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Math401Math 401, Summer 2025: Freiwald research project notesMath 401, Topic 6: Postulates of quantum theory and measurement operations

Math401 Topic 6: Postulates of quantum theory and measurement operations

Section 1: Postulates of quantum theory

This part is a review of the quantum theory, I will keep the content brief.

If you are familiar with the linear algebra defined before, you can jump right into this section to keep your time as viewing those compact notations.

Pure states

Pure state and mixed state

A pure state is a state that is represented by a unit vector in HN\mathscr{H}^{\otimes N}.

A mixed state is a state that is represented by a density operator in HN\mathscr{H}^{\otimes N}. (convex combination of pure states)

if ρj=ψjψj\rho_j=|\psi_j\rangle\langle\psi_j|, then ρ=j=1Npjρj\rho=\sum_{j=1}^N p_j\rho_j is a mixed state, where pj0p_j\geq 0 and j=1Npj=1\sum_{j=1}^N p_j=1.

Coset space

Two non-zero vectors u,vHu,v\in \mathscr{H} are said to represent the same state if u=cvu=cv for some complex number cc with c=1|c|=1.

The set of states of a quantum system is called the coset space of H\mathscr{H}, uvu\sim v if u=cvu=cv for some complex number cc with c=1|c|=1.

The coset space is called the projective space of H\mathscr{H}, denoted by P(H) ⁣:=(H{0})/P(\mathscr{H})\colon=(\mathscr{H}\setminus\{0\})/\sim.

Any vector in the form eiθue^{i\theta}|u\rangle for some uHu\in \mathscr{H} and θR\theta\in \mathbb{R} represents the same state as u|u\rangle.

Example: the system of a qubit has a Hilbert space C2\mathbb{C}^2, the coset space is P(C2)S2P(\mathbb{C}^2)\cong S^2 is the Bloch sphere.

Composite systems

Tensor product

The tensor product of two Hilbert spaces H1\mathscr{H}_1 and H2\mathscr{H}_2 is the Hilbert space H1H2\mathscr{H}_1\otimes\mathscr{H}_2 with the inner product u1u2,v1v2=u1,v1u2,v2\langle u_1\otimes u_2,v_1\otimes v_2\rangle=\langle u_1,v_1\rangle\langle u_2,v_2\rangle.

The tensor product of two vectors u1H1u_1\in \mathscr{H}_1 and u2H2u_2\in \mathscr{H}_2 is the vector u1u2H1H2u_1\otimes u_2\in \mathscr{H}_1\otimes\mathscr{H}_2.

Multipartite systems

For each part in a multipartite quantum system, each part is associated a Hilbert space Hi\mathscr{H}_i. The total system is associated a Hilbert space H=H1H2Hn\mathscr{H}=\mathscr{H}_1\otimes\mathscr{H}_2\otimes\cdots\otimes\mathscr{H}_n.

The state of the total system has the form u1u2unu_1\otimes u_2\otimes\cdots\otimes u_n for some uiHiu_i\in \mathscr{H}_i.

Entanglement (talk later)

A state ψ|\psi\rangle is entangled if it cannot be expressed as a product state v1v2v_1\otimes v_2 for any single-qubit states v1|v_1\rangle and v2|v_2\rangle. In other words, an entangled state is non-separable.

Example: the Bell state ψ+=12(00+11)|\psi^+\rangle=\frac{1}{\sqrt{2}}(|00\rangle+|11\rangle) is entangled.

Assume it can be written as ψ=ψ1ψ2|\psi\rangle=|\psi_1\rangle\otimes|\psi_2\rangle where ψ1=a0+b1|\psi_1\rangle=a|0\rangle+b|1\rangle and ψ2=c0+d1|\psi_2\rangle=c|0\rangle+d|1\rangle. Then:

ψ=a00+b01+c10+d11|\psi\rangle=a|00\rangle+b|01\rangle+c|10\rangle+d|11\rangle

Setting this equal to ψ+=12(00+11)|\psi^+\rangle=\frac{1}{\sqrt{2}}(|00\rangle+|11\rangle) gives:

ac00+ad01+bc10+bd11=12(00+11)ac|00\rangle+ad|01\rangle+bc|10\rangle+bd|11\rangle=\frac{1}{\sqrt{2}}(|00\rangle+|11\rangle)

This requires:

ac=bd=12ac=bd=\frac{1}{2} ad=bc=0ad=bc=0

This is a contradiction, so ψ+|\psi^+\rangle is entangled.

Mixed states and density operators

Density operator

A density operator is a Hermitian, positive semi-definite operator with trace 1.

The density operator of a pure state ψ|\psi\rangle is ρ=ψψ\rho=|\psi\rangle\langle\psi|.

The density operator of a mixed state is given by the unit vector u1,u2,,unu_1,u_2,\cdots,u_n in H\mathscr{H} with the probability p1,p2,,pnp_1,p_2,\cdots,p_n, pi0p_i\geq 0 such that i=1npi=1\sum_{i=1}^n p_i=1.

The density operator is ρ=i=1npiuiui\rho=\sum_{i=1}^n p_i|u_i\rangle\langle u_i|.

Trace 1 proposition

Density operator on the finite dimensional Hilbert space H\mathscr{H} are positive operators having trace equal to 1.

Pure state lemma

A state is pure if and only if Tr(ρ2)=1Tr(\rho^2)=1.

For any mixed state ρ\rho, Tr(ρ2)<1Tr(\rho^2)<1.

[Proof ignored here]

Unitary freedom in the ensemble for density operators theorem

Let v1,v2,,vlv_1,v_2,\cdots,v_l and w1,w2,,wlw_1,w_2,\cdots,w_l be two collections of vectors in the finite dimensional Hilbert space H\mathscr{H}, the vectors being arbitrary (can be zero) except for the requirement that they define the same density operator ρ\rho.

i=1lvivi=i=1lwiwi\sum_{i=1}^l |v_i\rangle\langle v_i|=\sum_{i=1}^l |w_i\rangle\langle w_i|

Then there exists a unitary matrix U=(μij)1i,jlU=(\mu_{ij})_{1\leq i,j\leq l} such that:

vi=j=1lμijwjv_i=\sum_{j=1}^l \mu_{ij}w_j

The converse is also true.

If ρ\rho is a density operator on H\mathscr{H} given by: i=1lwiwi\sum_{i=1}^l |w_i\rangle\langle w_i| and vector viv_i is given by: vi=j=1lμijwjv_i=\sum_{j=1}^l \mu_{ij}w_j, then ρ1=i=1lvivi\rho_1=\sum_{i=1}^l |v_i\rangle\langle v_i| is the density operator of the subsystem H1\mathscr{H}_1.

[Proof ignored here]

Density operator of subsystems

Partial trace for density operators

Let ρ\rho be a density operator in H1H2\mathscr{H}_1\otimes\mathscr{H}_2, the partial trace of ρ\rho over H2\mathscr{H}_2 is the density operator in H1\mathscr{H}_1 (reduced density operator for the subsystem H1\mathscr{H}_1) given by:

ρ1Tr2(ρ)=k=1rλk2vkvk\rho_1\coloneqq\operatorname{Tr}_2(\rho)=\sum_{k=1}^r \lambda_k^2|v_k\rangle\langle v_k|

Examples

Let ρ=12(01+10)\rho=\frac{1}{\sqrt{2}}(|01\rangle+|10\rangle) be a density operator on H=C2C2\mathscr{H}=\mathbb{C}^2\otimes \mathbb{C}^2.

Expand the expression of ρ\rho in the basis of C2C2\mathbb{C}^2\otimes\mathbb{C}^2 using linear combination of basis vectors:

ρ=12(0101+0110+1001+1010)\rho=\frac{1}{2}(|01\rangle\langle 01|+|01\rangle\langle 10|+|10\rangle\langle 01|+|10\rangle\langle 10|)

Note Tr2(abcd)=acbd\operatorname{Tr}_2(|ab\rangle\langle cd|)=|a\rangle\langle c|\cdot \langle b|d\rangle.

Then the reduced density operator of the subsystem C2\mathbb{C}^2 in first qubit is, note the 00=11=1\langle 0|0\rangle=\langle 1|1\rangle=1 and 01=10=0\langle 0|1\rangle=\langle 1|0\rangle=0:

ρ1=Tr2(ρ)=12(1100+0101+1010+0011)=12(00+11)=12I\begin{aligned} \rho_1&=\operatorname{Tr}_2(\rho)\\ &=\frac{1}{2}(\langle 1|1\rangle |0\rangle\langle 0|+\langle 0|1\rangle |0\rangle\langle 1|+\langle 1|0\rangle |1\rangle\langle 0|+\langle 0|0\rangle |1\rangle\langle 1|)\\ &=\frac{1}{2}(|0\rangle\langle 0|+|1\rangle\langle 1|)\\ &=\frac{1}{2}I \end{aligned}

is a mixed state.

Schmidt Decomposition theorem

Let uH1H2|u\rangle\in \mathscr{H}_1\otimes\mathscr{H}_2 be a unit vector (pure state), then there exists orthonormal bases vi|v_i\rangle of H1\mathscr{H}_1 and wj|w_j\rangle of H2\mathscr{H}_2 and {λk},kr\{\lambda_k\},k\leq r, where rr is the Schmidt rank of u|u\rangle, such that:

u=k=1rλkvkwk|u\rangle=\sum_{k=1}^r \lambda_k|v_k\rangle\otimes|w_k\rangle

where λk\lambda_k are non-negative real numbers. such that k=1rλk2=1\sum_{k=1}^r \lambda_k^2=1.

[Proof ignored here]

Remark: non-zero vector uH1H2u\in \mathscr{H}_1\otimes\mathscr{H}_2 decomposes as a tensor product u=u1u2u=u_1\otimes u_2 if and only if the Schmidt rank of uu is 1. A state that cannot be decomposed as a tensor product is called entangled.

Reduced density operator

In H1H2\mathscr{H}_1\otimes\mathscr{H}_2, the reduced density operator of the subsystem H1\mathscr{H}_1 is:

ρ1=Tr2(ρ)=k=1rλk2vkvk\rho_1=\operatorname{Tr}_2(\rho)=\sum_{k=1}^r \lambda_k^2|v_k\rangle\langle v_k|

where ρ\rho is the density operator in H1H2\mathscr{H}_1\otimes\mathscr{H}_2.

Example:

Let ρ=12(01+10)C2C2\rho=\frac{1}{2}(|01\rangle+|10\rangle)\in \mathbb{C}^2\otimes\mathbb{C}^2,

Expand the expression of ρ\rho in the basis of C2C2\mathbb{C}^2\otimes\mathbb{C}^2:

ρ=12(0101+0110+1001+1010)\rho=\frac{1}{2}(|01\rangle\langle 01|+|01\rangle\langle 10|+|10\rangle\langle 01|+|10\rangle\langle 10|)

then the reduced density operator of the subsystem C2\mathbb{C}^2 in first qubit is:

ρ1=Tr2(ρ)=12(1100+1001+0110+0011)=12(00+11)=12I\begin{aligned} \rho_1&=\operatorname{Tr}_2(\rho)\\ &=\frac{1}{2}(\langle 1|1\rangle|0\rangle\langle 0|+\langle 1|0\rangle|0\rangle\langle 1|+\langle 0|1\rangle|1\rangle\langle 0|+\langle 0|0\rangle|1\rangle\langle 1|)\\ &=\frac{1}{2}(|0\rangle\langle 0|+|1\rangle\langle 1|)\\ &=\frac{1}{2}I \end{aligned}

State purification

Every mixed state can be derived as the reduction of a pure state on an enlarged Hilbert space.

State purification theorem

Let ρ\rho be a mixed state in a finite dimensional Hilbert space H\mathscr{H}, then there exists a unit vector wHH|w\rangle\in \mathscr{H}\otimes\mathscr{H} such that:

ρ=Tr2(ww)\rho=\operatorname{Tr}_2(|w\rangle\langle w|)

Hint of proof:

Let u1,u2,,udu_1,u_2,\cdots,u_d be an orthonormal basis of H\mathscr{H}, i=1dpi=1\sum_{i=1}^d p_i=1, pi0p_i\geq 0, then:

ρ=i=1dpiuiui\rho=\sum_{i=1}^d p_i|u_i\rangle\langle u_i|

Let w=i=1dpiuiuiw=\sum_{i=1}^d \sqrt{p_i}u_i\otimes u_i.

Observables

The observables in the quantum theory are self-adjoint operators on the Hilbert space H\mathscr{H}, denoted by AOA\in \mathscr{O}

In finite dimensional Hilbert space, AA can be written as λsp(A)λPλ\sum_{\lambda\in \operatorname{sp}{(A)}}\lambda P_\lambda, where PλP_\lambda is the projection operator onto the eigenspace of AA corresponding to the eigenvalue λ\lambda. Pλ=Pλ2=PλP_\lambda=P_\lambda^2=P_\lambda^*.

Effects and Busch’s theorem for effect operators

Below is a section on Topic 4, about Gleason’s theorem and definition of states, and Born’s rule for describing the states using density operators.

Definition of states (non-commutative (quantum) probability theory)

Do a double check on this section, this notation is slightly different from the one in Topic 4.

A state on (B(H),P)(\mathscr{B}(\mathscr{H}),\mathscr{P}) is a map μ:P[0,1]\mu:\mathscr{P}\to[0,1] such that:

  1. 0μ(E)10\leq \mu(E)\leq 1 for all EP(H)E\in \mathscr{P}(\mathscr{H}).
  2. μ(IH)=1\mu(I_{\mathscr{H}})=1.
  3. If E1,E2,,EnE_1,E_2,\cdots,E_n are pairwise disjoint orthogonal projections, whose sum is also in P(H)\mathscr{P}(\mathscr{H}) then μ(E1E2En)=i=1nμ(Ei)\mu(E_1\lor E_2\lor\cdots\lor E_n)=\sum_{i=1}^n\mu(E_i).

Where projections are disjoint if PiPj=PjPi=OP_iP_j=P_jP_i=O.

Definition of density operator (non-commutative (quantum) probability theory)

A density operator ρ\rho on the finite-dimensional Hilbert space H\mathscr{H} is:

  1. self-adjoint (A=AA^*=A, that is Ax,y=x,Ay\langle Ax,y\rangle=\langle x,Ay\rangle for all x,yHx,y\in\mathscr{H})
  2. positive semi-definite (all eigenvalues are non-negative)
  3. Tr(ρ)=1\operatorname{Tr}(\rho)=1.

If (ψ1,ψ2,,ψn)(|\psi_1\rangle,|\psi_2\rangle,\cdots,|\psi_n\rangle) is an orthonormal basis of H\mathscr{H} consisting of eigenvectors of ρ\rho, for the eigenvalue p1,p2,,pnp_1,p_2,\cdots,p_n, then pj0p_j\geq 0 and j=1npj=1\sum_{j=1}^n p_j=1.

We can write ρ\rho as

ρ=j=1npjψjψj\rho=\sum_{j=1}^n p_j|\psi_j\rangle\langle\psi_j|

(under basis ψj|\psi_j\rangle, it is a diagonal matrix with pjp_j on the diagonal)

Every basis of H\mathscr{H} can be decomposed to these forms.

Theorem: Born’s rule

Let ρ\rho be a density operator on H\mathscr{H}. then

μ(P)Tr(ρP)=j=1npjψjPψj\mu(P)\coloneqq\operatorname{Tr}(\rho P)=\sum_{j=1}^n p_j\langle\psi_j|P|\psi_j\rangle

Defines a probability measure on the space P\mathscr{P}.

[Proof ignored here]

Theorem: Gleason’s theorem (very important)

Let H\mathscr{H} be a Hilbert space over C\mathbb{C} or R\mathbb{R} of dimension n3n\geq 3. Let μ\mu be a state on the space P(H)\mathscr{P}(\mathscr{H}) of projections on H\mathscr{H}. Then there exists a unique density operator ρ\rho such that

μ(P)=Tr(ρP)\mu(P)=\operatorname{Tr}(\rho P)

for all PP(H)P\in\mathscr{P}(\mathscr{H}). P(H)\mathscr{P}(\mathscr{H}) is the space of all orthogonal projections on H\mathscr{H}.

[Proof ignored here]

Extending the experimental procedure in quantum physics, many of the outcome probabilities are expectation of effects instead of projections. (POVMs)

Definition of effect

An effect is a positive (self-adjoint) operator EE on H\mathscr{H} such that 0EI0\leq E\leq I.

The set of effects on H\mathscr{H} is denoted by E(H)\mathscr{E}(\mathscr{H}).

An operator EE is said to be the extreme point of the convex set E(H)\mathscr{E}(\mathscr{H}) if it cannot be written as a convex combination of two other effects.

That is, If EE is an extreme point, then E=λE1+(1λ)E2E=\lambda E_1+(1-\lambda)E_2 for some 0λ10\leq \lambda\leq 1 and E1,E2E(H)E_1,E_2\in \mathscr{E}(\mathscr{H}) implies E=E1=E2E=E_1=E_2.

Proposition: Effect operator lemma

The set of orthogonal projections on H\mathscr{H}, P(H)\mathscr{P}(\mathscr{H}), is the set of extreme points of E(H)\mathscr{E}(\mathscr{H}).

Theorem: Generalized measures on effects

Let H\mathscr{H} be a finite-dimensional Hilbert space. Then any generalized probability measure

μ:EE(H)μ(E)[0,1]\mu:E\in \mathscr{E}(\mathscr{H})\to \mu(E)\in[0,1]

with the properties (same as the definition of states):

  1. 0μ(E)10\leq \mu(E)\leq 1 for all EE(H)E\in \mathscr{E}(\mathscr{H}).
  2. μ(IH)=1\mu(I_{\mathscr{H}})=1.
  3. If E1,E2,,EnE_1,E_2,\cdots,E_n are pairwise disjoint orthogonal effects, whose sum is also in E(H)\mathscr{E}(\mathscr{H}) then μ(E1E2En)=i=1nμ(Ei)\mu(E_1\lor E_2\lor\cdots\lor E_n)=\sum_{i=1}^n\mu(E_i).

is the form:

μ(E)=Tr(ρE)\mu(E)=\operatorname{Tr}(\rho E)

for some density operator ρ\rho on H\mathscr{H}.

[Proof ignored here]

If μ\mu is a positive linear functional on the space of self-adjoint operators on the finite dimensional Hilbert space H\mathscr{H}.

Then, there exists a density operator ρ\rho on H\mathscr{H} such that μ(E)=Tr(ρE)\mu(E)=\operatorname{Tr}(\rho E).

Measurements

A measurement (observation) of a system prepared in a given state produces an outcome xx, xx is a physical event that is a subset of the set of all possible outcomes.

To each xXx\in X, we associate a measurement operator MxM_x on H\mathscr{H}.

Given the initial state (pure state, unit vector) uu, the probability of measurement outcome xx is given by:

p(x)=Mxu2p(x)=\|M_xu\|^2

After the measurement, the state of the system is given by:

v=MxuMxuv=\frac{M_xu}{\|M_xu\|}

Note that to make sense of this definition, the collection of measurement operators {Mx}\{M_x\} must satisfy the completeness requirement:

1=xXp(x)=xXMxu2=xXMxu,Mxu=u,(xXMxMx)u1=\sum_{x\in X} p(x)=\sum_{x\in X}\|M_xu\|^2=\sum_{x\in X}\langle M_xu,M_xu\rangle=\langle u,(\sum_{x\in X}M_x^*M_x)u\rangle

So xXMxMx=I\sum_{x\in X}M_x^*M_x=I.

An example of measurement is the projective measurements (von Neumann measurements).

It is given by the set of orthogonal projections MxM_x on H\mathscr{H} with the property:

  1. Mx=MxM_x=M_x^*
  2. MxMy=δxyMxM_xM_y=\delta_{xy}M_x for all x,yXx,y\in X
  3. xXMx=I\sum_{x\in X}M_x=I

Composition of measurements

Given two complete collections of measurement operators {Mx}\{M_x\} and {Ny}\{N_y\} on H1\mathscr{H}_1 and H2\mathscr{H}_2 respectively, the composition of the two measurements is given by the collection of measurement operators {MxNy}\{M_xN_y\} on H1H2\mathscr{H}_1\otimes\mathscr{H}_2.

Proposition of indistinguishability

Suppose that we have two system u1,u2H1u_1,u_2\in \mathscr{H}_1, the two states are distinguishable if and only if they are orthogonal.

Ways to distinguish the two states:

  1. set X={0,1,2}X=\{0,1,2\} and Mi=uiuiM_i=|u_i\rangle\langle u_i|, M0=IM1M2M_0=I-M_1-M_2
  2. then {M0,M1,M2}\{M_0,M_1,M_2\} is a complete collection of measurement operators on H\mathscr{H}.
  3. suppose the prepared state is u1u_1, then p(1)=M1u12=u12=1p(1)=\|M_1u_1\|^2=\|u_1\|^2=1, p(2)=M2u12=0p(2)=\|M_2u_1\|^2=0, p(0)=M0u12=0p(0)=\|M_0u_1\|^2=0.

If they are not orthogonal, then there are no choice of measurement operators to distinguish the two states.

[Proof ignored here]

intuitively, if the two states are not orthogonal, then for any measurement there exists non-zero probability of getting the same outcome for both states.

Effects and POVM measurements

An effect on the finite dimension Hilbert space H\mathscr{H} is a positive operator EE on H\mathscr{H} such that 0EI0\leq E\leq I. A positive operator valued measure POVM consists of an index set I\mathscr{I} and a collection of effects {Ei,iI}\{E_i,i\in \mathscr{I}\} satisfying the identity iIEi=I\sum_{i\in \mathscr{I}}E_i=I.

The probabilty of measurement outcome iIi\in \mathscr{I} is given by p(i)=v,Eivp(i)=\langle v,E_iv\rangle on a ysstem prepared in the state described by the unit vector vv.

For a mixed state ρ\rho, the probability of measurement outcome iIi\in \mathscr{I} is given by p(i)=Tr(ρEi)p(i)=\operatorname{Tr}(\rho E_i).

Example, suppose we have a system prepared in the following two states:

u1=0,u2=12(0+1)u_1=|0\rangle, u_2=\frac{1}{\sqrt{2}}(|0\rangle+|1\rangle)

Since they are not orthogonal, there is no measurement that can definitely distinguish the two states.

Consider the following POVM:

E1=21+211,E2=21+2(01)(01)2,E3=IE1E2E_1=\frac{\sqrt{2}}{1+\sqrt{2}}|1\rangle \langle 1|, E_2=\frac{\sqrt{2}}{1+\sqrt{2}}\frac{(|0\rangle-|1\rangle)(\langle 0|-\langle 1|)}{2},E_3=I-E_1-E_2

Then, suppose we have an unknown state uu, the probability of given u1u_1, measurement outcome 11 is:

p(1)=u1,E1u1=0p(1)=\langle u_1,E_1u_1\rangle=0

So if the measurement outcome is 11, we can conclude that the state is u2u_2.

The probability of given u2u_2, measurement outcome 22 is:

p(2)=u2,E2u2=0p(2)=\langle u_2,E_2u_2\rangle=0

So if the measurement outcome is 22, we can conclude that the state is u1u_1.

If the measurement outcome is 33, then we cannot conclude anything about the state.

Proposition: Ancilla system

A general measurement of a system having Hilbert space H\mathscr{H} is equivalent to a projective measurement composed with a unitary transformation on the Hilbert space HA\mathscr{H}\otimes\mathscr{A} of a composite system. The system described by A\mathscr{A} is called the ancilla system. This equivalent measurement is not unique.

[Further details ignored here]

Quantum operations and CPTP maps

L1(Ω,F,μ)L^1(\Omega,\mathscr{F},\mu) is the space of intergrable functions on H\mathscr{H}, that is Ωf(ω)dμ(ω)<\int_{\Omega} |f(\omega)| d\mu(\omega)<\infty for some measure μ\mu on Ω\Omega.

We define L1(H)\mathscr{L}_1(\mathscr{H}), the space of trace class operators on H\mathscr{H}, as the space of operators AA such that Tr(AA)<\operatorname{Tr}(\sqrt{A^*A})<\infty.

L2(Ω,F,μ)L_2(\Omega,\mathscr{F},\mu) is the space of square intergrable functions on H\mathscr{H}, that is Ωf(ω)2dμ(ω)<\int_{\Omega} |f(\omega)|^2 d\mu(\omega)<\infty for some measure μ\mu on Ω\Omega.

We define L2(H)\mathscr{L}_2(\mathscr{H}), the space of Hilbert-Schmidt operators on H\mathscr{H}, as the space of operators AA such that Tr(AA)<\operatorname{Tr}(A^*A)<\infty.

The space of L2(H)\mathscr{L}_2(\mathscr{H}) is a Hilbert space equipped with the inner product A,B=Tr(BA)\langle A,B\rangle=\operatorname{Tr}(B^*A).

with Cauchy-Schwarz inequality:

Tr(AB)Tr(AA)1/2Tr(BB)1/2\operatorname{Tr}(A^*B)\leq \operatorname{Tr}(A^*A)^{1/2}\operatorname{Tr}(B^*B)^{1/2}

The space of density operators S(H)\mathscr{S}(\mathscr{H}) is a convex subset (for ρ1,ρ2S(H)\rho_1,\rho_2\in \mathscr{S}(\mathscr{H}), λ[0,1]\lambda\in[0,1], λρ1+(1λ)ρ2S(H)\lambda\rho_1+(1-\lambda)\rho_2\in \mathscr{S}(\mathscr{H})) of L1(H)\mathscr{L}_1(\mathscr{H}) with trace 11.

Definition of CPTP map

A completely positive trace preserving (CPTP) map is a linear map E:L1(H)L1(H)\mathscr{E}:\mathscr{L}_1(\mathscr{H})\to \mathscr{L}_1(\mathscr{H}) such that:

  1. E(Tr(ρ))=Tr(ρ)\mathscr{E}(\operatorname{Tr}(\rho))=\operatorname{Tr}(\rho) for all ρS(H)\rho\in \mathscr{S}(\mathscr{H}).
  2. E\mathscr{E} is completely positive, that is EIH:L1(H1K)L1(H2K)\mathscr{E}\otimes I_{\mathscr{H}}:\mathscr{L}_1(\mathscr{H}_1\otimes\mathscr{K})\to\mathscr{L}_1(\mathscr{H}_2\otimes\mathscr{K}) is positive for every finite-dimensional or separable Hilbert space K\mathscr{K}.

note that the condition for completely positive is stronger than the condition for positive. Because if we only require the map to be positive, then the map may assign negative values to some entangled states.

Example:

A map E:L1(H)L1(H)\mathscr{E}:\mathscr{L}_1(\mathscr{H})\to \mathscr{L}_1(\mathscr{H}) is given by:

E(ρ):i,jαijiji,jαijij\mathscr{E}(\rho):\sum_{i,j} \alpha_{ij}|i\rangle\langle j|\to \sum_{i,j} \overline{\alpha_{ij}}|i\rangle\langle j|

This map is positive but will assign negative values to some entangled states given by:

ρ=ϕϕ\rho=|\phi\rangle\langle\phi|

where ϕ=12(00+11)|\phi\rangle=\frac{1}{\sqrt{2}}(|00\rangle+|11\rangle).

Definition of quantum channel

Let H\mathscr{H} and K\mathscr{K} be Hilbert spaces, UU be a unitary operator on HK\mathscr{H}\otimes\mathscr{K}, and ω\omega be a density operator on K\mathscr{K}. The CPTP map

E:TL1(H)TrK(U(Tω)U)\mathscr{E}:T\in \mathscr{L}_1(\mathscr{H})\to \operatorname{Tr}_\mathscr{K}(U (T\otimes \omega)U^*)

is a quantum channel.

We skipped few exercises here and jump right into the definition.

In short, the quantum channel describes the following process:

Initialization: The ancilla K\mathscr{K} is prepared in a fixed state ω\omega (density operator).

Coupling: The input state TT (on H\mathscr{H}) is combined with ω\omega to form TωT\otimes\omega on HK\mathscr{H}\otimes\mathscr{K}.

Unitary evolution: The joint system evolves under UU (unitary on HK\mathscr{H}\otimes\mathscr{K}).

Discarding ancilla: The ancilla K\mathscr{K} is traced out, leaving a state on H\mathscr{H}.

This is a Stinespring dilation, representing any CPTP map.

Proposition: Stinespring dilation theorem (to be checked)

Any CPTP map E:L1(H)L1(H)\mathscr{E}:\mathscr{L}_1(\mathscr{H})\to \mathscr{L}_1(\mathscr{H}) can be represented as:

E(T)=TrK(U(Tω)U)\mathscr{E}(T)=\operatorname{Tr}_\mathscr{K}(U (T\otimes \omega)U^*)

Conditional operations

Definition of controlled-unitary operations

A controlled-unitary operation is

Ua=1n1aaUaU\coloneqq\sum_{a=1}^{n_1}|a\rangle\langle a|\otimes U_a

where UaU_a is a unitary operator on H\mathscr{H} and a|a\rangle is a basis of K\mathscr{K}.

Principle of deferred measurement

All measurements that may occur in the process of executing a quantum computation may be relegated to the end of the quantum circuit, prior to which all operations are unitary.

Section 2: Quantum entanglement

Bell states and the EPR phenomenon

Definition of Bell states

The Bell states are the following four states:

Φ+=12(00+11),Φ=12(0011)|\Phi^+\rangle=\frac{1}{\sqrt{2}}(|00\rangle+|11\rangle), |\Phi^-\rangle=\frac{1}{\sqrt{2}}(|00\rangle-|11\rangle) Ψ+=12(01+10),Ψ=12(0110)|\Psi^+\rangle=\frac{1}{\sqrt{2}}(|01\rangle+|10\rangle), |\Psi^-\rangle=\frac{1}{\sqrt{2}}(|01\rangle-|10\rangle)

These are the basis of the two-qubit Hilbert space.

[The section discussing the EPR phenomenon is ignored here, the key to remember is that there exists no classical (local) explanation for the correlation between the two qubits.]

Von Neumann entropy and maximally entangled states

Definition of EPR state

A vector ψ|\psi\rangle on tensor product space H1H2\mathscr{H}_1\otimes\mathscr{H}_2 is called an EPR state if it is of the form:

ψ=1ni=1ni1i2|\psi\rangle=\frac{1}{\sqrt{n}}\sum_{i=1}^n |i\rangle_1|i\rangle_2

where i1|i\rangle_1 and i2|i\rangle_2 are basis of H1\mathscr{H}_1 and H2\mathscr{H}_2 respectively.

This describes a maximally entangled state.

Weyl operators

Let H\mathscr{H} be a Hilbert space with orthonormal basis (i)(|i\rangle).

The shift operator XX is defined as:

Xi=i+1X|i\rangle=|i+1\rangle

Note that XX permutes basis element cyclically. Let ω=e2πi/n\omega=e^{2\pi i/n}, then 1,ω,ω2,,ωn11,\omega,\omega^2,\cdots,\omega^{n-1} are the nn-th roots of unity.

The phase operator ZZ is defined as:

Zi=ωiiZ|i\rangle=\omega^i|i\rangle

The Weyl operators are the following operators:

Wab=XaZbW_{ab}=X^aZ^b

where a,b{0,1,,n1}a,b\in\{0,1,\cdots,n-1\}.

Definition of von Neumann entropy

The von Neumann entropy of a density operator ρ\rho is defined as:

S(ρ)=Tr(ρlogρ)=iμilogμiS(\rho)=-\operatorname{Tr}(\rho\log\rho)=-\sum_{i}\mu_i\log\mu_i

where μi\mu_i are the eigenvalues of ρ\rho.

Section 3: Information transmission by quantum systems

Transmission of classical information

Transmission over information channels

Let the measurement operation defined by POVM {Ey}\{E_y\}, the conditional probability of obtaining signal yy at the output given the input is xx is given by:

pE(yx)=Tr(ρxEy)p_E(y|x)=\operatorname{Tr}(\rho_x E_y)

where ρx\rho_x is the density operator of the input state, EyE_y is the measurement operator for the output signal yy.

Holevo bound

The maximal amount of classical information that can be transmitted by a quantum system is given by the Holevo bound. log2(d)\log_2(d) is the maximum amount of classical information that can be transmitted by a quantum system with dd levels.

The fact that Hilbert space contains infinitely many different state vectors does not aid us in transmitting an unlimited amount of information. The more states are used for transmission, the closer they are to each other and hence they become less and less distinguishable.

Making use of entanglement and local operations

No information can be gained by measuring a pair of entangled qubits.

Superdense coding [very important]

It is a procedure defined as follows:

Suppose AA and BB share a Bell state Φ+=12(00+11)|\Phi^+\rangle=\frac{1}{\sqrt{2}}(|00\rangle+|11\rangle), where AA holds the first part and BB holds the second part.

AA wish to send 2 classical bits to BB.

AA performs one of four Pauli unitaries on the combined state of entangled qubits \otimes one qubit. Then AA sends the resulting one qubit to BB.

This operation extends the initial one entangled qubit to a system of one of four orthogonal Bell states.

BB performs a measurement on the combined state of the one qubit and the entangled qubits he holds.

BB decodes the result and obtains the 2 classical bits sent by AA.

Superdense coding](https://notenextra.trance-0.com/Math401/Superdense_coding.png )

Section 4: Quantum automorphisms and dynamics

Section ignored.

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