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 .
A mixed state is a state that is represented by a density operator in . (convex combination of pure states)
if , then is a mixed state, where and .
Coset space
Two non-zero vectors are said to represent the same state if for some complex number with .
The set of states of a quantum system is called the coset space of , if for some complex number with .
The coset space is called the projective space of , denoted by .
Any vector in the form for some and represents the same state as .
Example: the system of a qubit has a Hilbert space , the coset space is is the Bloch sphere.
Composite systems
Tensor product
The tensor product of two Hilbert spaces and is the Hilbert space with the inner product .
The tensor product of two vectors and is the vector .
Multipartite systems
For each part in a multipartite quantum system, each part is associated a Hilbert space . The total system is associated a Hilbert space .
The state of the total system has the form for some .
Entanglement (talk later)
A state is entangled if it cannot be expressed as a product state for any single-qubit states and . In other words, an entangled state is non-separable.
Example: the Bell state is entangled.
Assume it can be written as where and . Then:
Setting this equal to gives:
This requires:
This is a contradiction, so 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 is .
The density operator of a mixed state is given by the unit vector in with the probability , such that .
The density operator is .
Trace 1 proposition
Density operator on the finite dimensional Hilbert space are positive operators having trace equal to 1.
Pure state lemma
A state is pure if and only if .
For any mixed state , .
[Proof ignored here]
Unitary freedom in the ensemble for density operators theorem
Let and be two collections of vectors in the finite dimensional Hilbert space , the vectors being arbitrary (can be zero) except for the requirement that they define the same density operator .
Then there exists a unitary matrix such that:
The converse is also true.
If is a density operator on given by: and vector is given by: , then is the density operator of the subsystem .
[Proof ignored here]
Density operator of subsystems
Partial trace for density operators
Let be a density operator in , the partial trace of over is the density operator in (reduced density operator for the subsystem ) given by:
Examples
Let be a density operator on .
Expand the expression of in the basis of using linear combination of basis vectors:
Note .
Then the reduced density operator of the subsystem in first qubit is, note the and :
is a mixed state.
Schmidt Decomposition theorem
Let be a unit vector (pure state), then there exists orthonormal bases of and of and , where is the Schmidt rank of , such that:
where are non-negative real numbers. such that .
[Proof ignored here]
Remark: non-zero vector decomposes as a tensor product if and only if the Schmidt rank of is 1. A state that cannot be decomposed as a tensor product is called entangled.
Reduced density operator
In , the reduced density operator of the subsystem is:
where is the density operator in .
Example:
Let ,
Expand the expression of in the basis of :
then the reduced density operator of the subsystem in first qubit is:
State purification
Every mixed state can be derived as the reduction of a pure state on an enlarged Hilbert space.
State purification theorem
Let be a mixed state in a finite dimensional Hilbert space , then there exists a unit vector such that:
Hint of proof:
Let be an orthonormal basis of , , , then:
Let .
Observables
The observables in the quantum theory are self-adjoint operators on the Hilbert space , denoted by
In finite dimensional Hilbert space, can be written as , where is the projection operator onto the eigenspace of corresponding to the eigenvalue . .
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 is a map such that:
- for all .
- .
- If are pairwise disjoint orthogonal projections, whose sum is also in then .
Where projections are disjoint if .
Definition of density operator (non-commutative (quantum) probability theory)
A density operator on the finite-dimensional Hilbert space is:
- self-adjoint (, that is for all )
- positive semi-definite (all eigenvalues are non-negative)
- .
If is an orthonormal basis of consisting of eigenvectors of , for the eigenvalue , then and .
We can write as
(under basis , it is a diagonal matrix with on the diagonal)
Every basis of can be decomposed to these forms.
Theorem: Born’s rule
Let be a density operator on . then
Defines a probability measure on the space .
[Proof ignored here]
Theorem: Gleason’s theorem (very important)
Let be a Hilbert space over or of dimension . Let be a state on the space of projections on . Then there exists a unique density operator such that
for all . is the space of all orthogonal projections on .
[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 on such that .
The set of effects on is denoted by .
An operator is said to be the extreme point of the convex set if it cannot be written as a convex combination of two other effects.
That is, If is an extreme point, then for some and implies .
Proposition: Effect operator lemma
The set of orthogonal projections on , , is the set of extreme points of .
Theorem: Generalized measures on effects
Let be a finite-dimensional Hilbert space. Then any generalized probability measure
with the properties (same as the definition of states):
- for all .
- .
- If are pairwise disjoint orthogonal effects, whose sum is also in then .
is the form:
for some density operator on .
[Proof ignored here]
If is a positive linear functional on the space of self-adjoint operators on the finite dimensional Hilbert space .
Then, there exists a density operator on such that .
Measurements
A measurement (observation) of a system prepared in a given state produces an outcome , is a physical event that is a subset of the set of all possible outcomes.
To each , we associate a measurement operator on .
Given the initial state (pure state, unit vector) , the probability of measurement outcome is given by:
After the measurement, the state of the system is given by:
Note that to make sense of this definition, the collection of measurement operators must satisfy the completeness requirement:
So .
An example of measurement is the projective measurements (von Neumann measurements).
It is given by the set of orthogonal projections on with the property:
- for all
Composition of measurements
Given two complete collections of measurement operators and on and respectively, the composition of the two measurements is given by the collection of measurement operators on .
Proposition of indistinguishability
Suppose that we have two system , the two states are distinguishable if and only if they are orthogonal.
Ways to distinguish the two states:
- set and ,
- then is a complete collection of measurement operators on .
- suppose the prepared state is , then , , .
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 is a positive operator on such that . A positive operator valued measure POVM consists of an index set and a collection of effects satisfying the identity .
The probabilty of measurement outcome is given by on a ysstem prepared in the state described by the unit vector .
For a mixed state , the probability of measurement outcome is given by .
Example, suppose we have a system prepared in the following two states:
Since they are not orthogonal, there is no measurement that can definitely distinguish the two states.
Consider the following POVM:
Then, suppose we have an unknown state , the probability of given , measurement outcome is:
So if the measurement outcome is , we can conclude that the state is .
The probability of given , measurement outcome is:
So if the measurement outcome is , we can conclude that the state is .
If the measurement outcome is , then we cannot conclude anything about the state.
Proposition: Ancilla system
A general measurement of a system having Hilbert space is equivalent to a projective measurement composed with a unitary transformation on the Hilbert space of a composite system. The system described by is called the ancilla system. This equivalent measurement is not unique.
[Further details ignored here]
Quantum operations and CPTP maps
is the space of intergrable functions on , that is for some measure on .
We define , the space of trace class operators on , as the space of operators such that .
is the space of square intergrable functions on , that is for some measure on .
We define , the space of Hilbert-Schmidt operators on , as the space of operators such that .
The space of is a Hilbert space equipped with the inner product .
with Cauchy-Schwarz inequality:
The space of density operators is a convex subset (for , , ) of with trace .
Definition of CPTP map
A completely positive trace preserving (CPTP) map is a linear map such that:
- for all .
- is completely positive, that is is positive for every finite-dimensional or separable Hilbert space .
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 is given by:
This map is positive but will assign negative values to some entangled states given by:
where .
Definition of quantum channel
Let and be Hilbert spaces, be a unitary operator on , and be a density operator on . The CPTP map
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 is prepared in a fixed state (density operator).
Coupling: The input state (on ) is combined with to form on .
Unitary evolution: The joint system evolves under (unitary on ).
Discarding ancilla: The ancilla is traced out, leaving a state on .
This is a Stinespring dilation, representing any CPTP map.
Proposition: Stinespring dilation theorem (to be checked)
Any CPTP map can be represented as:
Conditional operations
Definition of controlled-unitary operations
A controlled-unitary operation is
where is a unitary operator on and is a basis of .
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:
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 on tensor product space is called an EPR state if it is of the form:
where and are basis of and respectively.
This describes a maximally entangled state.
Weyl operators
Let be a Hilbert space with orthonormal basis .
The shift operator is defined as:
Note that permutes basis element cyclically. Let , then are the -th roots of unity.
The phase operator is defined as:
The Weyl operators are the following operators:
where .
Definition of von Neumann entropy
The von Neumann entropy of a density operator is defined as:
where are the eigenvalues of .
Section 3: Information transmission by quantum systems
Transmission of classical information
Transmission over information channels
Let the measurement operation defined by POVM , the conditional probability of obtaining signal at the output given the input is is given by:
where is the density operator of the input state, is the measurement operator for the output signal .
Holevo bound
The maximal amount of classical information that can be transmitted by a quantum system is given by the Holevo bound. is the maximum amount of classical information that can be transmitted by a quantum system with 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 and share a Bell state , where holds the first part and holds the second part.
wish to send 2 classical bits to .
performs one of four Pauli unitaries on the combined state of entangled qubits one qubit. Then sends the resulting one qubit to .
This operation extends the initial one entangled qubit to a system of one of four orthogonal Bell states.
performs a measurement on the combined state of the one qubit and the entangled qubits he holds.
decodes the result and obtains the 2 classical bits sent by .
Superdense coding](https://notenextra.trance-0.com/Math401/Superdense_coding.png )
Section 4: Quantum automorphisms and dynamics
Section ignored.