a least square ft proedure usng an expanson of Gaussan funtons. The referene atom orbtals were obtaned form CG/WB-type /5/ DFT-based ECPs 31 ρ LSD-VWN fnte-dfferene atom alulatons. ρ
32 Norm-onserng DFT-based shape-onsstent PPs H through Pu, Hamann, Shlueter, and Chang, Phys. Re Lett. 1979, 43: Comparng to ab nto shape-onsstent PPs: ϕ p,lj s radal KS orbtals at the orgnal AE orbtal energes ε,lj Addtonal norm-onserng propertes of ϕ p,lj : 1. The ntegral from 0 to r of the real and pseudo harge denstes agree for r>r for eah alene state.. The logarthm derates of the real and pseudo waefunton and ther frst energy derates agree for r>r /5/ DFT-based ECPs 3
33 Densty funtonal sem-ore PPs from H to Am DSPP, Delley, Phys. Re. B 66, ,00 Suggested for use wth loal orbtal methods. Based on a mnmzaton of errors wth the norm onseraton ondtons for two to three releent on onfguratons of the atom. AE referene were defned usng PBE funtonal. /5/ DFT-based ECPs 33
Chapter 7. Ab initio Theory
Chapter 7. Ab nto Theory Ab nto: from the frst prnples. I. Roothaan-Hall approah Assumng Born-Oppenhemer approxmaton, the eletron Hamltonan: Hˆ Tˆ e + V en + V ee Z r a a a + > r Wavefunton Slater determnant:
More informationCharged Particle in a Magnetic Field
Charged Partle n a Magnet Feld Mhael Fowler 1/16/08 Introduton Classall, the fore on a harged partle n eletr and magnet felds s gven b the Lorentz fore law: v B F = q E+ Ths velot-dependent fore s qute
More informationof concretee Schlaich
Seoul Nat l Unersty Conrete Plastty Hong Sung Gul Chapter 1 Theory of Plastty 1-1 Hstory of truss model Rtter & Morsh s 45 degree truss model Franz Leonhardt - Use of truss model for detalng of renforement.
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 informationTheory of Ferromagnetism in Double Perosvkites. Luis Brey CSIC-Madrid F. Guinea CSIC-Madrid S.Das Sarma Univ.Maryland
Theory of Ferromagnetsm n Double Perosvktes. Lus Brey CSIC-Madrd F. Gunea CSIC-Madrd S.Das Sarma Unv.Maryland 1 OUTLINE Introduton to Fe based double perovsktes. Chemstry Band struture Ferromagnetsm ndued
More informationHomework Math 180: Introduction to GR Temple-Winter (3) Summarize the article:
Homework Math 80: Introduton to GR Temple-Wnter 208 (3) Summarze the artle: https://www.udas.edu/news/dongwthout-dark-energy/ (4) Assume only the transformaton laws for etors. Let X P = a = a α y = Y α
More informationPseudopotential. Meaning and role
Pseudopotential. Meaning and role Jean-Pierre Flament jean-pierre.flament@univ-lille.fr Laboratoire de Physique des Lasers, Atomes et Molécules (PhLAM) Université de Lille-Sciences et technologies MSSC2018
More informationRobert 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 informationIntroduction to Molecular Spectroscopy
Chem 5.6, Fall 004 Leture #36 Page Introduton to Moleular Spetrosopy QM s essental for understandng moleular spetra and spetrosopy. In ths leture we delneate some features of NMR as an ntrodutory example
More informationPhysics 504, Lecture 19 April 7, L, H, canonical momenta, and T µν for E&M. 1.1 The Stress (Energy-Momentum) Tensor
Last Latexed: Aprl 5, 2011 at 13:32 1 Physs 504, Leture 19 Aprl 7, 2011 Copyrght 2009 by Joel A. Shapro 1 L, H, anonal momenta, and T µν for E&M We have seen feld theory needs the Lagrangan densty LA µ,
More informationComplex Atoms; The Exclusion Principle and the Periodic System
Complex Atoms; The Excluson Prncple and the Perodc System In order to understand the electron dstrbutons n atoms, another prncple s needed. Ths s the Paul excluson prncple: No two electrons n an atom can
More informationThe corresponding link function is the complementary log-log link The logistic model is comparable with the probit model if
SK300 and SK400 Lnk funtons for bnomal GLMs Autumn 08 We motvate the dsusson by the beetle eample GLMs for bnomal and multnomal data Covers the followng materal from hapters 5 and 6: Seton 5.6., 5.6.3,
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 informationECE 6340 Intermediate EM Waves. Fall Prof. David R. Jackson Dept. of ECE. Notes 3
C 634 Intermedate M Waves Fall 216 Prof. Davd R. akson Dept. of C Notes 3 1 Types of Current ρ v Note: The free-harge densty ρ v refers to those harge arrers (ether postve or negatve) that are free to
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 informationTutorial: Relativistic Pseudopotentials
Relativistic Pseudopotentials Hirschegg 1/2006 Tutorial: Relativistic Pseudopotentials Hermann Stoll Institut für Theoretische Chemie Universität Stuttgart Relativistic Pseudopotentials Hirschegg 1/2006
More informationJSM Survey Research Methods Section. Is it MAR or NMAR? Michail Sverchkov
JSM 2013 - Survey Researh Methods Seton Is t MAR or NMAR? Mhal Sverhkov Bureau of Labor Statsts 2 Massahusetts Avenue, NE, Sute 1950, Washngton, DC. 20212, Sverhkov.Mhael@bls.gov Abstrat Most methods that
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 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 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 informationMulti-electron atoms (11) 2010 update Extend the H-atom picture to more than 1 electron: H-atom sol'n use for N-elect., assume product wavefct.
Mult-electron atoms (11) 2010 update Extend the H-atom pcture to more than 1 electron: VII 33 H-atom sol'n use for -elect., assume product wavefct. n ψ = φn l m where: ψ mult electron w/fct φ n l m one
More information4.5. QUANTIZED RADIATION FIELD
4-1 4.5. QUANTIZED RADIATION FIELD Baground Our treatent of the vetor potental has drawn on the onohroat plane-wave soluton to the wave-euaton for A. The uantu treatent of lght as a partle desrbes the
More informationSimultaneous analysis of non-strange negative parity baryon Properties in large N c QCD
Sr Lankan ournal of Physs, Vol. () () 7-8 Insttute of Physs - Sr Lanka Researh Artle Smultaneous analyss of non-strange negatve party baryon Propertes n large QCD Shavndra P. Premaratne, C.P. ayalath Department
More information1 (1 + ( )) = 1 8 ( ) = (c) Carrying out the Taylor expansion, in this case, the series truncates at second order:
68A Solutons to Exercses March 05 (a) Usng a Taylor expanson, and notng that n 0 for all n >, ( + ) ( + ( ) + ) We can t nvert / because there s no Taylor expanson around 0 Lets try to calculate the nverse
More informationRole of long range electron - phonon and coulomb interactions in high - T c cuprate superconductors
Internatonal Journal of Latest Engneerng Researh and Applatons (IJLERA) ISSN: -77 Volume, Issue, Aprl 7, PP 9-99 Role of long range eletron - phonon and oulomb nteratons n hgh - T uprate superondutors
More informationPolynomial Regression Models
LINEAR REGRESSION ANALYSIS MODULE XII Lecture - 6 Polynomal Regresson Models Dr. Shalabh Department of Mathematcs and Statstcs Indan Insttute of Technology Kanpur Test of sgnfcance To test the sgnfcance
More informationLecture 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 informationWave Function for Harmonically Confined Electrons in Time-Dependent Electric and Magnetostatic Fields
Cty Unversty of New York CUNY) CUNY Aadem Works Publatons and Researh Graduate Center 4 Wave Funton for Harmonally Confned Eletrons n Tme-Dependent Eletr and Magnetostat Felds Hong-Mng Zhu Nngbo Unversty
More information425. Calculation of stresses in the coating of a vibrating beam
45. CALCULAION OF SRESSES IN HE COAING OF A VIBRAING BEAM. 45. Calulaton of stresses n the oatng of a vbratng beam M. Ragulsks,a, V. Kravčenken,b, K. Plkauskas,, R. Maskelunas,a, L. Zubavčus,b, P. Paškevčus,d
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 informationCopyright 2004 by Oxford University Press, Inc.
JT as an Amplfer &a Swtch, Large Sgnal Operaton, Graphcal Analyss, JT at D, asng JT, Small Sgnal Operaton Model, Hybrd P-Model, TModel. Lecture # 7 1 Drecton of urrent Flow & Operaton for Amplfer Applcaton
More informationis the calculated value of the dependent variable at point i. The best parameters have values that minimize the squares of the errors
Multple Lnear and Polynomal Regresson wth Statstcal Analyss Gven a set of data of measured (or observed) values of a dependent varable: y versus n ndependent varables x 1, x, x n, multple lnear regresson
More informationVoltammetry. Bulk electrolysis: relatively large electrodes (on the order of cm 2 ) Voltammetry:
Voltammetry varety of eletroanalytal methods rely on the applaton of a potental funton to an eletrode wth the measurement of the resultng urrent n the ell. In ontrast wth bul eletrolyss methods, the objetve
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 informationPhase Transition in Collective Motion
Phase Transton n Colletve Moton Hefe Hu May 4, 2008 Abstrat There has been a hgh nterest n studyng the olletve behavor of organsms n reent years. When the densty of lvng systems s nreased, a phase transton
More informationˆ A = A 0 e i (k r ωt) + c.c. ( ωt) e ikr. + c.c. k,j
p. Supp. 9- Suppleent to Rate of Absorpton and Stulated Esson Here are a ouple of ore detaled dervatons: Let s look a lttle ore arefully at the rate of absorpton w k ndued by an sotrop, broadband lght
More informationDynamics of social networks (the rise and fall of a networked society)
Dynams of soal networks (the rse and fall of a networked soety Matteo Marsl, ICTP Treste Frantsek Slanna, Prague, Fernando Vega-Redondo, Alante Motvaton & Bakground Soal nteraton and nformaton Smple model
More informationA New Method of Construction of Robust Second Order Rotatable Designs Using Balanced Incomplete Block Designs
Open Journal of Statsts 9-7 http://d.do.org/.6/os..5 Publshed Onlne January (http://www.srp.org/ournal/os) A ew Method of Construton of Robust Seond Order Rotatable Desgns Usng Balaned Inomplete Blok Desgns
More informationSound Radiation of Circularly Oscillating Spherical and Cylindrical Shells. John Wang and Hongan Xu Volvo Group 4/30/2013
Sound Radaton of Culaly Osllatng Spheal and Cylndal Shells John Wang and Hongan Xu Volvo Goup /0/0 Abstat Closed-fom expesson fo sound adaton of ulaly osllatng spheal shells s deved. Sound adaton of ulaly
More informationComposite 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 informationDevelopment of Relativistic Effective Core Potential method for f elements
Doctoral Thess Development of Relatvstc Effectve Core Potental method for f elements Jozef Paulovč Submtted to Department of Appled Chemstry Graduate School of Engneerng The Unversty of Tokyo 1 Contents
More informationSummary ELECTROMAGNETIC FIELDS AT THE WORKPLACES. System layout: exposure to magnetic field only. Quasi-static dosimetric analysis: system layout
Internatonal Workshop on LCTROMGNTIC FILDS T TH WORKPLCS 5-7 September 5 Warszawa POLND 3d approah to numeral dosmetr n quas-stat ondtons: problems and eample of solutons Dr. Nola Zoppett - IFC-CNR, Florene,
More informationWhich Separator? Spring 1
Whch Separator? 6.034 - Sprng 1 Whch Separator? Mamze the margn to closest ponts 6.034 - Sprng Whch Separator? Mamze the margn to closest ponts 6.034 - Sprng 3 Margn of a pont " # y (w $ + b) proportonal
More informationarxiv:cond-mat/ v1 [cond-mat.stat-mech] 10 Jul 2001
Random-luster mult-hstogram samplng for the q-state Potts model arxv:ond-mat/010701v1 [ond-mat.stat-meh] 10 Jul 001 Martn Wegel and Wolfhard Janke Insttut für Theoretshe Physk, Unverstät Lepzg, Augustusplatz
More informationNumerical Heat and Mass Transfer
Master degree n Mechancal Engneerng Numercal Heat and Mass Transfer 06-Fnte-Dfference Method (One-dmensonal, steady state heat conducton) Fausto Arpno f.arpno@uncas.t Introducton Why we use models and
More informationSupport Vector Machines
/14/018 Separatng boundary, defned by w Support Vector Machnes CISC 5800 Professor Danel Leeds Separatng hyperplane splts class 0 and class 1 Plane s defned by lne w perpendcular to plan Is data pont x
More informationSupport Vector Machines
Separatng boundary, defned by w Support Vector Machnes CISC 5800 Professor Danel Leeds Separatng hyperplane splts class 0 and class 1 Plane s defned by lne w perpendcular to plan Is data pont x n class
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 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 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 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 informationFinite Element Modelling of truss/cable structures
Pet Schreurs Endhoven Unversty of echnology Department of Mechancal Engneerng Materals echnology November 3, 214 Fnte Element Modellng of truss/cable structures 1 Fnte Element Analyss of prestressed structures
More information8. Superfluid to Mott-insulator transition
8. Superflud to Mott-nsulator transton Overvew Optcal lattce potentals Soluton of the Schrödnger equaton for perodc potentals Band structure Bloch oscllaton of bosonc and fermonc atoms n optcal lattces
More informationFormulas for the Determinant
page 224 224 CHAPTER 3 Determnants e t te t e 2t 38 A = e t 2te t e 2t e t te t 2e 2t 39 If 123 A = 345, 456 compute the matrx product A adj(a) What can you conclude about det(a)? For Problems 40 43, use
More informationExercise 10: Theory of mass transfer coefficient at boundary
Partle Tehnology Laboratory Prof. Sotrs E. Pratsns Sonneggstrasse, ML F, ETH Zentrum Tel.: +--6 5 http://www.ptl.ethz.h 5-97- U Stoffaustaush HS 7 Exerse : Theory of mass transfer oeffent at boundary Chapter,
More informationOn the unconditional Security of QKD Schemes quant-ph/
On the unondtonal Seurty of QKD Shemes quant-ph/9953 alk Outlne ntroduton to Quantum nformaton he BB84 Quantum Cryptosystem ve s attak Boundng ve s nformaton Seurty and Relalty Works on Seurty C.A. Fuhs
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 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 informationψ 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 informationHowever, since P is a symmetric idempotent matrix, of P are either 0 or 1 [Eigen-values
Fall 007 Soluton to Mdterm Examnaton STAT 7 Dr. Goel. [0 ponts] For the general lnear model = X + ε, wth uncorrelated errors havng mean zero and varance σ, suppose that the desgn matrx X s not necessarly
More informationLossy Compression. Compromise accuracy of reconstruction for increased compression.
Lossy Compresson Compromse accuracy of reconstructon for ncreased compresson. The reconstructon s usually vsbly ndstngushable from the orgnal mage. Typcally, one can get up to 0:1 compresson wth almost
More information( ) [ ( k) ( k) ( x) ( ) ( ) ( ) [ ] ξ [ ] [ ] [ ] ( )( ) i ( ) ( )( ) 2! ( ) = ( ) 3 Interpolation. Polynomial Approximation.
3 Interpolaton {( y } Gven:,,,,,, [ ] Fnd: y for some Mn, Ma Polynomal Appromaton Theorem (Weerstrass Appromaton Theorem --- estence ε [ ab] f( P( , then there ests a polynomal
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 informationAPPENDIX A Some Linear Algebra
APPENDIX A Some Lnear Algebra The collecton of m, n matrces A.1 Matrces a 1,1,..., a 1,n A = a m,1,..., a m,n wth real elements a,j s denoted by R m,n. If n = 1 then A s called a column vector. Smlarly,
More informationGeneralized Linear Methods
Generalzed Lnear Methods 1 Introducton In the Ensemble Methods the general dea s that usng a combnaton of several weak learner one could make a better learner. More formally, assume that we have a set
More informationUsing TranSIESTA (II): Integration contour and tbtrans
Usng TranSIESTA (II): Integraton contour and tbtrans Frederco D. Novaes December 15, 2009 Outlne Usng TranSIESTA The ntegraton contour Electron densty from GF Why go complex? The non-equlbrum stuaton Usng
More informationAppendix B. The Finite Difference Scheme
140 APPENDIXES Appendx B. The Fnte Dfference Scheme In ths appendx we present numercal technques whch are used to approxmate solutons of system 3.1 3.3. A comprehensve treatment of theoretcal and mplementaton
More informationWeek 11: Differential Amplifiers
ELE 0A Electronc rcuts Week : Dfferental Amplfers Lecture - Large sgnal analyss Topcs to coer A analyss Half-crcut analyss eadng Assgnment: hap 5.-5.8 of Jaeger and Blalock or hap 7. - 7.3, of Sedra and
More informationA Theorem of Mass Being Derived From Electrical Standing Waves (As Applied to Jean Louis Naudin's Test)
A Theorem of Mass Beng Derved From Eletral Standng Waves (As Appled to Jean Lous Naudn's Test) - by - Jerry E Bayles Aprl 4, 000 Ths paper formalzes a onept presented n my book, "Eletrogravtaton As A Unfed
More informationELG4179: Wireless Communication Fundamentals S.Loyka. Frequency-Selective and Time-Varying Channels
Frequeny-Seletve and Tme-Varyng Channels Ampltude flutuatons are not the only effet. Wreless hannel an be frequeny seletve (.e. not flat) and tmevaryng. Frequeny flat/frequeny-seletve hannels Frequeny
More informationThe Natural Law of Transition of a Charged Particle into a Compound State under the Action of an Electroscalar Field
Journal of Modern Physs, 016, 7, 188-04 http://www.srp.org/journal/jmp ISSN Onlne: 153-10X ISSN Prnt: 153-1196 The Natural Law of Transton of a Charged Partle nto a Compound State under the Aton of an
More informationWeek3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity
Week3, Chapter 4 Moton n Two Dmensons Lecture Quz A partcle confned to moton along the x axs moves wth constant acceleraton from x =.0 m to x = 8.0 m durng a 1-s tme nterval. The velocty of the partcle
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 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 information) is the unite step-function, which signifies that the second term of the right-hand side of the
Casmr nteracton of excted meda n electromagnetc felds Yury Sherkunov Introducton The long-range electrc dpole nteracton between an excted atom and a ground-state atom s consdered n ref. [1,] wth the help
More informationModule 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur
Module 3 LOSSY IMAGE COMPRESSION SYSTEMS Verson ECE IIT, Kharagpur Lesson 6 Theory of Quantzaton Verson ECE IIT, Kharagpur Instructonal Objectves At the end of ths lesson, the students should be able to:
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 informationLectures - Week 4 Matrix norms, Conditioning, Vector Spaces, Linear Independence, Spanning sets and Basis, Null space and Range of a Matrix
Lectures - Week 4 Matrx norms, Condtonng, Vector Spaces, Lnear Independence, Spannng sets and Bass, Null space and Range of a Matrx Matrx Norms Now we turn to assocatng a number to each matrx. We could
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 informationCHAPTER 13. Exercises. E13.1 The emitter current is given by the Shockley equation:
HPT 3 xercses 3. The emtter current s gen by the Shockley equaton: S exp VT For operaton wth, we hae exp >> S >>, and we can wrte VT S exp VT Solng for, we hae 3. 0 6ln 78.4 mv 0 0.784 5 4.86 V VT ln 4
More informatione a = 12.4 i a = 13.5i h a = xi + yj 3 a Let r a = 25cos(20) i + 25sin(20) j b = 15cos(55) i + 15sin(55) j
Vetors MC Qld-3 49 Chapter 3 Vetors Exerse 3A Revew of vetors a d e f e a x + y omponent: x a os(θ 6 os(80 + 39 6 os(9.4 omponent: y a sn(θ 6 sn(9 0. a.4 0. f a x + y omponent: x a os(θ 5 os( 5 3.6 omponent:
More informationUniqueness of Weak Solutions to the 3D Ginzburg- Landau Model for Superconductivity
Int. Journal of Math. Analyss, Vol. 6, 212, no. 22, 195-114 Unqueness of Weak Solutons to the 3D Gnzburg- Landau Model for Superconductvty Jshan Fan Department of Appled Mathematcs Nanjng Forestry Unversty
More informationWorkshop: Approximating energies and wave functions Quantum aspects of physical chemistry
Workshop: Approxmatng energes and wave functons Quantum aspects of physcal chemstry http://quantum.bu.edu/pltl/6/6.pdf Last updated Thursday, November 7, 25 7:9:5-5: Copyrght 25 Dan Dll (dan@bu.edu) Department
More informationbetween 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 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 informationn α j x j = 0 j=1 has a nontrivial solution. Here A is the n k matrix whose jth column is the vector for all t j=0
MODULE 2 Topcs: Lnear ndependence, bass and dmenson We have seen that f n a set of vectors one vector s a lnear combnaton of the remanng vectors n the set then the span of the set s unchanged f that vector
More informationInstituto Tecnológico de Aeronáutica FINITE ELEMENTS I. Class notes AE-245
Insttuto Tecnológco de Aeronáutca FIITE ELEMETS I Class notes AE-5 Insttuto Tecnológco de Aeronáutca 5. Isoparametrc Elements AE-5 Insttuto Tecnológco de Aeronáutca ISOPARAMETRIC ELEMETS Introducton What
More informationLecture 6 More on Complete Randomized Block Design (RBD)
Lecture 6 More on Complete Randomzed Block Desgn (RBD) Multple test Multple test The multple comparsons or multple testng problem occurs when one consders a set of statstcal nferences smultaneously. For
More information3D Numerical Analysis for Impedance Calculation and High Performance Consideration of Linear Induction Motor for Rail-guided Transportation
ADVANCED ELECTROMAGNETICS SYMPOSIUM, AES 13, 19 MARCH 13, SHARJAH UNITED ARAB EMIRATES 3D Numeral Analss for Impedane Calulaton and Hgh Performane Consderaton of Lnear Induton Motor for Ral-guded Transportaton
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 informationVector Norms. Chapter 7 Iterative Techniques in Matrix Algebra. Cauchy-Bunyakovsky-Schwarz Inequality for Sums. Distances. Convergence.
Vector Norms Chapter 7 Iteratve Technques n Matrx Algebra Per-Olof Persson persson@berkeley.edu Department of Mathematcs Unversty of Calforna, Berkeley Math 128B Numercal Analyss Defnton A vector norm
More informationNorms, Condition Numbers, Eigenvalues and Eigenvectors
Norms, Condton Numbers, Egenvalues and Egenvectors 1 Norms A norm s a measure of the sze of a matrx or a vector For vectors the common norms are: N a 2 = ( x 2 1/2 the Eucldean Norm (1a b 1 = =1 N x (1b
More informationElectron-Impact Double Ionization of the H 2
I R A P 6(), Dec. 5, pp. 9- Electron-Impact Double Ionzaton of the H olecule Internatonal Scence Press ISSN: 9-59 Electron-Impact Double Ionzaton of the H olecule. S. PINDZOLA AND J. COLGAN Department
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 informationClustering. CS4780/5780 Machine Learning Fall Thorsten Joachims Cornell University
Clusterng CS4780/5780 Mahne Learnng Fall 2012 Thorsten Joahms Cornell Unversty Readng: Mannng/Raghavan/Shuetze, Chapters 16 (not 16.3) and 17 (http://nlp.stanford.edu/ir-book/) Outlne Supervsed vs. Unsupervsed
More information8.4 COMPLEX VECTOR SPACES AND INNER PRODUCTS
SECTION 8.4 COMPLEX VECTOR SPACES AND INNER PRODUCTS 493 8.4 COMPLEX VECTOR SPACES AND INNER PRODUCTS All the vector spaces you have studed thus far n the text are real vector spaces because the scalars
More informationCould be explained the origin of dark matter and dark energy through the. introduction of a virtual proper time? Abstract
Could be explaned the orgn o dark matter and dark energy through the ntroduton o a vrtual proper tme? Nkola V Volkov Department o Mathemats, StPetersburg State Eletrotehnal Unversty ProPopov str, StPetersburg,
More informationPHYSICS 212 MIDTERM II 19 February 2003
PHYSICS 1 MIDERM II 19 Feruary 003 Exam s losed ook, losed notes. Use only your formula sheet. Wrte all work and answers n exam ooklets. he aks of pages wll not e graded unless you so request on the front
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 informationALGEBRAIC SCHUR COMPLEMENT APPROACH FOR A NON LINEAR 2D ADVECTION DIFFUSION EQUATION
st Annual Internatonal Interdsplnary Conferene AIIC 03 4-6 Aprl Azores Portugal - Proeedngs- ALGEBRAIC SCHUR COMPLEMENT APPROACH FOR A NON LINEAR D ADVECTION DIFFUSION EQUATION Hassan Belhad Professor
More information