Atom and molecular structure Quantum level of matter

Size: px
Start display at page:

Download "Atom and molecular structure Quantum level of matter"

Transcription

1 Computer imulation of advanced material International Summer School Atom and molecular tructure Quantum level of matter Alexander Nemukhin Department of Chemitry, M.V. omonoov Mocow State Univerity and N.M. Emanuel Intitute of Biochemical Phyic, Ruian Academy of Science

2 Computer imulation of advanced material International Summer School Atom and molecular tructure Quantum level of matter Textbook material and illutration Chemical tructure theory i valid (molecule, chemical bond, ) Model ytem compoed of large number of atom are of interet Protein may be conidered a advanced material (at leat for biotechnology)

3 θ 0 r 0 M N σ σ ε φ + + φ + + θ θ + MN 6 MN MN 1 MN MN MN MN MN N M torion l l l, l l,1 j0 j bend j j i0 tretche i i i MM r r 4 r q q... ) co (1 V ) co (1 V ) ( k ) r (r k E -,,,q,v,v,,k,r k MN MN M l, l,1 j0 j i0 i σ ε θ parameter Мolecular mechanical (MM) model The ytem i compoed of atom

4 R w r i Ψ Ψ < < iw i w w v w wv v w j i ij w R w i r QM r R Z R Z Z r 1 M 1 1 Ĥ E Ĥ w i Electronic tructure model H ES C C Numerical olution of matrix equation Molecule are table ytem of nuclei and electron A uch, their tructure and dynamic hould be governed by Quantum Mechanic

5 Computer imulation of advanced material Why do we need quantum mechanic?

6 Why do we need quantum mechanic? - Excited electronic tate are involved Example: fluorecent v protein Ser05 Glu S1 S1* anion S1* S1 Hi148 Arg96 S0 S0 S0 anion S0 neutral Bravaya K.B., Grigorenko B.., Nemukhin A.V., Krylov A.I., Acc Chem Re, 45, 65 (01)

7 Why do we need quantum mechanic? - Cleavage and formation of chemical bond are involved Example: hydrolyi of adenoine triphophate (ATP) in motor protein Arg38 Ser36 Ser37 Wat Thr186 Mg + Wat1 Wat P γ O βγ ATP Glu459 Wat Ser181 Grigorenko B.., Nemukhin A.V., et al., Proc Natl Acad Sci USA, 104, 7057 (007)

8 Why do we need quantum mechanic? - Force field parameter may be not accurate enough GTP Grigorenko B.., Shadrina M.S., Nemukhin A.V., et al., Biochim Biophy Acta, 1784, 1908 (008)

9 Computer imulation of advanced material International Summer School Atom and molecular tructure Quantum level of matter Baic of quantum mechanic

10 Baic of quantum mechanic General conideration Quantum and claical mechanic Wavefunction Obervable Hydrogen atom Spin

11 Quantum mechanic i the theory of the behavior of microcopic object, including electron and nuclei, for which the action S t 1 0 t ( q 1,..., qn, t) dt i comparable to the Planck contant ћ J

12 Claical Mechanic The agrangian function ( T-V ) The Euler-agrange equation The Hamiltonian ( HT+V ) d dt H q i q i 0 (i1,,n) q1,..., qn, p,..., pn, t) ( 1 The Hamilton' equation p i H q i q i H p i The Hamilton Jacobi formulation S S S H ( q1,..., qn,,...,, t) + q q t 1 n 0

13 Claical mechanic S» ћ Correpondence principle Quantum mechanic S ~ ћ Sytem can be characteried by a function of coordinate and time S( q 1,..., qn, t) Ψ( q 1,..., q, t) S define tate of the ytem Sytem can be characteried by function of coordinate and time n Each Ψ refer to a tate of the ytem Thi function S can be found a a olution of the differential equation S S S H ( q1,..., qn,,...,, t) + q q t 1 Knowing function S one can find trajectorie and to compute obervable n 0 Function Ψ can be found a olution of the differential equation i Ψ t Hˆ Ψ Knowing function Ψ one can compute obervable

14 Claical and Quantum Mechanic Keyword: Sytem State of the ytem Wavefunction of a tate Obervable for a particular tate

15 Quantum Mechanic: Keyword Sytem Sytem the Hamiltonian operator Ĥ A only we elect a ytem for an analyi we can write down an explicit expreion for the Hamiltonian operator. Example: A particle of ma m in a one- ˆ dimentional potential V(x) H + V ( x) m x One-elctron atom: an electron in the field of a nucleu Hˆ µ x + y + Ze r

16 Quantum Mechanic: Keyword State of the ytem An eential feature of QM i that certain parameter of the ytem can take on dicrete value varying from one tate to another by quantum jump. Example: Few tate of the hydrogen atom State Total energy (10 0 J/atom) Electronic angular momentum p ħ

17 Thee jump are oberved in experimental pectrocopy State and p of the hydrogen atom Total energy (10 0 J/atom) State 1 of the hydrogen atom

18 Claical and Quantum Mechanic Keyword: Sytem State of the ytem Wavefunction of a tate Obervable for a particular tate

19 Quantum Mechanic: Keyword Wavefunction The tate of a ytem i decribed by a wavefunction of the coordinate and the time Ψ(q 1,, q n,t) The probability: Ψ *( r, t) Ψ( r, t) dxdyd Ψ mut atify mathematical condition: Single-value Continuou Quadratically integrable The probability that the particle i in the volume element dxdyd located at, at time t. r Ψ *( r, t) Ψ( r, t) dxdyd 1

20 Quantum Mechanic: Keyword Wavefunction Why probabilitie?

21 The Heienberg uncertainty principle: The more preciely the poition i determined, the le preciely the momentum i known in thi intant, and vice vera. large pread in p mall pread in x. probability of p p p mall pread in p large pread in x. probability of x x x probability of p p p Quantum particle do not travel along trajectorie. probability of x x x

22 Keyword Wavefunction : Superpoition principle The negative content (andau, ifhchit) of the uncertainty principle i balanced by the poitive content of the uperpoition principle: If Ψ 1, Ψ,, Ψ n are the poible tate of a ytem, then the linear combination of thee tate i alo a poible tate of the ytem Phyical conequence: The equation for Ψ mut be linear, e.g., Ψ( x, t) i t m Ψ( x, t) + V ( x, t) Ψ( x, t) x Either the Schrödinger equation, or the uperpoition principle hould be potulated

23 Potulate of Quantum Mechanic 1. Probabilitie (due to the uncertainty principle): Ψ *( r, t) Ψ( r, t) dxdyd The probability that the particle. The uperpoition principle: i in the volume element dxdyd located at, at time t. If Ψ 1, Ψ,, Ψ n are the poible tate of a ytem, then the linear combination of thee tate i alo a poible tate of the ytem. and 3. For every obervable mechanical quantity of a ytem, there i a correponding linear Hermitian operator aociated with it. r

24 Quantum Mechanic Keyword: Sytem State of the ytem Wavefunction of a tate Obervable for a particular tate

25 Keyword Obervable For every obervable mechanical quantity of a ytem, there i a correponding linear Hermitian operator aociated with it. To pecify thi operator, write down the claical expreion for the obervable in term of Carteian coordinate and the correponding linear momentum, and then replace each coordinate x by the operator x and each momentum component p x by the operator p x i x

26 Keyword Obervable Some mechanical quantitie and their operator Poition (x) x inear momentum (p x ) p x i x Angular momentum ( xp y -yp x ) i( x y y ) x Total energy (T+V) ˆ H + V ( x, m + + x y y,, t)

27 Keyword Obervable If a ytem i in a tate decribed by a normalied wavefunction Ψ, then the average value of the obervable A in thi tate i given by A Ψ Ψ AΨ The Hermitian operator enure a real number for. We talk on average value by the ame reaon a on probabilitie (the uncertainty principle). A

28 Keyword Obervable : Eigenfunction and eigenvalue Finding eigenfunction and eigenvalue of operator aociated with obervable i one of the major goal of QM. Hˆ T electron + T nuclei + V V e e + nn + V HˆΨ Solution of the time-independent Schrödinger equation allow one to find the total energie E i of the ytem under tudy. en i E i In particular, for any molecule compoed of electron (e) and nuclei (n) Ψ i The differential equation mut be augmented by the boundary condition for the wavefunction (ingle-value, continuou, ) ince they decribe wave of probabilitie.

29 Keyword Obervable : Orbital angular momentum Eigenfunction and eigenvalue of the component i( x y ) i y x ϕ x θ ϕ r y Differential equation: Φ ( ϕ) l Φ ( ϕ) m Condition: Φ( ϕ + π ) Φ( ϕ) Φ Φ Anwer: π 0 Φ ( ϕ) Φ( ϕ) dϕ 1 l m 1 Φm( ϕ) exp( imϕ) π m 0, ± 1, ±,... * m +3ћ +ћ +ћ 0 -ћ -ћ -3ћ quantum jump

30 Keyword Obervable : Meaurement Important quetion of the QM theory: What do we know about A in the tate characteried by the wavefunction Ψ? Anwer: If Ψ happen to coincide with one of the eigenfunction of A then in thi particular tate we know A preciely, and the only reult of the meaurement i the correponding eigenvalue of A If Ψ doe not coincide with any of the eigenfunction of A then we can predict only the averaged value of A: A Ψ Ψ AΨ A probability of meauring a particular value a k in the tate Ψ i w k k Φ Ψ where Φ k i the correponding eigenfunction of A.

31 Keyword Obervable : Back to the uncertainty principle Another important quetion of the QM theory: Can we know two mechanical variable A and B imultaneouly and preciely? Anwer: Two obervable A and B are principally imultaneouly meaurable (have the common et of eigentate) if and only if their correponding operator commute. More pecifically: The commuting operator have the ame et of eigenfunction, and if the wavefunction of a particular tate coincide with one of thee eigenfunction, one may know A and B imultaneouly and preciely in thi tate. AB BA When the operator do not commute, one can never know A and B imultaneouly and preciely in any tate.

32 Keyword Obervable : Back to the uncertainty principle Quantitative ide of the uncertainty principle The uncertaintie ΔA and ΔB of any two obervable in any phyical tate Ψ atify the inequality 1 A B Ψ ( AB BA) Ψ Poition and momentum: hence, x p x probability of p xpx pxx i large pread in p mall pread in x. p p mall pread in p large pread in x. probability of x x x probability of p p p probability of x x x

33 Keyword Obervable : Back to the uncertainty principle Angular momentum operator ) ( ) ( ) ( y x x y x y y x x y y x i yp xp x x i xp p y y i p yp + + The commutator i i i x y y y y y x x x x x y y x

34 Keyword Obervable : Back to the uncertainty principle All three component of angular momentum cannot be meaured imultaneouly, which tell u that there doe not exit any phyical tate in which the direction of angular momentum i definite. However, there do exit tate in which the magnitude of angular momentum i definite along with one component. y x One can know imultaneouly and preciely and while no knowledge on x and y i allowed. The phyical reaon are traced back to the uncertainty principle.

35 Keyword Obervable : Example of commuting operator The commuting operator and common et of eigenfunction. i ϕ 1 1 inθ + inθ θ θ in have a θ ϕ The pherical harmonic The olution Ylm ( θ, ϕ) ( m) Ylm ( θ, ϕ) Y ( θ, ϕ) l( l + 1) Y ( θ, ϕ) lm m 0, ± 1, ±,..., ± l l 0,1,,... lm

36 Hydrogen atom The one-electron atom: The ytem - an electron with the charge e and ma μ in the field The Hamiltonian operator θ x y ϕ r r Ze r V ) ( r Ze r r r r r H + µ µ State of the ytem are decribed by the olution of the equation ),, ( ),, ( ϕ θ ϕ θ r E r H Ψ Ψ Since H and, are the pairwie commuting operator there exit tate in which the total energy, the magnitude of angular momentum, and the component of angular momentum are definite. 0 0, 0, H H H H

37 Hydrogen atom H H 0, H H 0, 0 Therefore, the energy eigentate may alo be choen to be eigentate of the angular momentum operator Ψ E ( r, θ, ϕ) R ( r) Y ( θ, ϕ) El lm Y Y lm lm ( θ, ϕ) ( θ, ϕ) ( m) Y l( l m 0, ± 1, ±,..., ± l l 0,1,,... lm + 1) Y ( θ, ϕ) lm ( θ, ϕ)

38 Hydrogen atom Therefore, the energy eigentate may alo be choen to be eigentate of the angular momentum operator Ψ E ( r, θ, ϕ) R ( r) Y ( θ, ϕ) El lm Radial eigenfunction R El (r) and energie E are computed from the ordinary differential equation d dr l( l + 1) r + µr dr dr µ r Boundary condition: R(r) and dr dr Ze r be quadratically integrable R ( r) r dr <. The anwer: R ( r) Polnl( r)exp( β r) 4 µ E n nl 0 E R( r) 0 mut be continuou, R(r) mut Z e n1,, l0,1,,n-1 m-l, -l+1, l n n

39 Hydrogen atom: State Quantum Mechanic: Keyword State of the ytem An eential feature of QM i that certain parameter of the ytem can take on dicrete value varying from one tate to another by quantum jump. Example: Few tate of the hydrogen atom State 1 p Total energy (10 0 J/atom) Electronic angular momentum 0 0 ħ Z e 4 µ E n n n1,, l0,1,,n-1 m-l, -l+1, l 1 n1, l0, m0 n, l0, m0 p n, l1, m-1,0,1 3 n3,l0,m0

40 Hydrogen atom: Image of wavefunction 1 n1, l0, m0 R nl R nl r R nl

41 Hydrogen atom: Image of wavefunction n, l0, m0 R nl R nl r R nl

42 Hydrogen atom: Image of wavefunction p n, l1, m0 R nl R nl r R nl

43 Hydrogen atom: Image of wavefunction 3 n3, l0, m0 R nl R nl r R nl

44 Hydrogen atom: Image of wavefunction 3p n3, l1, m0 R nl R nl r R nl

45 Hydrogen atom: Image of wavefunction 3d n3, l, m0 R nl R nl r R nl

46 Hydrogen atom: Atomic Orbital (AO) 1 p 3 3p 3d

47 Spin In the non-relativitic quantum mechanic, we have to aign to every elementary particle an angular momentum which i not related to poible orbiting of the particle. An internal angular momentum, the vector with component x, y,, i called pin. Unlike orbital angular momentum thee component cannot be expreed in term of Carteian coordinate and linear momenta. The quare of the pin length i a characteritic feature of a particle: for every electron in all tate it ha the value 1/ 3 ( + 1) 4

48 Spin i i i x y y y y y x x x x x y y x The theory of pin i contructed by analogy with the theory of orbital angular momentum. Important: the commutator relation only two quantitie are meaurable and have a common et of eigenvector and + m m m m m,,, 1) (, For electron: ½ (alway) m -½, +½, m

49 Spin i i i x y y y y y x x x x x y y x The theory of pin i contructed by analogy with the theory of orbital angular momentum. Important: the commutator relation only two quantitie are meaurable and have a common et of eigenvector and + m m m m m,,, 1) (, For electron: ½ (alway) m -½, +½ Orbital angular momentum, m 0,1,,...,..., 1, 0, ), ( 1) ( ), ( ), ( ) ( ), ( ± ± ± + l l m Y l l Y m Y Y lm lm lm lm ϕ θ ϕ θ ϕ θ ϕ θ

50 Spin Two poible pin tate of an electron +ћ/ 3ћ/ 3ћ/ -ћ/ 1/, m 1/ α β 1/, m 1/

51 Spin Application of addition of angular momentum -electron pin vector (j 1 ½, j ½) The total pin of two electron may be either ½-½ 0 (inglet tate), or ½+½1 (triplet tate) Two poible pin tate of an electron +ћ/ 3ћ/ 3ћ/ -ћ/ α 1/, m 1/ β 1/, m 1/ Singlet tate -electron pin vector 1 0,0 { α ( 1) β () β (1) α ()} Triplet tate -electron pin vector 1,1 α (1) α (1) () 1 1,0 { α (1) β 1, 1 β β () () + β (1) α () }

52 Interchange Hypothei For Identical Particle Interchanging the poition of two identical particle doe not change the phyical tate. Identical (elementary) particle have the ame parameter the ma, charge, and magnitude of pin momentum. Poition r and pin projection σ are conidered a coordinate. The wavefunction mut be either ymmetric or antiymmetric with repect to an interchange of poition and pin projection of any pair of identical particle: Ψ( rσ1,..., riσ i,... rjσ j,..., rnσ N ) ±Ψ( r1 σ1,..., rjσ j,... riσ i,..., rnσ 1 N )

53 The Spin Statitic Theorem Sytem of identical particle with integer pin 0; 1; ; are decribed by wavefunction that are ymmetric under the interchange of particle coordinate and pin. Sytem of identical particle with half-integer pin 1/; 3/; are decribed by wavefunction that are antiymmetric under the interchange of particle coordinate and pin. Particle with integer pin are known a Boon. Particle with halfinteger pin are known a Fermion. Example include, in particular, electron, and proton. Therefore, electronic wavefunction mut atify a condition Ψ( rσ1,..., riσ i,... rjσ j,..., rnσ N ) Ψ( r1 σ1,..., rjσ j,... riσ i,..., rnσ 1 N )

54 Quantum Mechanic for the Electronic Structure Theory Sytem State of the ytem Correpondence principle Claical mechanic Wavefunction Superpoition principle Hilbert pace Obervable Uncertainty principle Hydrogen atom Orbital Spin Spin coupling Interchange hypothei

55 R w r i Ψ Ψ < < iw i w w v w wv v w j i ij w R w i r QM r R Z R Z Z r 1 M 1 1 Ĥ E Ĥ w i Molecule are table ytem of nuclei and electron

56 R w r i Ψ Ψ < < iw i w w v w wv v w j i ij w R w i r QM r R Z R Z Z r 1 M 1 1 Ĥ E Ĥ w i Molecule are table ytem of nuclei and electron The Born-Oppenheimer approximation Moving further To a high degree of accuracy we can eparate electron and nuclear motion due to larger mae of nuclei

57 The Born-Oppenheimer Approximation Hˆ H ˆel T electron electron + T + T nuclei to the nuclear equation T nuclei + V + V V e e + nn + V e e + nn + V en V en Electronic equation ˆ H el ψ el (r;r) E el ψ el (r;r) BO approximation lead to the idea of a potential energy urface U(R) E el + V NN n-n

58 Solution of the nuclear quantum equation allow u to determine a large variety of molecular propertie. An example are vibrational pectra.

59 Example: calculated vibration of the -CO group in the bacteriochlorophyll of photoynthetic reaction center 59

60 Example: calculated vibration with the imaginary frequency on the route of retinal iomeriation in rhodopin С 11 С 1 Rhodopin Bathorhodopin Khrenova M.G., Bochenkova A.V., Nemukhin A.V., Protein, 78, 614 (010)

61 About electronic equation etc The lecture by Profeor Gian Paolo Brivio Ab-initio & DFT on July 18

62 Concluding example How doe it work?

63 Concluding example How doe it work? Chromophore Green Fluorecent Protein НВМО UMO гидроксибензилиден-имидазолинон hydroxybenylidene-imidaoline ВЗМО HOMO

64

65

66

67

68

69

70 Concluding example How doe it work for large ytem? Practically ueful tool - Quantum mechanical molecular mechanical (QM/MM) approach QM MM Primary interet Coupling

71 The reult of QM/MM imulation: Geometry of the GFP active ite Theory: QM/MM (DFT(PBE0/6-31G*)/Amber) Experiment (PDB ID - 1GF): X-ray diffraction (PH 7, reolution 1.9A) neutral anion

72

73

74

75

76 Computer imulation of advanced material International Summer School Atom and molecular tructure Quantum level of matter Textbook material and illutration Software QM: GAMESS(US), Firefly, NWChem, CPK QM/MM: GAMESS(US)-Tinker

77 Concluding Remark Thi i a part of the lecture coure Quantum Mechanic and Molecular Structure for tudent of the Chemitry Department of the M.V. omonoov Mocow State Univerity Part of the tutorial lecture at the workhop Mathematical and Computational Approache to Quantum Chemitry (Intitute of mathematic and it application, Minneapoli, 008) Thank to co-author of the paper

p. (The electron is a point particle with radius r = 0.)

p. (The electron is a point particle with radius r = 0.) - pin ½ Recall that in the H-atom olution, we howed that the fact that the wavefunction Ψ(r) i ingle-valued require that the angular momentum quantum nbr be integer: l = 0,,.. However, operator algebra

More information

Physics 741 Graduate Quantum Mechanics 1 Solutions to Final Exam, Fall 2014

Physics 741 Graduate Quantum Mechanics 1 Solutions to Final Exam, Fall 2014 Phyic 7 Graduate Quantum Mechanic Solution to inal Eam all 0 Each quetion i worth 5 point with point for each part marked eparately Some poibly ueful formula appear at the end of the tet In four dimenion

More information

/University of Washington Department of Chemistry Chemistry 453 Winter Quarter 2009

/University of Washington Department of Chemistry Chemistry 453 Winter Quarter 2009 Lecture 0 /6/09 /Univerity of Wahington Department of Chemitry Chemitry 453 Winter Quarter 009. Wave Function and Molecule Can quantum mechanic explain the tructure of molecule by determining wave function

More information

Symmetry Lecture 9. 1 Gellmann-Nishijima relation

Symmetry Lecture 9. 1 Gellmann-Nishijima relation Symmetry Lecture 9 1 Gellmann-Nihijima relation In the lat lecture we found that the Gell-mann and Nihijima relation related Baryon number, charge, and the third component of iopin. Q = [(1/2)B + T 3 ]

More information

Bogoliubov Transformation in Classical Mechanics

Bogoliubov Transformation in Classical Mechanics Bogoliubov Tranformation in Claical Mechanic Canonical Tranformation Suppoe we have a et of complex canonical variable, {a j }, and would like to conider another et of variable, {b }, b b ({a j }). How

More information

1 Parity. 2 Time reversal. Even. Odd. Symmetry Lecture 9

1 Parity. 2 Time reversal. Even. Odd. Symmetry Lecture 9 Even Odd Symmetry Lecture 9 1 Parity The normal mode of a tring have either even or odd ymmetry. Thi alo occur for tationary tate in Quantum Mechanic. The tranformation i called partiy. We previouly found

More information

2 States of a System. 2.1 States / Configurations 2.2 Probabilities of States. 2.3 Counting States 2.4 Entropy of an ideal gas

2 States of a System. 2.1 States / Configurations 2.2 Probabilities of States. 2.3 Counting States 2.4 Entropy of an ideal gas 2 State of a Sytem Motly chap 1 and 2 of Kittel &Kroemer 2.1 State / Configuration 2.2 Probabilitie of State Fundamental aumption Entropy 2.3 Counting State 2.4 Entropy of an ideal ga Phyic 112 (S2012)

More information

Green-Kubo formulas with symmetrized correlation functions for quantum systems in steady states: the shear viscosity of a fluid in a steady shear flow

Green-Kubo formulas with symmetrized correlation functions for quantum systems in steady states: the shear viscosity of a fluid in a steady shear flow Green-Kubo formula with ymmetrized correlation function for quantum ytem in teady tate: the hear vicoity of a fluid in a teady hear flow Hirohi Matuoa Department of Phyic, Illinoi State Univerity, Normal,

More information

Mechanics Physics 151

Mechanics Physics 151 Mechanic Phyic 151 Lecture 7 Scattering Problem (Chapter 3) What We Did Lat Time Dicued Central Force Problem l Problem i reduced to one equation mr = + f () r 3 mr Analyzed qualitative behavior Unbounded,

More information

Fermi Distribution Function. n(e) T = 0 T > 0 E F

Fermi Distribution Function. n(e) T = 0 T > 0 E F LECTURE 3 Maxwell{Boltzmann, Fermi, and Boe Statitic Suppoe we have a ga of N identical point particle in a box ofvolume V. When we ay \ga", we mean that the particle are not interacting with one another.

More information

Social Studies 201 Notes for November 14, 2003

Social Studies 201 Notes for November 14, 2003 1 Social Studie 201 Note for November 14, 2003 Etimation of a mean, mall ample ize Section 8.4, p. 501. When a reearcher ha only a mall ample ize available, the central limit theorem doe not apply to the

More information

Social Studies 201 Notes for March 18, 2005

Social Studies 201 Notes for March 18, 2005 1 Social Studie 201 Note for March 18, 2005 Etimation of a mean, mall ample ize Section 8.4, p. 501. When a reearcher ha only a mall ample ize available, the central limit theorem doe not apply to the

More information

EC381/MN308 Probability and Some Statistics. Lecture 7 - Outline. Chapter Cumulative Distribution Function (CDF) Continuous Random Variables

EC381/MN308 Probability and Some Statistics. Lecture 7 - Outline. Chapter Cumulative Distribution Function (CDF) Continuous Random Variables EC38/MN38 Probability and Some Statitic Yanni Pachalidi yannip@bu.edu, http://ionia.bu.edu/ Lecture 7 - Outline. Continuou Random Variable Dept. of Manufacturing Engineering Dept. of Electrical and Computer

More information

MATEMATIK Datum: Tid: eftermiddag. A.Heintz Telefonvakt: Anders Martinsson Tel.:

MATEMATIK Datum: Tid: eftermiddag. A.Heintz Telefonvakt: Anders Martinsson Tel.: MATEMATIK Datum: 20-08-25 Tid: eftermiddag GU, Chalmer Hjälpmedel: inga A.Heintz Telefonvakt: Ander Martinon Tel.: 073-07926. Löningar till tenta i ODE och matematik modellering, MMG5, MVE6. Define what

More information

Fourier-Conjugate Models in the Corpuscular-Wave Dualism Concept

Fourier-Conjugate Models in the Corpuscular-Wave Dualism Concept International Journal of Adanced Reearch in Phyical Science (IJARPS) Volume, Iue 0, October 05, PP 6-30 ISSN 349-7874 (Print) & ISSN 349-788 (Online) www.arcjournal.org Fourier-Conjugate Model in the Corpucular-Wae

More information

The Hand of God, Building the Universe and Multiverse

The Hand of God, Building the Universe and Multiverse 1.0 Abtract What i the mathematical bai for the contruction of the univere? Thi paper intend to how a tart of how the univere i contructed. It alo anwer the quetion, did the hand of God build the univere?

More information

arxiv: v2 [nucl-th] 3 May 2018

arxiv: v2 [nucl-th] 3 May 2018 DAMTP-207-44 An Alpha Particle Model for Carbon-2 J. I. Rawlinon arxiv:72.05658v2 [nucl-th] 3 May 208 Department of Applied Mathematic and Theoretical Phyic, Univerity of Cambridge, Wilberforce Road, Cambridge

More information

CHAPTER 8 OBSERVER BASED REDUCED ORDER CONTROLLER DESIGN FOR LARGE SCALE LINEAR DISCRETE-TIME CONTROL SYSTEMS

CHAPTER 8 OBSERVER BASED REDUCED ORDER CONTROLLER DESIGN FOR LARGE SCALE LINEAR DISCRETE-TIME CONTROL SYSTEMS CHAPTER 8 OBSERVER BASED REDUCED ORDER CONTROLLER DESIGN FOR LARGE SCALE LINEAR DISCRETE-TIME CONTROL SYSTEMS 8.1 INTRODUCTION 8.2 REDUCED ORDER MODEL DESIGN FOR LINEAR DISCRETE-TIME CONTROL SYSTEMS 8.3

More information

Gain and Phase Margins Based Delay Dependent Stability Analysis of Two- Area LFC System with Communication Delays

Gain and Phase Margins Based Delay Dependent Stability Analysis of Two- Area LFC System with Communication Delays Gain and Phae Margin Baed Delay Dependent Stability Analyi of Two- Area LFC Sytem with Communication Delay Şahin Sönmez and Saffet Ayaun Department of Electrical Engineering, Niğde Ömer Halidemir Univerity,

More information

Question 1 Equivalent Circuits

Question 1 Equivalent Circuits MAE 40 inear ircuit Fall 2007 Final Intruction ) Thi exam i open book You may ue whatever written material you chooe, including your cla note and textbook You may ue a hand calculator with no communication

More information

CHAPTER 4 DESIGN OF STATE FEEDBACK CONTROLLERS AND STATE OBSERVERS USING REDUCED ORDER MODEL

CHAPTER 4 DESIGN OF STATE FEEDBACK CONTROLLERS AND STATE OBSERVERS USING REDUCED ORDER MODEL 98 CHAPTER DESIGN OF STATE FEEDBACK CONTROLLERS AND STATE OBSERVERS USING REDUCED ORDER MODEL INTRODUCTION The deign of ytem uing tate pace model for the deign i called a modern control deign and it i

More information

V = 4 3 πr3. d dt V = d ( 4 dv dt. = 4 3 π d dt r3 dv π 3r2 dv. dt = 4πr 2 dr

V = 4 3 πr3. d dt V = d ( 4 dv dt. = 4 3 π d dt r3 dv π 3r2 dv. dt = 4πr 2 dr 0.1 Related Rate In many phyical ituation we have a relationhip between multiple quantitie, and we know the rate at which one of the quantitie i changing. Oftentime we can ue thi relationhip a a convenient

More information

RELIABILITY OF REPAIRABLE k out of n: F SYSTEM HAVING DISCRETE REPAIR AND FAILURE TIMES DISTRIBUTIONS

RELIABILITY OF REPAIRABLE k out of n: F SYSTEM HAVING DISCRETE REPAIR AND FAILURE TIMES DISTRIBUTIONS www.arpapre.com/volume/vol29iue1/ijrras_29_1_01.pdf RELIABILITY OF REPAIRABLE k out of n: F SYSTEM HAVING DISCRETE REPAIR AND FAILURE TIMES DISTRIBUTIONS Sevcan Demir Atalay 1,* & Özge Elmataş Gültekin

More information

Nonlinear Single-Particle Dynamics in High Energy Accelerators

Nonlinear Single-Particle Dynamics in High Energy Accelerators Nonlinear Single-Particle Dynamic in High Energy Accelerator Part 6: Canonical Perturbation Theory Nonlinear Single-Particle Dynamic in High Energy Accelerator Thi coure conit of eight lecture: 1. Introduction

More information

STOCHASTIC DIFFERENTIAL GAMES:THE LINEAR QUADRATIC ZERO SUM CASE

STOCHASTIC DIFFERENTIAL GAMES:THE LINEAR QUADRATIC ZERO SUM CASE Sankhyā : he Indian Journal of Statitic 1995, Volume 57, Serie A, Pt. 1, pp.161 165 SOCHASIC DIFFERENIAL GAMES:HE LINEAR QUADRAIC ZERO SUM CASE By R. ARDANUY Univeridad de Salamanca SUMMARY. hi paper conider

More information

Beta Burr XII OR Five Parameter Beta Lomax Distribution: Remarks and Characterizations

Beta Burr XII OR Five Parameter Beta Lomax Distribution: Remarks and Characterizations Marquette Univerity e-publication@marquette Mathematic, Statitic and Computer Science Faculty Reearch and Publication Mathematic, Statitic and Computer Science, Department of 6-1-2014 Beta Burr XII OR

More information

9 Lorentz Invariant phase-space

9 Lorentz Invariant phase-space 9 Lorentz Invariant phae-space 9. Cro-ection The cattering amplitude M q,q 2,out p, p 2,in i the amplitude for a tate p, p 2 to make a tranition into the tate q,q 2. The tranition probability i the quare

More information

1. The F-test for Equality of Two Variances

1. The F-test for Equality of Two Variances . The F-tet for Equality of Two Variance Previouly we've learned how to tet whether two population mean are equal, uing data from two independent ample. We can alo tet whether two population variance are

More information

MASSACHUSETTS INSTITUTE OF TECHNOLOGY

MASSACHUSETTS INSTITUTE OF TECHNOLOGY MASSACHUSETTS INSTITUTE OF TECHNOLOGY 5.73 Quantum Mechanic I Fall, 00 Profeor Robert W. Field FINAL EXAMINATION DUE: December 11, 00 at 11:00AM. Thi i an open book, open note, open computer, unlimited

More information

84 ZHANG Jing-Shang Vol. 39 of which would emit 5 He rather than 3 He. 5 He i untable and eparated into n + pontaneouly, which can alo be treated a if

84 ZHANG Jing-Shang Vol. 39 of which would emit 5 He rather than 3 He. 5 He i untable and eparated into n + pontaneouly, which can alo be treated a if Commun. Theor. Phy. (Beijing, China) 39 (003) pp. 83{88 c International Academic Publiher Vol. 39, No. 1, January 15, 003 Theoretical Analyi of Neutron Double-Dierential Cro Section of n+ 11 B at 14. MeV

More information

Stability. ME 344/144L Prof. R.G. Longoria Dynamic Systems and Controls/Lab. Department of Mechanical Engineering The University of Texas at Austin

Stability. ME 344/144L Prof. R.G. Longoria Dynamic Systems and Controls/Lab. Department of Mechanical Engineering The University of Texas at Austin Stability The tability of a ytem refer to it ability or tendency to eek a condition of tatic equilibrium after it ha been diturbed. If given a mall perturbation from the equilibrium, it i table if it return.

More information

Chemistry 120A 2nd Midterm. 1. (36 pts) For this question, recall the energy levels of the Hydrogenic Hamiltonian (1-electron):

Chemistry 120A 2nd Midterm. 1. (36 pts) For this question, recall the energy levels of the Hydrogenic Hamiltonian (1-electron): April 6th, 24 Chemistry 2A 2nd Midterm. (36 pts) For this question, recall the energy levels of the Hydrogenic Hamiltonian (-electron): E n = m e Z 2 e 4 /2 2 n 2 = E Z 2 /n 2, n =, 2, 3,... where Ze is

More information

7.2 INVERSE TRANSFORMS AND TRANSFORMS OF DERIVATIVES 281

7.2 INVERSE TRANSFORMS AND TRANSFORMS OF DERIVATIVES 281 72 INVERSE TRANSFORMS AND TRANSFORMS OF DERIVATIVES 28 and i 2 Show how Euler formula (page 33) can then be ued to deduce the reult a ( a) 2 b 2 {e at co bt} {e at in bt} b ( a) 2 b 2 5 Under what condition

More information

Finite Element Analysis of a Fiber Bragg Grating Accelerometer for Performance Optimization

Finite Element Analysis of a Fiber Bragg Grating Accelerometer for Performance Optimization Finite Element Analyi of a Fiber Bragg Grating Accelerometer for Performance Optimization N. Baumallick*, P. Biwa, K. Dagupta and S. Bandyopadhyay Fiber Optic Laboratory, Central Gla and Ceramic Reearch

More information

The Hassenpflug Matrix Tensor Notation

The Hassenpflug Matrix Tensor Notation The Haenpflug Matrix Tenor Notation D.N.J. El Dept of Mech Mechatron Eng Univ of Stellenboch, South Africa e-mail: dnjel@un.ac.za 2009/09/01 Abtract Thi i a ample document to illutrate the typeetting of

More information

The continuous time random walk (CTRW) was introduced by Montroll and Weiss 1.

The continuous time random walk (CTRW) was introduced by Montroll and Weiss 1. 1 I. CONTINUOUS TIME RANDOM WALK The continuou time random walk (CTRW) wa introduced by Montroll and Wei 1. Unlike dicrete time random walk treated o far, in the CTRW the number of jump n made by the walker

More information

696 Fu Jing-Li et al Vol. 12 form in generalized coordinate Q ffiq dt = 0 ( = 1; ;n): (3) For nonholonomic ytem, ffiq are not independent of

696 Fu Jing-Li et al Vol. 12 form in generalized coordinate Q  ffiq dt = 0 ( = 1; ;n): (3) For nonholonomic ytem, ffiq are not independent of Vol 12 No 7, July 2003 cfl 2003 Chin. Phy. Soc. 1009-1963/2003/12(07)/0695-05 Chinee Phyic and IOP Publihing Ltd Lie ymmetrie and conerved quantitie of controllable nonholonomic dynamical ytem Fu Jing-Li(ΛΠ±)

More information

Computers and Mathematics with Applications. Sharp algebraic periodicity conditions for linear higher order

Computers and Mathematics with Applications. Sharp algebraic periodicity conditions for linear higher order Computer and Mathematic with Application 64 (2012) 2262 2274 Content lit available at SciVere ScienceDirect Computer and Mathematic with Application journal homepage: wwweleviercom/locate/camwa Sharp algebraic

More information

Chemistry You Need to Know and Ohio Science Standards. Antacids. Chpt 2-- Chpt 3-- Chpt 5-- Soap. Chpt 4-- Light. Airbags. Section 4-2.

Chemistry You Need to Know and Ohio Science Standards. Antacids. Chpt 2-- Chpt 3-- Chpt 5-- Soap. Chpt 4-- Light. Airbags. Section 4-2. Ohio Standard Batterie 9th grade 1. Recognize that all atom of the ame element contain the ame number of proton, and element with the ame number of proton may or may not have the ame ma. Thoe with different

More information

IEOR 3106: Fall 2013, Professor Whitt Topics for Discussion: Tuesday, November 19 Alternating Renewal Processes and The Renewal Equation

IEOR 3106: Fall 2013, Professor Whitt Topics for Discussion: Tuesday, November 19 Alternating Renewal Processes and The Renewal Equation IEOR 316: Fall 213, Profeor Whitt Topic for Dicuion: Tueday, November 19 Alternating Renewal Procee and The Renewal Equation 1 Alternating Renewal Procee An alternating renewal proce alternate between

More information

The Fundamental Invariants of the Evans Field Theory

The Fundamental Invariants of the Evans Field Theory 24 The Fundamental Invariant of the Evan Field Theory Summary. The fundamental invariant of the Evan field theory are contructed by uing the Stoke formula in the tructure equation and Bianchi identitie

More information

A Group Theoretic Approach to Generalized Harmonic Vibrations in a One Dimensional Lattice

A Group Theoretic Approach to Generalized Harmonic Vibrations in a One Dimensional Lattice Virginia Commonwealth Univerity VCU Scholar Compa Mathematic and Applied Mathematic Publication Dept. of Mathematic and Applied Mathematic 984 A Group Theoretic Approach to Generalized Harmonic Vibration

More information

HELICAL TUBES TOUCHING ONE ANOTHER OR THEMSELVES

HELICAL TUBES TOUCHING ONE ANOTHER OR THEMSELVES 15 TH INTERNATIONAL CONFERENCE ON GEOMETRY AND GRAPHICS 0 ISGG 1-5 AUGUST, 0, MONTREAL, CANADA HELICAL TUBES TOUCHING ONE ANOTHER OR THEMSELVES Peter MAYRHOFER and Dominic WALTER The Univerity of Innbruck,

More information

into a discrete time function. Recall that the table of Laplace/z-transforms is constructed by (i) selecting to get

into a discrete time function. Recall that the table of Laplace/z-transforms is constructed by (i) selecting to get Lecture 25 Introduction to Some Matlab c2d Code in Relation to Sampled Sytem here are many way to convert a continuou time function, { h( t) ; t [0, )} into a dicrete time function { h ( k) ; k {0,,, }}

More information

Midterm Review - Part 1

Midterm Review - Part 1 Honor Phyic Fall, 2016 Midterm Review - Part 1 Name: Mr. Leonard Intruction: Complete the following workheet. SHOW ALL OF YOUR WORK. 1. Determine whether each tatement i True or Fale. If the tatement i

More information

arxiv: v1 [hep-th] 10 Oct 2008

arxiv: v1 [hep-th] 10 Oct 2008 The boundary tate from open tring field arxiv:0810.1737 MIT-CTP-3990 UT-Komaba/08-14 IPMU 08-0074 arxiv:0810.1737v1 [hep-th] 10 Oct 2008 Michael Kiermaier 1,2, Yuji Okawa 3 and Barton Zwiebach 1 1 Center

More information

A novel protocol for linearization of the Poisson-Boltzmann equation

A novel protocol for linearization of the Poisson-Boltzmann equation Ann. Univ. Sofia, Fac. Chem. Pharm. 16 (14) 59-64 [arxiv 141.118] A novel protocol for linearization of the Poion-Boltzmann equation Roumen Tekov Department of Phyical Chemitry, Univerity of Sofia, 1164

More information

Applying Computational Dynamics method to Protein Elastic Network Model

Applying Computational Dynamics method to Protein Elastic Network Model Applying Computational Dynamic method to Protein Elatic Network Model *Jae In Kim ), Kilho Eom 2) and Sungoo Na 3) ), 3) Department of Mechanical Engineering, Korea Univerity, Seongbuk-gu, Anamdong, Seoul

More information

Overflow from last lecture: Ewald construction and Brillouin zones Structure factor

Overflow from last lecture: Ewald construction and Brillouin zones Structure factor Lecture 5: Overflow from lat lecture: Ewald contruction and Brillouin zone Structure factor Review Conider direct lattice defined by vector R = u 1 a 1 + u 2 a 2 + u 3 a 3 where u 1, u 2, u 3 are integer

More information

Equivalent Strain in Simple Shear Deformations

Equivalent Strain in Simple Shear Deformations Equivalent Strain in Simple Shear Deformation Yan Beygelzimer Donetk Intitute of Phyic and Engineering The National Academy of Science of Ukraine Abtract We how that imple hear and pure hear form two group

More information

AP Physics Quantum Wrap Up

AP Physics Quantum Wrap Up AP Phyic Quantum Wrap Up Not too many equation in thi unit. Jut a few. Here they be: E hf pc Kmax hf Thi i the equation for the energy of a photon. The hf part ha to do with Planck contant and frequency.

More information

μ + = σ = D 4 σ = D 3 σ = σ = All units in parts (a) and (b) are in V. (1) x chart: Center = μ = 0.75 UCL =

μ + = σ = D 4 σ = D 3 σ = σ = All units in parts (a) and (b) are in V. (1) x chart: Center = μ = 0.75 UCL = Our online Tutor are available 4*7 to provide Help with Proce control ytem Homework/Aignment or a long term Graduate/Undergraduate Proce control ytem Project. Our Tutor being experienced and proficient

More information

ON THE APPROXIMATION ERROR IN HIGH DIMENSIONAL MODEL REPRESENTATION. Xiaoqun Wang

ON THE APPROXIMATION ERROR IN HIGH DIMENSIONAL MODEL REPRESENTATION. Xiaoqun Wang Proceeding of the 2008 Winter Simulation Conference S. J. Maon, R. R. Hill, L. Mönch, O. Roe, T. Jefferon, J. W. Fowler ed. ON THE APPROXIMATION ERROR IN HIGH DIMENSIONAL MODEL REPRESENTATION Xiaoqun Wang

More information

NAME (pinyin/italian)... MATRICULATION NUMBER... SIGNATURE

NAME (pinyin/italian)... MATRICULATION NUMBER... SIGNATURE POLITONG SHANGHAI BASIC AUTOMATIC CONTROL June Academic Year / Exam grade NAME (pinyin/italian)... MATRICULATION NUMBER... SIGNATURE Ue only thee page (including the bac) for anwer. Do not ue additional

More information

Simple Observer Based Synchronization of Lorenz System with Parametric Uncertainty

Simple Observer Based Synchronization of Lorenz System with Parametric Uncertainty IOSR Journal of Electrical and Electronic Engineering (IOSR-JEEE) ISSN: 78-676Volume, Iue 6 (Nov. - Dec. 0), PP 4-0 Simple Oberver Baed Synchronization of Lorenz Sytem with Parametric Uncertainty Manih

More information

Lecture 8: Period Finding: Simon s Problem over Z N

Lecture 8: Period Finding: Simon s Problem over Z N Quantum Computation (CMU 8-859BB, Fall 205) Lecture 8: Period Finding: Simon Problem over Z October 5, 205 Lecturer: John Wright Scribe: icola Rech Problem A mentioned previouly, period finding i a rephraing

More information

Standard Guide for Conducting Ruggedness Tests 1

Standard Guide for Conducting Ruggedness Tests 1 Deignation: E 69 89 (Reapproved 996) Standard Guide for Conducting Ruggedne Tet AMERICA SOCIETY FOR TESTIG AD MATERIALS 00 Barr Harbor Dr., Wet Conhohocken, PA 948 Reprinted from the Annual Book of ASTM

More information

Factor Analysis with Poisson Output

Factor Analysis with Poisson Output Factor Analyi with Poion Output Gopal Santhanam Byron Yu Krihna V. Shenoy, Department of Electrical Engineering, Neurocience Program Stanford Univerity Stanford, CA 94305, USA {gopal,byronyu,henoy}@tanford.edu

More information

arxiv: v1 [quant-ph] 22 Oct 2010

arxiv: v1 [quant-ph] 22 Oct 2010 The extenion problem for partial Boolean tructure in Quantum Mechanic Cotantino Budroni 1 and Giovanni Morchio 1, 2 1) Dipartimento di Fiica, Univerità di Pia, Italy 2) INFN, Sezione di Pia, Italy Alternative

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 8. 1/3/15 Univerity of Wahington Department of Chemitry Chemitry 453 Winter Quarter 015 A. Statitic of Conformational Equilibria in Protein It i known from experiment that ome protein, DA, and

More information

Singular perturbation theory

Singular perturbation theory Singular perturbation theory Marc R. Rouel June 21, 2004 1 Introduction When we apply the teady-tate approximation (SSA) in chemical kinetic, we typically argue that ome of the intermediate are highly

More information

The Secret Life of the ax + b Group

The Secret Life of the ax + b Group The Secret Life of the ax + b Group Linear function x ax + b are prominent if not ubiquitou in high chool mathematic, beginning in, or now before, Algebra I. In particular, they are prime exhibit in any

More information

SMALL-SIGNAL STABILITY ASSESSMENT OF THE EUROPEAN POWER SYSTEM BASED ON ADVANCED NEURAL NETWORK METHOD

SMALL-SIGNAL STABILITY ASSESSMENT OF THE EUROPEAN POWER SYSTEM BASED ON ADVANCED NEURAL NETWORK METHOD SMALL-SIGNAL STABILITY ASSESSMENT OF THE EUROPEAN POWER SYSTEM BASED ON ADVANCED NEURAL NETWORK METHOD S.P. Teeuwen, I. Erlich U. Bachmann Univerity of Duiburg, Germany Department of Electrical Power Sytem

More information

PHYSICAL GEOMETRY AND FIELD QUANTIZATION

PHYSICAL GEOMETRY AND FIELD QUANTIZATION The content of thi article where publihed in General Relativity and Gravitation, Vol. 24, p. 501, 1992 PHYSICAL GEOMETRY AND FIELD QUANTIZATION Gutavo González-Martín Departamento de Fíica, Univeridad

More information

Design spacecraft external surfaces to ensure 95 percent probability of no mission-critical failures from particle impact.

Design spacecraft external surfaces to ensure 95 percent probability of no mission-critical failures from particle impact. PREFERRED RELIABILITY PAGE 1 OF 6 PRACTICES METEOROIDS & SPACE DEBRIS Practice: Deign pacecraft external urface to enure 95 percent probability of no miion-critical failure from particle impact. Benefit:

More information

Application of NMR Techniques to the Structural Determination of Caryophyllene Oxide (Unknown #92)

Application of NMR Techniques to the Structural Determination of Caryophyllene Oxide (Unknown #92) Application of NMR Technique to the Structural Determination of Caryophyllene xide (Unknown #92) C22 (Photo courtey of Dr. Kazuo Yamaaki, irohima Univerity) Chritopher J. Morten & Brian A. Sparling 5.4

More information

Lecture #13 1. Incorporating a vector potential into the Hamiltonian 2. Spin postulates 3. Description of spin states 4. Identical particles in

Lecture #13 1. Incorporating a vector potential into the Hamiltonian 2. Spin postulates 3. Description of spin states 4. Identical particles in Lecture #3. Incorporating a vector potential into the Hamiltonian. Spin postulates 3. Description of spin states 4. Identical particles in classical and QM 5. Exchange degeneracy - the fundamental problem

More information

THE THERMOELASTIC SQUARE

THE THERMOELASTIC SQUARE HE HERMOELASIC SQUARE A mnemonic for remembering thermodynamic identitie he tate of a material i the collection of variable uch a tre, train, temperature, entropy. A variable i a tate variable if it integral

More information

USPAS Course on Recirculated and Energy Recovered Linear Accelerators

USPAS Course on Recirculated and Energy Recovered Linear Accelerators USPAS Coure on Recirculated and Energy Recovered Linear Accelerator G. A. Krafft and L. Merminga Jefferon Lab I. Bazarov Cornell Lecture 6 7 March 005 Lecture Outline. Invariant Ellipe Generated by a Unimodular

More information

Math 273 Solutions to Review Problems for Exam 1

Math 273 Solutions to Review Problems for Exam 1 Math 7 Solution to Review Problem for Exam True or Fale? Circle ONE anwer for each Hint: For effective tudy, explain why if true and give a counterexample if fale (a) T or F : If a b and b c, then a c

More information

A Constraint Propagation Algorithm for Determining the Stability Margin. The paper addresses the stability margin assessment for linear systems

A Constraint Propagation Algorithm for Determining the Stability Margin. The paper addresses the stability margin assessment for linear systems A Contraint Propagation Algorithm for Determining the Stability Margin of Linear Parameter Circuit and Sytem Lubomir Kolev and Simona Filipova-Petrakieva Abtract The paper addree the tability margin aement

More information

in a circular cylindrical cavity K. Kakazu Department of Physics, University of the Ryukyus, Okinawa , Japan Y. S. Kim

in a circular cylindrical cavity K. Kakazu Department of Physics, University of the Ryukyus, Okinawa , Japan Y. S. Kim Quantization of electromagnetic eld in a circular cylindrical cavity K. Kakazu Department of Phyic, Univerity of the Ryukyu, Okinawa 903-0, Japan Y. S. Kim Department of Phyic, Univerity of Maryland, College

More information

Chem 442 Review for Exam 2. Exact separation of the Hamiltonian of a hydrogenic atom into center-of-mass (3D) and relative (3D) components.

Chem 442 Review for Exam 2. Exact separation of the Hamiltonian of a hydrogenic atom into center-of-mass (3D) and relative (3D) components. Chem 44 Review for Exam Hydrogenic atoms: The Coulomb energy between two point charges Ze and e: V r Ze r Exact separation of the Hamiltonian of a hydrogenic atom into center-of-mass (3D) and relative

More information

722 Chen Xiang-wei et al. Vol. 9 r i and _r i are repectively the poition vector and the velocity vector of the i-th particle and R i = dm i dt u i; (

722 Chen Xiang-wei et al. Vol. 9 r i and _r i are repectively the poition vector and the velocity vector of the i-th particle and R i = dm i dt u i; ( Volume 9, Number 10 October, 2000 1009-1963/2000/09(10)/0721-05 CHINESE PHYSICS cfl 2000 Chin. Phy. Soc. PERTURBATION TO THE SYMMETRIES AND ADIABATIC INVARIANTS OF HOLONOMIC VARIABLE MASS SYSTEMS * Chen

More information

Module 4: Time Response of discrete time systems Lecture Note 1

Module 4: Time Response of discrete time systems Lecture Note 1 Digital Control Module 4 Lecture Module 4: ime Repone of dicrete time ytem Lecture Note ime Repone of dicrete time ytem Abolute tability i a baic requirement of all control ytem. Apart from that, good

More information

Automatic Control Systems. Part III: Root Locus Technique

Automatic Control Systems. Part III: Root Locus Technique www.pdhcenter.com PDH Coure E40 www.pdhonline.org Automatic Control Sytem Part III: Root Locu Technique By Shih-Min Hu, Ph.D., P.E. Page of 30 www.pdhcenter.com PDH Coure E40 www.pdhonline.org VI. Root

More information

Determination of the local contrast of interference fringe patterns using continuous wavelet transform

Determination of the local contrast of interference fringe patterns using continuous wavelet transform Determination of the local contrat of interference fringe pattern uing continuou wavelet tranform Jong Kwang Hyok, Kim Chol Su Intitute of Optic, Department of Phyic, Kim Il Sung Univerity, Pyongyang,

More information

Wavelet Analysis in EPR Spectroscopy

Wavelet Analysis in EPR Spectroscopy Vol. 108 (2005) ACTA PHYSICA POLONICA A No. 1 Proceeding of the XXI International Meeting on Radio and Microwave Spectrocopy RAMIS 2005, Poznań-Bȩdlewo, Poland, April 24 28, 2005 Wavelet Analyi in EPR

More information

Semiconductor Physics and Devices

Semiconductor Physics and Devices EE321 Fall 2015 Semiconductor Phyic and Device November 30, 2015 Weiwen Zou ( 邹卫文 ) Ph.D., Aociate Prof. State Key Lab of advanced optical communication ytem and network, Dept. of Electronic Engineering,

More information

Optimal Coordination of Samples in Business Surveys

Optimal Coordination of Samples in Business Surveys Paper preented at the ICES-III, June 8-, 007, Montreal, Quebec, Canada Optimal Coordination of Sample in Buine Survey enka Mach, Ioana Şchiopu-Kratina, Philip T Rei, Jean-Marc Fillion Statitic Canada New

More information

Stochastic Optimization with Inequality Constraints Using Simultaneous Perturbations and Penalty Functions

Stochastic Optimization with Inequality Constraints Using Simultaneous Perturbations and Penalty Functions Stochatic Optimization with Inequality Contraint Uing Simultaneou Perturbation and Penalty Function I-Jeng Wang* and Jame C. Spall** The John Hopkin Univerity Applied Phyic Laboratory 11100 John Hopkin

More information

CHARGING OF DUST IN A NEGATIVE ION PLASMA (APS DPP-06 Poster LP )

CHARGING OF DUST IN A NEGATIVE ION PLASMA (APS DPP-06 Poster LP ) 1 CHARGING OF DUST IN A NEGATIVE ION PLASMA (APS DPP-06 Poter LP1.00128) Robert Merlino, Ro Fiher, Su Hyun Kim And Nathan Quarderer Department of Phyic and Atronomy, The Univerity of Iowa Abtract. We invetigate

More information

Math Skills. Scientific Notation. Uncertainty in Measurements. Appendix A5 SKILLS HANDBOOK

Math Skills. Scientific Notation. Uncertainty in Measurements. Appendix A5 SKILLS HANDBOOK ppendix 5 Scientific Notation It i difficult to work with very large or very mall number when they are written in common decimal notation. Uually it i poible to accommodate uch number by changing the SI

More information

One-electron Atom. (in spherical coordinates), where Y lm. are spherical harmonics, we arrive at the following Schrödinger equation:

One-electron Atom. (in spherical coordinates), where Y lm. are spherical harmonics, we arrive at the following Schrödinger equation: One-electron Atom The atomic orbitals of hydrogen-like atoms are solutions to the Schrödinger equation in a spherically symmetric potential. In this case, the potential term is the potential given by Coulomb's

More information

Statistical Moments of Polynomial Dimensional Decomposition

Statistical Moments of Polynomial Dimensional Decomposition Statitical Moment of Polynomial Dimenional Decompoition Sharif Rahman, M.ASCE 1 Abtract: Thi technical note preent explicit formula for calculating the repone moment of tochatic ytem by polynomial dimenional

More information

Lecture 7 Grain boundary grooving

Lecture 7 Grain boundary grooving Lecture 7 Grain oundary grooving The phenomenon. A polihed polycrytal ha a flat urface. At room temperature, the urface remain flat for a long time. At an elevated temperature atom move. The urface grow

More information

Source slideplayer.com/fundamentals of Analytical Chemistry, F.J. Holler, S.R.Crouch. Chapter 6: Random Errors in Chemical Analysis

Source slideplayer.com/fundamentals of Analytical Chemistry, F.J. Holler, S.R.Crouch. Chapter 6: Random Errors in Chemical Analysis Source lideplayer.com/fundamental of Analytical Chemitry, F.J. Holler, S.R.Crouch Chapter 6: Random Error in Chemical Analyi Random error are preent in every meaurement no matter how careful the experimenter.

More information

Properties of Z-transform Transform 1 Linearity a

Properties of Z-transform Transform 1 Linearity a Midterm 3 (Fall 6 of EEG:. Thi midterm conit of eight ingle-ided page. The firt three page contain variou table followed by FOUR eam quetion and one etra workheet. You can tear out any page but make ure

More information

Chapter 4 Conflict Resolution and Sector Workload Formulations

Chapter 4 Conflict Resolution and Sector Workload Formulations Equation Chapter 4 Section Chapter 4 Conflict Reolution and Sector Workload Formulation 4.. Occupancy Workload Contraint Formulation We tart by examining the approach ued by Sherali, Smith, and Trani [47]

More information

1 t year n0te chemitry new CHAPTER 5 ATOMIC STRUCTURE MCQ Q.1 Splitting of pectral line when atom are ubjected to trong electric field i called (a) Zeeman effect (b) Stark effect (c) Photoelectric effect

More information

Physics 2212 G Quiz #2 Solutions Spring 2018

Physics 2212 G Quiz #2 Solutions Spring 2018 Phyic 2212 G Quiz #2 Solution Spring 2018 I. (16 point) A hollow inulating phere ha uniform volume charge denity ρ, inner radiu R, and outer radiu 3R. Find the magnitude of the electric field at a ditance

More information

On the Quantum Theory of Impact Phenomenon for the Conditions of Elastic Deformation of Impacted Body

On the Quantum Theory of Impact Phenomenon for the Conditions of Elastic Deformation of Impacted Body International Letter of Chemitry, Phyic and Atronomy Online: 013-04-0 ISSN: 99-3843, Vol. 1, pp 45-59 doi:10.1805/www.cipre.com/ilcpa.1.45 013 SciPre Ltd., Switzerland On the Quantum Theory of Impact Phenomenon

More information

Critical Height of Slopes in Homogeneous Soil: the Variational Solution

Critical Height of Slopes in Homogeneous Soil: the Variational Solution Critical Height of Slope in Homogeneou Soil: the Variational Solution Chen, Rong State Key Laboratory of Coatal and Offhore Engineering & Intitute of Geotechnical Engineering, Dalian Univerity of Technology,

More information

PHYS 110B - HW #6 Spring 2004, Solutions by David Pace Any referenced equations are from Griffiths Problem statements are paraphrased

PHYS 110B - HW #6 Spring 2004, Solutions by David Pace Any referenced equations are from Griffiths Problem statements are paraphrased PHYS B - HW #6 Spring 4, Solution by David Pace Any referenced equation are from Griffith Problem tatement are paraphraed. Problem. from Griffith Show that the following, A µo ɛ o A V + A ρ ɛ o Eq..4 A

More information

General Field Equation for Electromagnetism and Gravitation

General Field Equation for Electromagnetism and Gravitation International Journal of Modern Phyic and Application 07; 4(5: 44-48 http://www.aacit.org/journal/ijmpa ISSN: 375-3870 General Field Equation for Electromagnetim and Gravitation Sadegh Mouavi Department

More information

Lecture 21. The Lovasz splitting-off lemma Topics in Combinatorial Optimization April 29th, 2004

Lecture 21. The Lovasz splitting-off lemma Topics in Combinatorial Optimization April 29th, 2004 18.997 Topic in Combinatorial Optimization April 29th, 2004 Lecture 21 Lecturer: Michel X. Goeman Scribe: Mohammad Mahdian 1 The Lovaz plitting-off lemma Lovaz plitting-off lemma tate the following. Theorem

More information

Lecture 7: Testing Distributions

Lecture 7: Testing Distributions CSE 5: Sublinear (and Streaming) Algorithm Spring 014 Lecture 7: Teting Ditribution April 1, 014 Lecturer: Paul Beame Scribe: Paul Beame 1 Teting Uniformity of Ditribution We return today to property teting

More information

arxiv:hep-ex/ v1 4 Jun 2001

arxiv:hep-ex/ v1 4 Jun 2001 T4 Production at Intermediate Energie and Lund Area Law Haiming Hu, An Tai arxiv:hep-ex/00607v 4 Jun 00 Abtract The Lund area law wa developed into a onte Carlo program LUARLW. The important ingredient

More information

CDMA Signature Sequences with Low Peak-to-Average-Power Ratio via Alternating Projection

CDMA Signature Sequences with Low Peak-to-Average-Power Ratio via Alternating Projection CDMA Signature Sequence with Low Peak-to-Average-Power Ratio via Alternating Projection Joel A Tropp Int for Comp Engr and Sci (ICES) The Univerity of Texa at Autin 1 Univerity Station C0200 Autin, TX

More information

EE Control Systems LECTURE 14

EE Control Systems LECTURE 14 Updated: Tueday, March 3, 999 EE 434 - Control Sytem LECTURE 4 Copyright FL Lewi 999 All right reerved ROOT LOCUS DESIGN TECHNIQUE Suppoe the cloed-loop tranfer function depend on a deign parameter k We

More information