Quantum Operators in the Fock Space and Wave Function Languages

Μέγεθος: px
Εμφάνιση ξεκινά από τη σελίδα:

Download "Quantum Operators in the Fock Space and Wave Function Languages"

Transcript

1 Quantum Operators in the Fock Space and Wave Function Languages A quantum operator acting on identical bosons can be described in terms of N particle wave functions (the first-quantized formalism or in terms of the creation and annihilation operators in the Fock space (the second-quantized formalism. In these notes I explain how to translate between the two formalisms. The Fock space formalism is explained in my notes on free fields, harmonic oscillators, and identical bosons. On pages 8 1 of those notes, I define the bosonic Fock space as the Hilbert space of states containing arbitrary numbers of identical bosons, F = H(N identical bosons, (1 N=0 then, starting with an arbitrary basis of one-particle states α I build the occupation-number basis {n α } for the whole Fock space, and eventually define the creation operators and the annihilation operators in terms of that occupation number basis, â α {nβ } def = n α + 1 {n β = n β + δ αβ }, { nα {n β = n β δ αβ } â α {nβ } def = for n α > 0, 0 for n α = 0. ( In the present notes, I shall start by translating these definition to the language of N boson wave function. And then I shall use the wave-function definitions of the â α and â α operators to translate the more complicated one-body, two-body, etc., operators between the Fock-space and the wave-function languages. 1

2 Creation and Annihilation Operators in the Wave Function Language First, a quick note on multi-boson wave functions. A wave function of an N particle state depends on all N particles positions, ψ(x 1, x,..., x N, where by abuse of notations each x i includes all the independent degrees of freedom of the i th particle, x i = (x i, y i, z i, spin i, isospin i,.... Moreover, the wave function must be totally symmetric WRT any permutations of the identical bosons, ψ(any permutation of the x 1,..., x N = ψ(x 1,..., x N. (3 This Bose symmetry plays essential role in the wave-function-language action of the creation and annihilation operators. Definitions: Let the φ α (x be the wave function of the one-particle states α which we want to be created by the â α operators and annihilated by the â α operators. Then, given an N boson state N, ψ with a totally symmetric wave function ψ(x 1,..., x 1, we construct the totally symmetric wave functions ψ (x 1,..., x N+1 and ψ (x 1,..., x N 1 of the (N + 1 boson state N + 1, ψ = â α N, ψ and the (N 1 boson state N 1, ψ = â α N, ψ according to: N+1 ψ 1 (x 1,..., x N+1 = φ α (x i ψ(x 1,..., x i,..., x N+1, (4 N + 1 ψ (x 1,..., x N 1 = N d 3 x N φ α(x N ψ(x 1,..., x N 1, x N. (5 In particular, for N = 0 the state â α 0 has ψ (x 1 = φ α (x 1, while for N = 1 the state â α β has ψ (no arguments = φ α ψ. Also, for N = 0 we simply define â α 0 def = 0. Let me use eqs. (4 and (5 as definitions of the creation operators â α and the annihilation operators â α. To verify that these definitions are completely equivalent to the definitions ( in terms of the occupation-number basis, I am going to prove the following lemmas:

3 Lemma 1: The creation operators â α defined according to eq. (4 are indeed the hermitian conjugates of the operators â α defined according to eq. (5. Lemma : The operators (4 and (5 obey the bosonic commutation relations [â α, â β ] = 0, [â α, â β ] = 0, [â α, â β ] = δ αβ. (6 Lemma 3: Let φ αβ ω (x 1, x..., x N be the N boson wave function of the state α, β,, ω = 1 T â ω â βâ α 0 (7 where the creation operators â α act according to eq. (4 while T is the number of trivial permutations between coincident entries of the list (α, β,..., ω (for example, α β when α and β happen to be equal. In terms of the occupation numbers n γ, T = γ n γ!. Then φ αβ ω (x 1, x..., x N = 1 D = distinct permutations of (α,β,...,ω 1 T N! ( α, β,..., ω all N! permutations of (α,β,...,ω ( α, β,..., ω φ α (x 1 φ β(x φ ω (x N φ α (x 1 φ β(x φ ω (x N, (8 where D = N!/T is the number of distinct permutations. In other words, the state (7 is precisely the symmetrized state of N bosons in individual states α, β,..., ω. Together, the lemmas 1 3 establish that the definitions (4 and (5 of the creation and annihilation operators completely agree with the definitions (of the same operators in terms of the occupation number basis. 3

4 Proof of Lemma 1: To prove that the operators â α and â α are hermitian conjugates of each other, we need to compare their matrix elements and verify that for any two states N, ψ and Ñ, ψ in the Fock space we have Ñ, ψ â α N, ψ = N, ψ â α Ñ, ψ. (9 Since the â α always lowers the number of particles by 1 while the â α always raises it by 1, it is enough to check this equation for Ñ = N 1 otherwise, we get automatic zero on both sides of this equation. Let ψ (x 1,..., x N 1 be the wave function of the state N 1, ψ = â α N, Ψ according to eq. (5. Then, on the LHS of eq. (9 we have N 1, ψ â α N, ψ = N 1, ψ N 1, ψ = d 3 x 1 d 3 x ψ N 1 (x 1,..., x N 1 ψ (x 1,..., x N 1 = d 3 x 1 d 3 x ψ N 1 (x 1,..., x N 1 N d 3 x N φ α ψ(x 1,..., x N = N d 3 x 1 d 3 x ψ N (x 1,..., x N 1 φ α(x N ψ(x 1,..., x N. Likewise, let ψ (x 1,..., x N be the wave function of the state N, ψ = â α N 1, ψ according to eq. (4. Then the matrix element on the RHS of eq. (9 becomes N, ψ â α N 1, ψ = d 3 x 1 d 3 x N ψ (x 1,..., x N ψ (x 1,..., x N = d 3 x 1 d 3 x N ψ (x 1,..., x N = 1 N N 1 N φ α (x i ψ(x 1,... x i,..., x N N d 3 x 1 d 3 x N ψ (x 1,..., x N (10 φ α (x i ψ(x 1,... x i,..., x N. (11 By bosonic symmetry of the wavefunctions ψ and ψ, all terms in the sum on the RHS are 4

5 equal to each other. So, we may replace the summation with a single term say, for i = N and multiply by N, thus N, ψ â α N 1, ψ = N d 3 x 1 d 3 x N ψ (x 1,..., x N φ α (x N ψ(x 1,... x N 1. N By inspection, the RHS of eqs. (10 and (1 are complex conjugates of each other, thus (1 N 1, ψ â α N, ψ = N, ψ â α N 1, ψ. (9 This completes the proof of Lemma 1. Proof of Lemma : Let s start by verifying that the creation operators defined according to eq. (4 commute with each other. Pick any two such creation operators â α and â β, and pick any N-boson state N, ψ. Consider the (N + -boson wavefunction ψ (x 1,..., x N+ of the state N +, ψ = â αâ β N, ψ. Applying eq. (4 twice, we immediately obtain ψ (x 1,..., x N+ = 1 (N + 1(N + i,j=1,...,n+ i j φ α (x i φ β (x j ψ(x 1,..., x N+ except x i, x j. On the RHS of this formula, interchanging α β is equivalent to interchanging the summation indices i j which has no effect on the sum. Consequently, the states â αâ β N, ψ and â βâ α N, ψ have the same wavefunction (13, thus (13 â αâ β N, ψ = â βâ α N, ψ. (14 Since this is true for any N and any totally-symmetric wave function ψ, this means that the creation operators â α and â β commute with each other. Next, let s pick any two annihilation operators â α and â β defined according to eq. (5 and show that they commute with each other. Again, let N, ψ be an arbitrary N-boson 5

6 state. For N < we have â α â β N, ψ = 0 = â β â α N, ψ, (15 so let s focus on the non-trivial case of N and consider the (N -boson wavefunction ψ of the state N, ψ = â α â β N, ψ. Applying eq. (5 twice, we obtain ψ (x 1,..., x N = φ α(x N φ N(N 1 d 3 x N d 3 β x (x N 1 N 1 ψ(x 1,..., x N, x N 1, x N. (16 On the RHS of this formula, interchanging α β is equivalent to interchanging the integrated-over positions of the N th and the (N 1 th boson in the original state N, ψ. Thanks to bosonic symmetry of the wave-function ψ, this interchange has no effect, thus â α â β N, ψ = â β â α N, ψ. (17 Therefore, when the annihilation operators defined according to eq. (5 act on the totallysymmetric wave functions of identical bosons, they commute with each other. Finally, let s pick a creation operator â β and an annihilation operator â α, pick an arbitrary N-boson state N, ψ, and consider the difference between the states N, ψ 5 = â βâα N, ψ and N, ψ 6 = â α â β N, ψ. (18 Suppose N > 0. Applying eq. (5 to the wave function ψ and then applying eq. (4 to the result, we obtain ψ 5 (x 1,..., x N = 1 N φ β (x i ψ (x 1,..., x i,..., x N N N = φ β (x i d 3 x N+1 φ α(x N+1 ψ(x 1,..., x i,..., x N, x N+1. (19 6

7 On the other hand, applying first eq. (4 and then eq. (5, we arrive at ψ 6 (x 1,..., x N = N + 1 d 3 x N+1 φ α(x N+1 ψ (x 1,..., x N, x N+1 = d 3 x N+1 φ α(x N+1 N+1 φ β (x i ψ(x 1,..., x i,..., x N+1 N = d 3 x N+1 φ φ α(x N+1 β (x i ψ(x 1,..., x i,..., x N, x N+1 + φ β (x N+1 ψ(x 1,..., x N = N φ β (x i d 3 x N+1 φ α(x N+1 ψ(x 1,..., x i,..., x N, x N+1 + ψ(x 1,..., x N d 3 x N+1 φ α(x N+1 φ β (x N+1 = ψ 5 (x 1,..., x N compare to eq. (19 + ψ(x 1,..., x N φ α φ β. (0 Comparing eqs. (19 and (0, we see that ψ 6 (x 1,..., x N ψ 5 (x 1,..., x N = ψ(x 1,..., x N φ α φ β = ψ(x1,..., x N δ αβ, (1 where φ α φ β = δαβ by orthonormality of the 1-particle basis {φ γ (x} γ. In Dirac notations, eq. (1 amounts to (âα â β â βâα N, ψ = N, ψ δαβ. ( Thus far, we have checked this formula for all bosonic states N, ψ except for the vacuum 0. To complete the proof, note that â α 0 = 0 = â βâα 0 = 0, (3 while â α â β 0 = â α 1, φβ = φα φ β 0 = δαβ 0, (4 7

8 hence (âα â β â βâα 0 = δαβ 0. (5 Altogether, eqs. ( and (5 verify that [â α, â β ] Ψ = δ αβψ (6 for any state Ψ in the bosonic Fock space, hence the operators â α and â β to eqs. (4 and (5 indeed obey the commutation relation [â α, â β ] = δ α,β. defined according This completes the proof of Lemma. Proof of Lemma 3: Let me start with a note on the normalization factor 1/ T in eq. (7. We need this factor to properly normalize the multi-boson states in which some bosons may be in the same 1-particle mode. For example, for the two particle states, α, β = â βâ α 0 when α β, but α, α = 1 â αâ α 0. (7 In terms of the occupation numbers, the properly normalized states are {n α } α = α ( n α = (â α nα nα! 0 = mode α ( (â nα α vacuum. (8 nα! α hence the factor 1/ T in eq. (7. Now let s work out the wave functions of the states (7 by successively applying the creation operators according to eq. (4: 1. For N = 1, states α = â α 0 have wave functions φ α (x.. For N =, states T α, β = â βâ α 0 have wavefunctions T φαβ (x 1, x = 1 (φ β (x 1 φ α (x + φ β (x φ α (x 1. (9 8

9 3. For N = 3, states T α, β, γ = â γâ βâ α 0 have T φαβγ (x 1, x, x 3 = 1 3 φ γ (x 1 1 ( φβ (x φ α (x 3 φ β (x 3 φ α (x + φ γ (x 1 ( φβ (x 1 φ α (x 3 φ β (x 3 φ α (x 1 + φ γ (x 3 1 ( φβ (x 1 φ α (x φ β (x φ α (x 1 = 1 3! 6 permutations of (x 1,x,x 3 ( x 1, x, x 3 φ γ ( x 1 φ β ( x φ α ( x 3 = 1 3! 6 permutations of (α,β,γ ( α, β, γ φ α (x 1 φ β(x φ γ (x 3. (30 Proceeding in this fashion, acting with a product of N creation operators on the vacuum we obtain a totally symmetrized product of the 1-particle wave functions φ α (x through φ ω (x. Extrapolating from eq.(30, the N-particle state T α,..., ω = â ω â α 0, has the totally-symmetrized wave function T φα ω (x 1,..., x N = 1 N! all permutations of (α,...,ω ( α,..., ω φ α (x 1 φ ω (x N. (31 Dividing both sides of this formula by the T factor, we immediately arrive at the second line of eq. (8. Finally, the top line of eq. (8 obtains from the bottom line by adding up coincident terms. Indeed, if some one-particle states appear multiple times in the list (α,..., ω, then permuting coincident entries of this list has no effect. Altogether, there T such trivial permutations. By group theory, this means that out of N! possible permutations of the list, there are only D = N!/T distinct permutations. But for each distinct permutations, there are T coincident terms in the sum on the bottom line of eq. (8. Adding them up gives us the top line of eq. (8. 9

10 This completes the proof of Lemma 3. Altogether, the three lemmas verify that the operators â α and â α defined according to eqs. (4 and (5 are indeed the creation and the annihilation operators in the bosonic Fock space. One-body and Two-body Operators in the Wave Function and the Fock Space Languages The one-body operators are the additive operators acting on one particle at a time, for example the net momentum or net kinetic energy of several bosons. In the wave-function language (AKA, the first-quantized formalism, such operators act on N particle states according to  (1 net = where  is some kind of a single-particle operator. For example, N Â(i th particle (3 the net momentum operator the net kinetic energy operator ˆP(1 net = ˆK(1 net = the net potential energy operator ˆV (1 net = N ˆp i, (33 N ˆp i m, (34 N V (ˆx i. (35 In the Fock space language (AKA, the second-quantized formalism, such net one-body operators take form  ( net = α,β α  β â αâ β (36 where the matrix elements A α,β = α  β are taken in the one-particle Hilbert space. Theorem 1: Although eqs. (3 and (36 look very different from each other, they describe exactly the same net one-body operator. 10

11 Proof: To establish the equality between the operators (3 and (36, we are going to verify that they have exactly the same matrix elements between any N boson states N, ψ and N, ψ, N, ψ Â(1 net N, ψ = N, ψ Â( net N, ψ. (37 Let s start by relating the matrix elements on the LHS of this formula to the A α,β = α  β. For N = 1 the relation is very simple: Since the states α make a complete basis of the 1-particle Hilbert space, for any 1-particle states ψ and ψ ψ  ψ = α,β ψ α α  β β ψ = A αβ d 3 x ψ ( xφ α ( x d 3 x φ β (xψ(x. α,β This is undergraduate-level QM. (38 In the N particle Hilbert space we have a similar formula for the matrix elements of the  acting on particle #i, the only modification being integrals over the coordinates of the other particles, N, ψ Â1(i th N, ψ = ( = d 3 x 1 ///// d 3 x i d 3 x N A αβ = A αβ α,β α,β d 3 x ψ i (x 1,..., x i,..., x N φ α ( x i ( d 3 x 1 d 3 x N d 3 x ψ i (x 1,..., x i,..., x N φ α ( x i d 3 x i φ β (x iψ(x 1,..., x i,..., x N φ β (x i ψ(x 1,..., x i,..., x N. For symmetric wave-functions of identical bosons, we get the same matrix element regardless of which particle #i we are acting on with the operator Â, hence for the net A operator (3, N, ψ Â(1 net N, ψ = N A αβ d 3 x 1 d 3 x N 1 d 3 x N d 3 x N (40 α,β ψ (x 1,..., x N 1, x N φ α ( x N φ β (x N ψ(x 1,..., x N 1, x N. (39 11

12 Now consider matrix elements of the Fock-space operator (36. In light of eq. (5, the state N 1, ψ = â β N, ψ has wave-function ψ (x 1,..., x N 1 = N d 3 x N φ β (x N ψ(x 1,..., x N 1, x N. (41 Likewise, the state N 1, ψ = â α N, ψ has wave-function ψ (x 1,..., x N 1 = N d 3 x N φ α( x N ψ(x 1,..., x N 1, x N. (4 Consequently, N, ψ â αâ β N, ψ = N 1, ψ N 1, ψ = d 3 x 1 x ψ N 1 (x 1,..., x N 1 ψ (x 1,..., x N 1 = d 3 x 1 x N 1 N d 3 x N φ α ( x N ψ (x 1,..., x N 1, x N N d 3 x N φ β (x N ψ(x 1,..., x N 1, x N. (43 Comparing this formula to the integrals in eq. (40, we see that N, ψ Â(1 net N, ψ = A αβ N, ψ â αâ β N, ψ = N, ψ Â( net N, ψ. (44 α,β Quod erat demonstrandum. Now consider the two-body operators the additive operators acting on two particles at a time. For example, the net two-body potential ˆV (1 net = 1 i,j=1,...,n V (ˆx i ˆx j. (45 i j More generally, in the wave-function language we start with some operator ˆB in a twoparticle Hilbert space, make it act on all (i, j pairs of particles in the N-particle Hilbert 1

13 space, and total up the pairs, ˆB (1 net = 1 i,j=1,...,n i j In the Fock space language, such a two-body operator becomes ˆB ( net = 1 ˆB(i th and j th particles. (46 ( α β ˆB( γ δ â αâ βâδâγ. (47 Note: in this formula, it is OK to use the un-symmetrized -particle states α β and γ δ, and hence the un-symmetrized matrix elements of the ˆB. At the level of the secondquantized operator ˆB net, the Bose symmetry is automatically provided by â αâ β = â βâ γ and ( â δ â γ = â γ â δ, even for the un-symmetrized matrix elements of the two-particle operator ˆB. For example, the two-body potential V (ˆx 1 ˆx in the un-symmetrized momentum basis has matrix elements ( p 1 p ˆV ( p 1 p = L 3 δ p 1 +p,p1+p W (q where q = p 1 p 1 = p p and W (q = dx e iqx V (x, (48 hence ˆV ( net = 1 L 3 q W (q p 1,p â p 1+qâ p qâp â p1. (49 Theorem: Again, for any two-particle operator ˆB eqs. (46 and (47 define exactly the same net operator ˆB net. Indeed, the operators defined according to the two equations have the same matrix elements between any two N boson states, N, (1 ( ψ ˆB net N, ψ = N, ψ ˆB net N, ψ for any states N, ψ and N, ψ. (50 Proof: This works similarly to the previous theorem, except for more integrals. Let B αβ,γδ = ( α β ˆB ( γ δ (51 be matrix elements of a two-body operator ˆB between un-symmetrized two-particle states. 13

14 Then for generic two-particle states ψ and ψ symmetric or not we have ψ ˆB ψ = B αβ,γδ ψ ( α β ( γ δ ψ = B αβ,γδ d 3 x 1 d 3 x ψ ( x 1, x φ α ( x 1 φ β ( x d 3 x 1 d 3 x φ γ(x 1 φ δ (x ψ(x 1, x. (5 Similarly, in the Hilbert space of N > particles identical bosons or not the operator ˆB acting on particles #i and #j has matrix elements N, ψ ˆB (i th, j th N, ψ = = B αβ,γδ d 3 x 1 ///// d 3 x i d///// 3 x j d3 x N d 3 x i d 3 x ψ j (x 1,..., x i,..., x j,..., x N φ α ( x i φ β ( x j d 3 x i d 3 x j φ γ(x i φ δ (x jψ(x 1,..., x i,..., x j,..., x N For identical bosons and hence totally symmetric wave-functions ψ and ψ such matrix elements do not depend on the choice of particles on which ˆB acts, so we may just as well let i = N 1 and j = N. Consequently, the net ˆB operator (1 has matrix elements (53 (1 N(N 1 N, ψ ˆB net N, ψ = N, ψ ˆB (N 1, N N, ψ N(N 1 = (54 B αβ,γδ I αβ,γδ where I αβ,γδ = d 3 x 1 d 3 x N d 3 x N 1 d 3 x ψ N (x 1,..., x N, x N 1, x N φ α ( x N 1 φ β ( x N d 3 x N 1 d 3 x N φ γ(x N 1 φ δ (x Nψ(x 1,..., x N, x N 1, x N (55 Now let s compare these formulae to the Fock space formalism. Applying eq. (5 twice, 14

15 we find that the (N particle state N, ψ = â δ â γ N, ψ (56 has wave function ψ (x 1,..., x N = N(N 1 d 3 x N 1 d 3 x N φ γ(x N 1 φ δ (x N ψ(x 1,..., x N, x N 1, x N. (57 Likewise, the (N particle state N, ψ = â β â α N, ψ (58 has wave function ψ (x 1,..., x N = N(N 1 d 3 x N 1 d 3 x N φ β ( x N 1φ α( x N ψ(x 1,..., x N, x N 1, x N. (59 Taking Dirac product of these two states, we obtain N, ψ â αâ βâδâγ N, ψ = N, ψ N, ψ = d 3 x 1 d 3 x ψ N (x 1,..., x N ψ (x 1,..., x N = N(N 1 I αβ,γδ (60 where I αβ,γδ is exactly the same mega-integral as in eq. (55. Therefore, N, ψ ˆB (1 net N, ψ = 1 B αβ,γδ N, ψ â αâ βâδâγ N, ψ = N, ( ψ ˆB net N, ψ (61 where the second equality follows directly from the eq. (47 for the demonstrandum. ( ˆB net operator. Quod erat 15

16 I would like to conclude these notes with a couple of simple theorems about the commutators of the net one-body and two-body operators. Theorem 1: Let Â, ˆB, ( and Ĉ be some one-particle operators, and let Â( net, ˆB net, and Ĉ( net be the corresponding net one-body operators in the fock space according to eq. (36. if [Â, ˆB] = ] ( Ĉ then [Â( net, ˆB net = Ĉ( net. (6 Theorem : Now let  be a one-particle operator while ˆB and Ĉ are two-particle operators. Let  ( net, ˆB( net eqs. (36 and (47., and Ĉ( net be the corresponding net operators in the Fock space according to if [ (Â(1 st + Â(nd, ˆB] = ] ( Ĉ then [Â( net, ˆB net = Ĉ( net. (63 Proof of Theorem 1: The theorem follows from the commutator [â αâ β, â γâ δ ] = δ β,γ â αâ δ δ α,δ â γâ β (64 which you should have calculated in homework set#3, problem 4(a. Indeed, given  ( tot = α,β α  β â αâ β (65 and ˆB ( tot = γ,δ γ ˆB δ â γâ δ, (66 16

17 we immediately have [Â( tot ] (, ˆB tot = α  β γ ˆB δ [â αâ β, â γâ δ ] using eq. (64 = α  β γ ˆB δ (δ β,γ â αâ δ δ α,δ â γâ β = α,δ â αâ δ α  γ γ ˆB δ β=γ β,γ â γâ β α=δ γ ˆB α α  β = α,δ â αâ δ α  ˆB δ β,γ â γâ β γ ˆB β (67 renaming summation indices = â αâ β ( α  ˆB β α ˆB β α,β ( â αâ β α [Â, ˆB] = Ĉ β = α,β Ĉ( tot. Quod erat demonstrandum. Proof of Theorem : Similarly to the theorem 1, this theorem also follows from a commutator you should have calculated in homework set#3, problem 4(a, namely [â µâ ν, â αâ βâγâ δ ] = δ να â µâ βâγâ δ + δ νβ â αâ µâ γ â δ δ µγ â αâ βâνâ δ δ µδ â αâ βâγâ ν. (68 Indeed, in the Fock space  ( tot = µ nu µ  ν â µâ ν (36 and ˆB ( tot = 1 α β ˆB γ δ â αâ βâγâ δ, (47 17

18 [Â( ] ( so the commutator net, ˆB net is a linear combination of the commutators (68. Specifically, [Â( ( tot, ˆB tot ] = 1 = 1 µ,ν, using eq. (68 µ  ν α β ˆB γ δ [â µâ ν, â αâ βâγâ δ ] â µâ βâγâ δ µ,β,γ,δ ν â αâ µâ γ â δ α,µ,γ,δ ν â αâ βâνâ δ α,β,ν,δ µ α,β,γ,ν â αâ βâγâ ν µ renaming summation indices â αâ βâγâ δ C, = 1 µ  ν ν β ˆB γ δ µ  ν α ν ˆB γ δ α β ˆB µ δ µ  ν α β ˆB γ µ µ  ν (69 where C = λ α  λ λ β ˆB γ δ + λ β  λ α λ ˆB γ δ Consequently, α β ˆB λ δ λ  γ α β ˆB γ λ λ  δ λ λ = α β (Â(1 st ˆB + Â(nd ˆB ˆBÂ(1st ˆBÂ(nd γ δ = α β [(Â(1 st + Â(nd, ˆB ] γ δ α β Ĉ γ δ. (70 [Â( tot ] (, ˆB tot = Ĉ( tot. Quod erat demonstrandum. 18

2 Composition. Invertible Mappings

2 Composition. Invertible Mappings Arkansas Tech University MATH 4033: Elementary Modern Algebra Dr. Marcel B. Finan Composition. Invertible Mappings In this section we discuss two procedures for creating new mappings from old ones, namely,

Διαβάστε περισσότερα

Lecture 2: Dirac notation and a review of linear algebra Read Sakurai chapter 1, Baym chatper 3

Lecture 2: Dirac notation and a review of linear algebra Read Sakurai chapter 1, Baym chatper 3 Lecture 2: Dirac notation and a review of linear algebra Read Sakurai chapter 1, Baym chatper 3 1 State vector space and the dual space Space of wavefunctions The space of wavefunctions is the set of all

Διαβάστε περισσότερα

HOMEWORK 4 = G. In order to plot the stress versus the stretch we define a normalized stretch:

HOMEWORK 4 = G. In order to plot the stress versus the stretch we define a normalized stretch: HOMEWORK 4 Problem a For the fast loading case, we want to derive the relationship between P zz and λ z. We know that the nominal stress is expressed as: P zz = ψ λ z where λ z = λ λ z. Therefore, applying

Διαβάστε περισσότερα

= {{D α, D α }, D α }. = [D α, 4iσ µ α α D α µ ] = 4iσ µ α α [Dα, D α ] µ.

= {{D α, D α }, D α }. = [D α, 4iσ µ α α D α µ ] = 4iσ µ α α [Dα, D α ] µ. PHY 396 T: SUSY Solutions for problem set #1. Problem 2(a): First of all, [D α, D 2 D α D α ] = {D α, D α }D α D α {D α, D α } = {D α, D α }D α + D α {D α, D α } (S.1) = {{D α, D α }, D α }. Second, {D

Διαβάστε περισσότερα

Every set of first-order formulas is equivalent to an independent set

Every set of first-order formulas is equivalent to an independent set Every set of first-order formulas is equivalent to an independent set May 6, 2008 Abstract A set of first-order formulas, whatever the cardinality of the set of symbols, is equivalent to an independent

Διαβάστε περισσότερα

Phys460.nb Solution for the t-dependent Schrodinger s equation How did we find the solution? (not required)

Phys460.nb Solution for the t-dependent Schrodinger s equation How did we find the solution? (not required) Phys460.nb 81 ψ n (t) is still the (same) eigenstate of H But for tdependent H. The answer is NO. 5.5.5. Solution for the tdependent Schrodinger s equation If we assume that at time t 0, the electron starts

Διαβάστε περισσότερα

EE512: Error Control Coding

EE512: Error Control Coding EE512: Error Control Coding Solution for Assignment on Finite Fields February 16, 2007 1. (a) Addition and Multiplication tables for GF (5) and GF (7) are shown in Tables 1 and 2. + 0 1 2 3 4 0 0 1 2 3

Διαβάστε περισσότερα

6.1. Dirac Equation. Hamiltonian. Dirac Eq.

6.1. Dirac Equation. Hamiltonian. Dirac Eq. 6.1. Dirac Equation Ref: M.Kaku, Quantum Field Theory, Oxford Univ Press (1993) η μν = η μν = diag(1, -1, -1, -1) p 0 = p 0 p = p i = -p i p μ p μ = p 0 p 0 + p i p i = E c 2 - p 2 = (m c) 2 H = c p 2

Διαβάστε περισσότερα

3.4 SUM AND DIFFERENCE FORMULAS. NOTE: cos(α+β) cos α + cos β cos(α-β) cos α -cos β

3.4 SUM AND DIFFERENCE FORMULAS. NOTE: cos(α+β) cos α + cos β cos(α-β) cos α -cos β 3.4 SUM AND DIFFERENCE FORMULAS Page Theorem cos(αβ cos α cos β -sin α cos(α-β cos α cos β sin α NOTE: cos(αβ cos α cos β cos(α-β cos α -cos β Proof of cos(α-β cos α cos β sin α Let s use a unit circle

Διαβάστε περισσότερα

Ordinal Arithmetic: Addition, Multiplication, Exponentiation and Limit

Ordinal Arithmetic: Addition, Multiplication, Exponentiation and Limit Ordinal Arithmetic: Addition, Multiplication, Exponentiation and Limit Ting Zhang Stanford May 11, 2001 Stanford, 5/11/2001 1 Outline Ordinal Classification Ordinal Addition Ordinal Multiplication Ordinal

Διαβάστε περισσότερα

Dirac Matrices and Lorentz Spinors

Dirac Matrices and Lorentz Spinors Dirac Matrices and Lorentz Spinors Background: In 3D, the spinor j = 1 representation of the Spin3) rotation group is constructed from the Pauli matrices σ x, σ y, and σ k, which obey both commutation

Διαβάστε περισσότερα

Math221: HW# 1 solutions

Math221: HW# 1 solutions Math: HW# solutions Andy Royston October, 5 7.5.7, 3 rd Ed. We have a n = b n = a = fxdx = xdx =, x cos nxdx = x sin nx n sin nxdx n = cos nx n = n n, x sin nxdx = x cos nx n + cos nxdx n cos n = + sin

Διαβάστε περισσότερα

Section 8.3 Trigonometric Equations

Section 8.3 Trigonometric Equations 99 Section 8. Trigonometric Equations Objective 1: Solve Equations Involving One Trigonometric Function. In this section and the next, we will exple how to solving equations involving trigonometric functions.

Διαβάστε περισσότερα

Homework 3 Solutions

Homework 3 Solutions Homework 3 Solutions Igor Yanovsky (Math 151A TA) Problem 1: Compute the absolute error and relative error in approximations of p by p. (Use calculator!) a) p π, p 22/7; b) p π, p 3.141. Solution: For

Διαβάστε περισσότερα

Problem Set 9 Solutions. θ + 1. θ 2 + cotθ ( ) sinθ e iφ is an eigenfunction of the ˆ L 2 operator. / θ 2. φ 2. sin 2 θ φ 2. ( ) = e iφ. = e iφ cosθ.

Problem Set 9 Solutions. θ + 1. θ 2 + cotθ ( ) sinθ e iφ is an eigenfunction of the ˆ L 2 operator. / θ 2. φ 2. sin 2 θ φ 2. ( ) = e iφ. = e iφ cosθ. Chemistry 362 Dr Jean M Standard Problem Set 9 Solutions The ˆ L 2 operator is defined as Verify that the angular wavefunction Y θ,φ) Also verify that the eigenvalue is given by 2! 2 & L ˆ 2! 2 2 θ 2 +

Διαβάστε περισσότερα

Reminders: linear functions

Reminders: linear functions Reminders: linear functions Let U and V be vector spaces over the same field F. Definition A function f : U V is linear if for every u 1, u 2 U, f (u 1 + u 2 ) = f (u 1 ) + f (u 2 ), and for every u U

Διαβάστε περισσότερα

Matrices and Determinants

Matrices and Determinants Matrices and Determinants SUBJECTIVE PROBLEMS: Q 1. For what value of k do the following system of equations possess a non-trivial (i.e., not all zero) solution over the set of rationals Q? x + ky + 3z

Διαβάστε περισσότερα

Partial Differential Equations in Biology The boundary element method. March 26, 2013

Partial Differential Equations in Biology The boundary element method. March 26, 2013 The boundary element method March 26, 203 Introduction and notation The problem: u = f in D R d u = ϕ in Γ D u n = g on Γ N, where D = Γ D Γ N, Γ D Γ N = (possibly, Γ D = [Neumann problem] or Γ N = [Dirichlet

Διαβάστε περισσότερα

Example Sheet 3 Solutions

Example Sheet 3 Solutions Example Sheet 3 Solutions. i Regular Sturm-Liouville. ii Singular Sturm-Liouville mixed boundary conditions. iii Not Sturm-Liouville ODE is not in Sturm-Liouville form. iv Regular Sturm-Liouville note

Διαβάστε περισσότερα

Srednicki Chapter 55

Srednicki Chapter 55 Srednicki Chapter 55 QFT Problems & Solutions A. George August 3, 03 Srednicki 55.. Use equations 55.3-55.0 and A i, A j ] = Π i, Π j ] = 0 (at equal times) to verify equations 55.-55.3. This is our third

Διαβάστε περισσότερα

CRASH COURSE IN PRECALCULUS

CRASH COURSE IN PRECALCULUS CRASH COURSE IN PRECALCULUS Shiah-Sen Wang The graphs are prepared by Chien-Lun Lai Based on : Precalculus: Mathematics for Calculus by J. Stuwart, L. Redin & S. Watson, 6th edition, 01, Brooks/Cole Chapter

Διαβάστε περισσότερα

Concrete Mathematics Exercises from 30 September 2016

Concrete Mathematics Exercises from 30 September 2016 Concrete Mathematics Exercises from 30 September 2016 Silvio Capobianco Exercise 1.7 Let H(n) = J(n + 1) J(n). Equation (1.8) tells us that H(2n) = 2, and H(2n+1) = J(2n+2) J(2n+1) = (2J(n+1) 1) (2J(n)+1)

Διαβάστε περισσότερα

derivation of the Laplacian from rectangular to spherical coordinates

derivation of the Laplacian from rectangular to spherical coordinates derivation of the Laplacian from rectangular to spherical coordinates swapnizzle 03-03- :5:43 We begin by recognizing the familiar conversion from rectangular to spherical coordinates (note that φ is used

Διαβάστε περισσότερα

Nowhere-zero flows Let be a digraph, Abelian group. A Γ-circulation in is a mapping : such that, where, and : tail in X, head in

Nowhere-zero flows Let be a digraph, Abelian group. A Γ-circulation in is a mapping : such that, where, and : tail in X, head in Nowhere-zero flows Let be a digraph, Abelian group. A Γ-circulation in is a mapping : such that, where, and : tail in X, head in : tail in X, head in A nowhere-zero Γ-flow is a Γ-circulation such that

Διαβάστε περισσότερα

The Simply Typed Lambda Calculus

The Simply Typed Lambda Calculus Type Inference Instead of writing type annotations, can we use an algorithm to infer what the type annotations should be? That depends on the type system. For simple type systems the answer is yes, and

Διαβάστε περισσότερα

Space-Time Symmetries

Space-Time Symmetries Chapter Space-Time Symmetries In classical fiel theory any continuous symmetry of the action generates a conserve current by Noether's proceure. If the Lagrangian is not invariant but only shifts by a

Διαβάστε περισσότερα

Fractional Colorings and Zykov Products of graphs

Fractional Colorings and Zykov Products of graphs Fractional Colorings and Zykov Products of graphs Who? Nichole Schimanski When? July 27, 2011 Graphs A graph, G, consists of a vertex set, V (G), and an edge set, E(G). V (G) is any finite set E(G) is

Διαβάστε περισσότερα

PARTIAL NOTES for 6.1 Trigonometric Identities

PARTIAL NOTES for 6.1 Trigonometric Identities PARTIAL NOTES for 6.1 Trigonometric Identities tanθ = sinθ cosθ cotθ = cosθ sinθ BASIC IDENTITIES cscθ = 1 sinθ secθ = 1 cosθ cotθ = 1 tanθ PYTHAGOREAN IDENTITIES sin θ + cos θ =1 tan θ +1= sec θ 1 + cot

Διαβάστε περισσότερα

Chapter 6: Systems of Linear Differential. be continuous functions on the interval

Chapter 6: Systems of Linear Differential. be continuous functions on the interval Chapter 6: Systems of Linear Differential Equations Let a (t), a 2 (t),..., a nn (t), b (t), b 2 (t),..., b n (t) be continuous functions on the interval I. The system of n first-order differential equations

Διαβάστε περισσότερα

A Note on Intuitionistic Fuzzy. Equivalence Relation

A Note on Intuitionistic Fuzzy. Equivalence Relation International Mathematical Forum, 5, 2010, no. 67, 3301-3307 A Note on Intuitionistic Fuzzy Equivalence Relation D. K. Basnet Dept. of Mathematics, Assam University Silchar-788011, Assam, India dkbasnet@rediffmail.com

Διαβάστε περισσότερα

( ) 2 and compare to M.

( ) 2 and compare to M. Problems and Solutions for Section 4.2 4.9 through 4.33) 4.9 Calculate the square root of the matrix 3!0 M!0 8 Hint: Let M / 2 a!b ; calculate M / 2!b c ) 2 and compare to M. Solution: Given: 3!0 M!0 8

Διαβάστε περισσότερα

SCHOOL OF MATHEMATICAL SCIENCES G11LMA Linear Mathematics Examination Solutions

SCHOOL OF MATHEMATICAL SCIENCES G11LMA Linear Mathematics Examination Solutions SCHOOL OF MATHEMATICAL SCIENCES GLMA Linear Mathematics 00- Examination Solutions. (a) i. ( + 5i)( i) = (6 + 5) + (5 )i = + i. Real part is, imaginary part is. (b) ii. + 5i i ( + 5i)( + i) = ( i)( + i)

Διαβάστε περισσότερα

C.S. 430 Assignment 6, Sample Solutions

C.S. 430 Assignment 6, Sample Solutions C.S. 430 Assignment 6, Sample Solutions Paul Liu November 15, 2007 Note that these are sample solutions only; in many cases there were many acceptable answers. 1 Reynolds Problem 10.1 1.1 Normal-order

Διαβάστε περισσότερα

Finite Field Problems: Solutions

Finite Field Problems: Solutions Finite Field Problems: Solutions 1. Let f = x 2 +1 Z 11 [x] and let F = Z 11 [x]/(f), a field. Let Solution: F =11 2 = 121, so F = 121 1 = 120. The possible orders are the divisors of 120. Solution: The

Διαβάστε περισσότερα

Fourier Series. MATH 211, Calculus II. J. Robert Buchanan. Spring Department of Mathematics

Fourier Series. MATH 211, Calculus II. J. Robert Buchanan. Spring Department of Mathematics Fourier Series MATH 211, Calculus II J. Robert Buchanan Department of Mathematics Spring 2018 Introduction Not all functions can be represented by Taylor series. f (k) (c) A Taylor series f (x) = (x c)

Διαβάστε περισσότερα

Jesse Maassen and Mark Lundstrom Purdue University November 25, 2013

Jesse Maassen and Mark Lundstrom Purdue University November 25, 2013 Notes on Average Scattering imes and Hall Factors Jesse Maassen and Mar Lundstrom Purdue University November 5, 13 I. Introduction 1 II. Solution of the BE 1 III. Exercises: Woring out average scattering

Διαβάστε περισσότερα

forms This gives Remark 1. How to remember the above formulas: Substituting these into the equation we obtain with

forms This gives Remark 1. How to remember the above formulas: Substituting these into the equation we obtain with Week 03: C lassification of S econd- Order L inear Equations In last week s lectures we have illustrated how to obtain the general solutions of first order PDEs using the method of characteristics. We

Διαβάστε περισσότερα

Lecture 2. Soundness and completeness of propositional logic

Lecture 2. Soundness and completeness of propositional logic Lecture 2 Soundness and completeness of propositional logic February 9, 2004 1 Overview Review of natural deduction. Soundness and completeness. Semantics of propositional formulas. Soundness proof. Completeness

Διαβάστε περισσότερα

Section 9.2 Polar Equations and Graphs

Section 9.2 Polar Equations and Graphs 180 Section 9. Polar Equations and Graphs In this section, we will be graphing polar equations on a polar grid. In the first few examples, we will write the polar equation in rectangular form to help identify

Διαβάστε περισσότερα

Exercises 10. Find a fundamental matrix of the given system of equations. Also find the fundamental matrix Φ(t) satisfying Φ(0) = I. 1.

Exercises 10. Find a fundamental matrix of the given system of equations. Also find the fundamental matrix Φ(t) satisfying Φ(0) = I. 1. Exercises 0 More exercises are available in Elementary Differential Equations. If you have a problem to solve any of them, feel free to come to office hour. Problem Find a fundamental matrix of the given

Διαβάστε περισσότερα

Other Test Constructions: Likelihood Ratio & Bayes Tests

Other Test Constructions: Likelihood Ratio & Bayes Tests Other Test Constructions: Likelihood Ratio & Bayes Tests Side-Note: So far we have seen a few approaches for creating tests such as Neyman-Pearson Lemma ( most powerful tests of H 0 : θ = θ 0 vs H 1 :

Διαβάστε περισσότερα

Solutions to Exercise Sheet 5

Solutions to Exercise Sheet 5 Solutions to Eercise Sheet 5 jacques@ucsd.edu. Let X and Y be random variables with joint pdf f(, y) = 3y( + y) where and y. Determine each of the following probabilities. Solutions. a. P (X ). b. P (X

Διαβάστε περισσότερα

Congruence Classes of Invertible Matrices of Order 3 over F 2

Congruence Classes of Invertible Matrices of Order 3 over F 2 International Journal of Algebra, Vol. 8, 24, no. 5, 239-246 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/.2988/ija.24.422 Congruence Classes of Invertible Matrices of Order 3 over F 2 Ligong An and

Διαβάστε περισσότερα

Lecture 13 - Root Space Decomposition II

Lecture 13 - Root Space Decomposition II Lecture 13 - Root Space Decomposition II October 18, 2012 1 Review First let us recall the situation. Let g be a simple algebra, with maximal toral subalgebra h (which we are calling a CSA, or Cartan Subalgebra).

Διαβάστε περισσότερα

Απόκριση σε Μοναδιαία Ωστική Δύναμη (Unit Impulse) Απόκριση σε Δυνάμεις Αυθαίρετα Μεταβαλλόμενες με το Χρόνο. Απόστολος Σ.

Απόκριση σε Μοναδιαία Ωστική Δύναμη (Unit Impulse) Απόκριση σε Δυνάμεις Αυθαίρετα Μεταβαλλόμενες με το Χρόνο. Απόστολος Σ. Απόκριση σε Δυνάμεις Αυθαίρετα Μεταβαλλόμενες με το Χρόνο The time integral of a force is referred to as impulse, is determined by and is obtained from: Newton s 2 nd Law of motion states that the action

Διαβάστε περισσότερα

Statistical Inference I Locally most powerful tests

Statistical Inference I Locally most powerful tests Statistical Inference I Locally most powerful tests Shirsendu Mukherjee Department of Statistics, Asutosh College, Kolkata, India. shirsendu st@yahoo.co.in So far we have treated the testing of one-sided

Διαβάστε περισσότερα

CHAPTER 25 SOLVING EQUATIONS BY ITERATIVE METHODS

CHAPTER 25 SOLVING EQUATIONS BY ITERATIVE METHODS CHAPTER 5 SOLVING EQUATIONS BY ITERATIVE METHODS EXERCISE 104 Page 8 1. Find the positive root of the equation x + 3x 5 = 0, correct to 3 significant figures, using the method of bisection. Let f(x) =

Διαβάστε περισσότερα

Tridiagonal matrices. Gérard MEURANT. October, 2008

Tridiagonal matrices. Gérard MEURANT. October, 2008 Tridiagonal matrices Gérard MEURANT October, 2008 1 Similarity 2 Cholesy factorizations 3 Eigenvalues 4 Inverse Similarity Let α 1 ω 1 β 1 α 2 ω 2 T =......... β 2 α 1 ω 1 β 1 α and β i ω i, i = 1,...,

Διαβάστε περισσότερα

Orbital angular momentum and the spherical harmonics

Orbital angular momentum and the spherical harmonics Orbital angular momentum and the spherical harmonics March 8, 03 Orbital angular momentum We compare our result on representations of rotations with our previous experience of angular momentum, defined

Διαβάστε περισσότερα

Section 7.6 Double and Half Angle Formulas

Section 7.6 Double and Half Angle Formulas 09 Section 7. Double and Half Angle Fmulas To derive the double-angles fmulas, we will use the sum of two angles fmulas that we developed in the last section. We will let α θ and β θ: cos(θ) cos(θ + θ)

Διαβάστε περισσότερα

ΚΥΠΡΙΑΚΗ ΕΤΑΙΡΕΙΑ ΠΛΗΡΟΦΟΡΙΚΗΣ CYPRUS COMPUTER SOCIETY ΠΑΓΚΥΠΡΙΟΣ ΜΑΘΗΤΙΚΟΣ ΔΙΑΓΩΝΙΣΜΟΣ ΠΛΗΡΟΦΟΡΙΚΗΣ 19/5/2007

ΚΥΠΡΙΑΚΗ ΕΤΑΙΡΕΙΑ ΠΛΗΡΟΦΟΡΙΚΗΣ CYPRUS COMPUTER SOCIETY ΠΑΓΚΥΠΡΙΟΣ ΜΑΘΗΤΙΚΟΣ ΔΙΑΓΩΝΙΣΜΟΣ ΠΛΗΡΟΦΟΡΙΚΗΣ 19/5/2007 Οδηγίες: Να απαντηθούν όλες οι ερωτήσεις. Αν κάπου κάνετε κάποιες υποθέσεις να αναφερθούν στη σχετική ερώτηση. Όλα τα αρχεία που αναφέρονται στα προβλήματα βρίσκονται στον ίδιο φάκελο με το εκτελέσιμο

Διαβάστε περισσότερα

Arithmetical applications of lagrangian interpolation. Tanguy Rivoal. Institut Fourier CNRS and Université de Grenoble 1

Arithmetical applications of lagrangian interpolation. Tanguy Rivoal. Institut Fourier CNRS and Université de Grenoble 1 Arithmetical applications of lagrangian interpolation Tanguy Rivoal Institut Fourier CNRS and Université de Grenoble Conference Diophantine and Analytic Problems in Number Theory, The 00th anniversary

Διαβάστε περισσότερα

General 2 2 PT -Symmetric Matrices and Jordan Blocks 1

General 2 2 PT -Symmetric Matrices and Jordan Blocks 1 General 2 2 PT -Symmetric Matrices and Jordan Blocks 1 Qing-hai Wang National University of Singapore Quantum Physics with Non-Hermitian Operators Max-Planck-Institut für Physik komplexer Systeme Dresden,

Διαβάστε περισσότερα

4.6 Autoregressive Moving Average Model ARMA(1,1)

4.6 Autoregressive Moving Average Model ARMA(1,1) 84 CHAPTER 4. STATIONARY TS MODELS 4.6 Autoregressive Moving Average Model ARMA(,) This section is an introduction to a wide class of models ARMA(p,q) which we will consider in more detail later in this

Διαβάστε περισσότερα

ΚΥΠΡΙΑΚΗ ΕΤΑΙΡΕΙΑ ΠΛΗΡΟΦΟΡΙΚΗΣ CYPRUS COMPUTER SOCIETY ΠΑΓΚΥΠΡΙΟΣ ΜΑΘΗΤΙΚΟΣ ΔΙΑΓΩΝΙΣΜΟΣ ΠΛΗΡΟΦΟΡΙΚΗΣ 6/5/2006

ΚΥΠΡΙΑΚΗ ΕΤΑΙΡΕΙΑ ΠΛΗΡΟΦΟΡΙΚΗΣ CYPRUS COMPUTER SOCIETY ΠΑΓΚΥΠΡΙΟΣ ΜΑΘΗΤΙΚΟΣ ΔΙΑΓΩΝΙΣΜΟΣ ΠΛΗΡΟΦΟΡΙΚΗΣ 6/5/2006 Οδηγίες: Να απαντηθούν όλες οι ερωτήσεις. Ολοι οι αριθμοί που αναφέρονται σε όλα τα ερωτήματα είναι μικρότεροι το 1000 εκτός αν ορίζεται διαφορετικά στη διατύπωση του προβλήματος. Διάρκεια: 3,5 ώρες Καλή

Διαβάστε περισσότερα

ST5224: Advanced Statistical Theory II

ST5224: Advanced Statistical Theory II ST5224: Advanced Statistical Theory II 2014/2015: Semester II Tutorial 7 1. Let X be a sample from a population P and consider testing hypotheses H 0 : P = P 0 versus H 1 : P = P 1, where P j is a known

Διαβάστε περισσότερα

w o = R 1 p. (1) R = p =. = 1

w o = R 1 p. (1) R = p =. = 1 Πανεπιστήµιο Κρήτης - Τµήµα Επιστήµης Υπολογιστών ΗΥ-570: Στατιστική Επεξεργασία Σήµατος 205 ιδάσκων : Α. Μουχτάρης Τριτη Σειρά Ασκήσεων Λύσεις Ασκηση 3. 5.2 (a) From the Wiener-Hopf equation we have:

Διαβάστε περισσότερα

ORDINAL ARITHMETIC JULIAN J. SCHLÖDER

ORDINAL ARITHMETIC JULIAN J. SCHLÖDER ORDINAL ARITHMETIC JULIAN J. SCHLÖDER Abstract. We define ordinal arithmetic and show laws of Left- Monotonicity, Associativity, Distributivity, some minor related properties and the Cantor Normal Form.

Διαβάστε περισσότερα

b. Use the parametrization from (a) to compute the area of S a as S a ds. Be sure to substitute for ds!

b. Use the parametrization from (a) to compute the area of S a as S a ds. Be sure to substitute for ds! MTH U341 urface Integrals, tokes theorem, the divergence theorem To be turned in Wed., Dec. 1. 1. Let be the sphere of radius a, x 2 + y 2 + z 2 a 2. a. Use spherical coordinates (with ρ a) to parametrize.

Διαβάστε περισσότερα

ω ω ω ω ω ω+2 ω ω+2 + ω ω ω ω+2 + ω ω+1 ω ω+2 2 ω ω ω ω ω ω ω ω+1 ω ω2 ω ω2 + ω ω ω2 + ω ω ω ω2 + ω ω+1 ω ω2 + ω ω+1 + ω ω ω ω2 + ω

ω ω ω ω ω ω+2 ω ω+2 + ω ω ω ω+2 + ω ω+1 ω ω+2 2 ω ω ω ω ω ω ω ω+1 ω ω2 ω ω2 + ω ω ω2 + ω ω ω ω2 + ω ω+1 ω ω2 + ω ω+1 + ω ω ω ω2 + ω 0 1 2 3 4 5 6 ω ω + 1 ω + 2 ω + 3 ω + 4 ω2 ω2 + 1 ω2 + 2 ω2 + 3 ω3 ω3 + 1 ω3 + 2 ω4 ω4 + 1 ω5 ω 2 ω 2 + 1 ω 2 + 2 ω 2 + ω ω 2 + ω + 1 ω 2 + ω2 ω 2 2 ω 2 2 + 1 ω 2 2 + ω ω 2 3 ω 3 ω 3 + 1 ω 3 + ω ω 3 +

Διαβάστε περισσότερα

SOLVING CUBICS AND QUARTICS BY RADICALS

SOLVING CUBICS AND QUARTICS BY RADICALS SOLVING CUBICS AND QUARTICS BY RADICALS The purpose of this handout is to record the classical formulas expressing the roots of degree three and degree four polynomials in terms of radicals. We begin with

Διαβάστε περισσότερα

Second Order Partial Differential Equations

Second Order Partial Differential Equations Chapter 7 Second Order Partial Differential Equations 7.1 Introduction A second order linear PDE in two independent variables (x, y Ω can be written as A(x, y u x + B(x, y u xy + C(x, y u u u + D(x, y

Διαβάστε περισσότερα

Areas and Lengths in Polar Coordinates

Areas and Lengths in Polar Coordinates Kiryl Tsishchanka Areas and Lengths in Polar Coordinates In this section we develop the formula for the area of a region whose boundary is given by a polar equation. We need to use the formula for the

Διαβάστε περισσότερα

Problem Set 3: Solutions

Problem Set 3: Solutions CMPSCI 69GG Applied Information Theory Fall 006 Problem Set 3: Solutions. [Cover and Thomas 7.] a Define the following notation, C I p xx; Y max X; Y C I p xx; Ỹ max I X; Ỹ We would like to show that C

Διαβάστε περισσότερα

Chapter 6: Systems of Linear Differential. be continuous functions on the interval

Chapter 6: Systems of Linear Differential. be continuous functions on the interval Chapter 6: Systems of Linear Differential Equations Let a (t), a 2 (t),..., a nn (t), b (t), b 2 (t),..., b n (t) be continuous functions on the interval I. The system of n first-order differential equations

Διαβάστε περισσότερα

Areas and Lengths in Polar Coordinates

Areas and Lengths in Polar Coordinates Kiryl Tsishchanka Areas and Lengths in Polar Coordinates In this section we develop the formula for the area of a region whose boundary is given by a polar equation. We need to use the formula for the

Διαβάστε περισσότερα

Quadratic Expressions

Quadratic Expressions Quadratic Expressions. The standard form of a quadratic equation is ax + bx + c = 0 where a, b, c R and a 0. The roots of ax + bx + c = 0 are b ± b a 4ac. 3. For the equation ax +bx+c = 0, sum of the roots

Διαβάστε περισσότερα

( y) Partial Differential Equations

( y) Partial Differential Equations Partial Dierential Equations Linear P.D.Es. contains no owers roducts o the deendent variables / an o its derivatives can occasionall be solved. Consider eamle ( ) a (sometimes written as a ) we can integrate

Διαβάστε περισσότερα

Math 446 Homework 3 Solutions. (1). (i): Reverse triangle inequality for metrics: Let (X, d) be a metric space and let x, y, z X.

Math 446 Homework 3 Solutions. (1). (i): Reverse triangle inequality for metrics: Let (X, d) be a metric space and let x, y, z X. Math 446 Homework 3 Solutions. (1). (i): Reverse triangle inequalit for metrics: Let (X, d) be a metric space and let x,, z X. Prove that d(x, z) d(, z) d(x, ). (ii): Reverse triangle inequalit for norms:

Διαβάστε περισσότερα

2. THEORY OF EQUATIONS. PREVIOUS EAMCET Bits.

2. THEORY OF EQUATIONS. PREVIOUS EAMCET Bits. EAMCET-. THEORY OF EQUATIONS PREVIOUS EAMCET Bits. Each of the roots of the equation x 6x + 6x 5= are increased by k so that the new transformed equation does not contain term. Then k =... - 4. - Sol.

Διαβάστε περισσότερα

9.09. # 1. Area inside the oval limaçon r = cos θ. To graph, start with θ = 0 so r = 6. Compute dr

9.09. # 1. Area inside the oval limaçon r = cos θ. To graph, start with θ = 0 so r = 6. Compute dr 9.9 #. Area inside the oval limaçon r = + cos. To graph, start with = so r =. Compute d = sin. Interesting points are where d vanishes, or at =,,, etc. For these values of we compute r:,,, and the values

Διαβάστε περισσότερα

Homework 8 Model Solution Section

Homework 8 Model Solution Section MATH 004 Homework Solution Homework 8 Model Solution Section 14.5 14.6. 14.5. Use the Chain Rule to find dz where z cosx + 4y), x 5t 4, y 1 t. dz dx + dy y sinx + 4y)0t + 4) sinx + 4y) 1t ) 0t + 4t ) sinx

Διαβάστε περισσότερα

Tutorial problem set 6,

Tutorial problem set 6, GENERAL RELATIVITY Tutorial problem set 6, 01.11.2013. SOLUTIONS PROBLEM 1 Killing vectors. a Show that the commutator of two Killing vectors is a Killing vector. Show that a linear combination with constant

Διαβάστε περισσότερα

ANSWERSHEET (TOPIC = DIFFERENTIAL CALCULUS) COLLECTION #2. h 0 h h 0 h h 0 ( ) g k = g 0 + g 1 + g g 2009 =?

ANSWERSHEET (TOPIC = DIFFERENTIAL CALCULUS) COLLECTION #2. h 0 h h 0 h h 0 ( ) g k = g 0 + g 1 + g g 2009 =? Teko Classes IITJEE/AIEEE Maths by SUHAAG SIR, Bhopal, Ph (0755) 3 00 000 www.tekoclasses.com ANSWERSHEET (TOPIC DIFFERENTIAL CALCULUS) COLLECTION # Question Type A.Single Correct Type Q. (A) Sol least

Διαβάστε περισσότερα

5. Choice under Uncertainty

5. Choice under Uncertainty 5. Choice under Uncertainty Daisuke Oyama Microeconomics I May 23, 2018 Formulations von Neumann-Morgenstern (1944/1947) X: Set of prizes Π: Set of probability distributions on X : Preference relation

Διαβάστε περισσότερα

F19MC2 Solutions 9 Complex Analysis

F19MC2 Solutions 9 Complex Analysis F9MC Solutions 9 Complex Analysis. (i) Let f(z) = eaz +z. Then f is ifferentiable except at z = ±i an so by Cauchy s Resiue Theorem e az z = πi[res(f,i)+res(f, i)]. +z C(,) Since + has zeros of orer at

Διαβάστε περισσότερα

Inverse trigonometric functions & General Solution of Trigonometric Equations. ------------------ ----------------------------- -----------------

Inverse trigonometric functions & General Solution of Trigonometric Equations. ------------------ ----------------------------- ----------------- Inverse trigonometric functions & General Solution of Trigonometric Equations. 1. Sin ( ) = a) b) c) d) Ans b. Solution : Method 1. Ans a: 17 > 1 a) is rejected. w.k.t Sin ( sin ) = d is rejected. If sin

Διαβάστε περισσότερα

Chap. 6 Pushdown Automata

Chap. 6 Pushdown Automata Chap. 6 Pushdown Automata 6.1 Definition of Pushdown Automata Example 6.1 L = {wcw R w (0+1) * } P c 0P0 1P1 1. Start at state q 0, push input symbol onto stack, and stay in q 0. 2. If input symbol is

Διαβάστε περισσότερα

MATH423 String Theory Solutions 4. = 0 τ = f(s). (1) dτ ds = dxµ dτ f (s) (2) dτ 2 [f (s)] 2 + dxµ. dτ f (s) (3)

MATH423 String Theory Solutions 4. = 0 τ = f(s). (1) dτ ds = dxµ dτ f (s) (2) dτ 2 [f (s)] 2 + dxµ. dτ f (s) (3) 1. MATH43 String Theory Solutions 4 x = 0 τ = fs). 1) = = f s) ) x = x [f s)] + f s) 3) equation of motion is x = 0 if an only if f s) = 0 i.e. fs) = As + B with A, B constants. i.e. allowe reparametrisations

Διαβάστε περισσότερα

Practice Exam 2. Conceptual Questions. 1. State a Basic identity and then verify it. (a) Identity: Solution: One identity is csc(θ) = 1

Practice Exam 2. Conceptual Questions. 1. State a Basic identity and then verify it. (a) Identity: Solution: One identity is csc(θ) = 1 Conceptual Questions. State a Basic identity and then verify it. a) Identity: Solution: One identity is cscθ) = sinθ) Practice Exam b) Verification: Solution: Given the point of intersection x, y) of the

Διαβάστε περισσότερα

[1] P Q. Fig. 3.1

[1] P Q. Fig. 3.1 1 (a) Define resistance....... [1] (b) The smallest conductor within a computer processing chip can be represented as a rectangular block that is one atom high, four atoms wide and twenty atoms long. One

Διαβάστε περισσότερα

Bounding Nonsplitting Enumeration Degrees

Bounding Nonsplitting Enumeration Degrees Bounding Nonsplitting Enumeration Degrees Thomas F. Kent Andrea Sorbi Università degli Studi di Siena Italia July 18, 2007 Goal: Introduce a form of Σ 0 2-permitting for the enumeration degrees. Till now,

Διαβάστε περισσότερα

Uniform Convergence of Fourier Series Michael Taylor

Uniform Convergence of Fourier Series Michael Taylor Uniform Convergence of Fourier Series Michael Taylor Given f L 1 T 1 ), we consider the partial sums of the Fourier series of f: N 1) S N fθ) = ˆfk)e ikθ. k= N A calculation gives the Dirichlet formula

Διαβάστε περισσότερα

Variational Wavefunction for the Helium Atom

Variational Wavefunction for the Helium Atom Technische Universität Graz Institut für Festkörperphysik Student project Variational Wavefunction for the Helium Atom Molecular and Solid State Physics 53. submitted on: 3. November 9 by: Markus Krammer

Διαβάστε περισσότερα

Trigonometric Formula Sheet

Trigonometric Formula Sheet Trigonometric Formula Sheet Definition of the Trig Functions Right Triangle Definition Assume that: 0 < θ < or 0 < θ < 90 Unit Circle Definition Assume θ can be any angle. y x, y hypotenuse opposite θ

Διαβάστε περισσότερα

2. Let H 1 and H 2 be Hilbert spaces and let T : H 1 H 2 be a bounded linear operator. Prove that [T (H 1 )] = N (T ). (6p)

2. Let H 1 and H 2 be Hilbert spaces and let T : H 1 H 2 be a bounded linear operator. Prove that [T (H 1 )] = N (T ). (6p) Uppsala Universitet Matematiska Institutionen Andreas Strömbergsson Prov i matematik Funktionalanalys Kurs: F3B, F4Sy, NVP 2005-03-08 Skrivtid: 9 14 Tillåtna hjälpmedel: Manuella skrivdon, Kreyszigs bok

Διαβάστε περισσότερα

Parametrized Surfaces

Parametrized Surfaces Parametrized Surfaces Recall from our unit on vector-valued functions at the beginning of the semester that an R 3 -valued function c(t) in one parameter is a mapping of the form c : I R 3 where I is some

Διαβάστε περισσότερα

Homomorphism in Intuitionistic Fuzzy Automata

Homomorphism in Intuitionistic Fuzzy Automata International Journal of Fuzzy Mathematics Systems. ISSN 2248-9940 Volume 3, Number 1 (2013), pp. 39-45 Research India Publications http://www.ripublication.com/ijfms.htm Homomorphism in Intuitionistic

Διαβάστε περισσότερα

Econ 2110: Fall 2008 Suggested Solutions to Problem Set 8 questions or comments to Dan Fetter 1

Econ 2110: Fall 2008 Suggested Solutions to Problem Set 8  questions or comments to Dan Fetter 1 Eon : Fall 8 Suggested Solutions to Problem Set 8 Email questions or omments to Dan Fetter Problem. Let X be a salar with density f(x, θ) (θx + θ) [ x ] with θ. (a) Find the most powerful level α test

Διαβάστε περισσότερα

= λ 1 1 e. = λ 1 =12. has the properties e 1. e 3,V(Y

= λ 1 1 e. = λ 1 =12. has the properties e 1. e 3,V(Y Stat 50 Homework Solutions Spring 005. (a λ λ λ 44 (b trace( λ + λ + λ 0 (c V (e x e e λ e e λ e (λ e by definition, the eigenvector e has the properties e λ e and e e. (d λ e e + λ e e + λ e e 8 6 4 4

Διαβάστε περισσότερα

Approximation of distance between locations on earth given by latitude and longitude

Approximation of distance between locations on earth given by latitude and longitude Approximation of distance between locations on earth given by latitude and longitude Jan Behrens 2012-12-31 In this paper we shall provide a method to approximate distances between two points on earth

Διαβάστε περισσότερα

( ) = a(1)b( 2 ) c( N ) is a product of N orthonormal spatial

( ) = a(1)b( 2 ) c( N ) is a product of N orthonormal spatial Many Electron Spin Eigenfunctions An arbitrary Slater determinant for N electrons can be written as ÂΦ,,,N )χ M,,,N ) Where Φ,,,N functions and χ M ) = a)b ) c N ) is a product of N orthonormal spatial,,,n

Διαβάστε περισσότερα

SCITECH Volume 13, Issue 2 RESEARCH ORGANISATION Published online: March 29, 2018

SCITECH Volume 13, Issue 2 RESEARCH ORGANISATION Published online: March 29, 2018 Journal of rogressive Research in Mathematics(JRM) ISSN: 2395-028 SCITECH Volume 3, Issue 2 RESEARCH ORGANISATION ublished online: March 29, 208 Journal of rogressive Research in Mathematics www.scitecresearch.com/journals

Διαβάστε περισσότερα

Partial Trace and Partial Transpose

Partial Trace and Partial Transpose Partial Trace and Partial Transpose by José Luis Gómez-Muñoz http://homepage.cem.itesm.mx/lgomez/quantum/ jose.luis.gomez@itesm.mx This document is based on suggestions by Anirban Das Introduction This

Διαβάστε περισσότερα

Solution Series 9. i=1 x i and i=1 x i.

Solution Series 9. i=1 x i and i=1 x i. Lecturer: Prof. Dr. Mete SONER Coordinator: Yilin WANG Solution Series 9 Q1. Let α, β >, the p.d.f. of a beta distribution with parameters α and β is { Γ(α+β) Γ(α)Γ(β) f(x α, β) xα 1 (1 x) β 1 for < x

Διαβάστε περισσότερα

On the Galois Group of Linear Difference-Differential Equations

On the Galois Group of Linear Difference-Differential Equations On the Galois Group of Linear Difference-Differential Equations Ruyong Feng KLMM, Chinese Academy of Sciences, China Ruyong Feng (KLMM, CAS) Galois Group 1 / 19 Contents 1 Basic Notations and Concepts

Διαβάστε περισσότερα

The challenges of non-stable predicates

The challenges of non-stable predicates The challenges of non-stable predicates Consider a non-stable predicate Φ encoding, say, a safety property. We want to determine whether Φ holds for our program. The challenges of non-stable predicates

Διαβάστε περισσότερα

On a four-dimensional hyperbolic manifold with finite volume

On a four-dimensional hyperbolic manifold with finite volume BULETINUL ACADEMIEI DE ŞTIINŢE A REPUBLICII MOLDOVA. MATEMATICA Numbers 2(72) 3(73), 2013, Pages 80 89 ISSN 1024 7696 On a four-dimensional hyperbolic manifold with finite volume I.S.Gutsul Abstract. In

Διαβάστε περισσότερα

CHAPTER 101 FOURIER SERIES FOR PERIODIC FUNCTIONS OF PERIOD

CHAPTER 101 FOURIER SERIES FOR PERIODIC FUNCTIONS OF PERIOD CHAPTER FOURIER SERIES FOR PERIODIC FUNCTIONS OF PERIOD EXERCISE 36 Page 66. Determine the Fourier series for the periodic function: f(x), when x +, when x which is periodic outside this rge of period.

Διαβάστε περισσότερα

D Alembert s Solution to the Wave Equation

D Alembert s Solution to the Wave Equation D Alembert s Solution to the Wave Equation MATH 467 Partial Differential Equations J. Robert Buchanan Department of Mathematics Fall 2018 Objectives In this lesson we will learn: a change of variable technique

Διαβάστε περισσότερα