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Update week5.do.txt
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doc/src/week5/week5.do.txt

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@@ -334,123 +334,6 @@ S=-\mathrm{Tr}[\rho\log_2{\rho}].
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!et
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This is the so-called Von Neumann entropy. How did we arrive at this expression?
336336

337-
338-
339-
340-
!split
341-
===== Schmidt decomposition =====
342-
If we cannot write the density matrix in this form, we say the system
343-
$AB$ is entangled. In order to see this, we can use the so-called
344-
Schmidt decomposition, which is essentially an application of the
345-
singular-value decomposition.
346-
347-
348-
!split
349-
===== Pure states and Schmidt decomposition =====
350-
351-
The Schmidt decomposition allows us to define a pure state in a
352-
bipartite Hilbert space composed of systems $A$ and $B$ as
353-
354-
!bt
355-
\[
356-
\vert\psi\rangle=\sum_{i=0}^{d-1}\sigma_i\vert i\rangle_A\vert i\rangle_B,
357-
\]
358-
!et
359-
where the amplitudes $\sigma_i$ are real and positive and their
360-
squared values sum up to one, $\sum_i\sigma_i^2=1$. The states $\vert
361-
i\rangle_A$ and $\vert i\rangle_B$ form orthornormal bases for systems
362-
$A$ and $B$ respectively, the amplitudes $\lambda_i$ are the so-called
363-
Schmidt coefficients and the Schmidt rank $d$ is equal to the number
364-
of Schmidt coefficients and is smaller or equal to the minimum
365-
dimensionality of system $A$ and system $B$, that is $d\leq
366-
\mathrm{min}(\mathrm{dim}(A), \mathrm{dim}(B))$.
367-
368-
369-
!split
370-
===== Proof of Schmidt decomposition =====
371-
372-
The proof for the above decomposition is based on the singular-value
373-
decomposition. To see this, assume that we have two orthonormal bases
374-
sets for systems $A$ and $B$, respectively. That is we have two ONBs
375-
$\vert i\rangle_A$ and $\vert j\rangle_B$. We can always construct a
376-
product state (a pure state) as
377-
378-
!bt
379-
\[ \vert\psi \rangle = \sum_{ij} c_{ij}\vert i\rangle_A\vert
380-
j\rangle_B,
381-
\]
382-
!et
383-
where the coefficients $c_{ij}$ are the overlap coefficients which
384-
belong to a matrix $\bm{C}$.
385-
386-
387-
388-
!split
389-
===== Further parts of proof =====
390-
391-
If we now assume that the
392-
dimensionalities of the two subsystems $A$ and $B$ are the same $d$,
393-
we can always rewrite the matrix $\bm{C}$ in terms of a singular-value
394-
decomposition with unitary/orthogonal matrices $\bm{U}$ and $\bm{V}$
395-
of dimension $d\times d$ and a matrix $\bm{\Sigma}$ which contains the
396-
(diagonal) singular values $\sigma_0\leq \sigma_1 \leq \dots 0$ as
397-
398-
!bt
399-
\[
400-
\bm{C}=\bm{U}\bm{\Sigma}\bm{V}^{\dagger}.
401-
\]
402-
!et
403-
404-
!split
405-
===== SVD parts in proof =====
406-
407-
This means we can rewrite the coefficients $c_{ij}$ in terms of the singular-value decomposition
408-
!bt
409-
\[
410-
c_{ij}=\sum_k u_{ik}\sigma_kv_{kj},
411-
\]
412-
!et
413-
and inserting this in the definition of the pure state $\vert \psi\rangle$ we have
414-
415-
!bt
416-
\[
417-
\vert\psi \rangle = \sum_{ij} \left(\sum_k u_{ik}\sigma_kv_{kj} \right)\vert i\rangle_A\vert j\rangle_B.
418-
\]
419-
!et
420-
421-
!split
422-
===== Slight rewrite =====
423-
We rewrite the last equation as
424-
425-
!bt
426-
\[
427-
\vert\psi \rangle = \sum_{k}\sigma_k \left(\sum_i u_{ik}\vert i\rangle_A\right)\otimes\left(\sum_jv_{kj}\vert j\rangle_B\right),
428-
\]
429-
!et
430-
which we identify simply as, since the matrices $\bm{U}$ and $\bm{V}$ represent unitary transformations,
431-
!bt
432-
\[
433-
\vert\psi \rangle = \sum_{k}\sigma_k \vert k\rangle_A\vert k\rangle_B.
434-
\]
435-
!et
436-
437-
438-
!split
439-
===== Different dimensionalities =====
440-
441-
It is straight forward to prove this relation in case systems $A$ and
442-
$B$ have different dimensionalities. Once we know the Schmidt
443-
decomposition of a state, we can immmediately say whether it is
444-
entangled or not. If a state $\psi$ has is entangled, then its Schmidt
445-
decomposition has more than one term. Stated differently, the state is
446-
entangled if the so-called Schmidt rank is is greater than one. There
447-
is another important property of the Schmidt decomposition which is
448-
related to the properties of the density matrices and their trace
449-
operations and the entropies. In order to introduce these concepts let
450-
us look at the two-qubit Hamiltonian described here.
451-
452-
453-
454337
!split
455338
===== Two-qubit system and calculation of density matrices and exercise =====
456339

@@ -656,6 +539,123 @@ plt.show
656539

657540

658541

542+
543+
!split
544+
===== Schmidt decomposition =====
545+
If we cannot write the density matrix in this form, we say the system
546+
$AB$ is entangled. In order to see this, we can use the so-called
547+
Schmidt decomposition, which is essentially an application of the
548+
singular-value decomposition.
549+
550+
551+
!split
552+
===== Pure states and Schmidt decomposition =====
553+
554+
The Schmidt decomposition allows us to define a pure state in a
555+
bipartite Hilbert space composed of systems $A$ and $B$ as
556+
557+
!bt
558+
\[
559+
\vert\psi\rangle=\sum_{i=0}^{d-1}\sigma_i\vert i\rangle_A\vert i\rangle_B,
560+
\]
561+
!et
562+
where the amplitudes $\sigma_i$ are real and positive and their
563+
squared values sum up to one, $\sum_i\sigma_i^2=1$. The states $\vert
564+
i\rangle_A$ and $\vert i\rangle_B$ form orthornormal bases for systems
565+
$A$ and $B$ respectively, the amplitudes $\lambda_i$ are the so-called
566+
Schmidt coefficients and the Schmidt rank $d$ is equal to the number
567+
of Schmidt coefficients and is smaller or equal to the minimum
568+
dimensionality of system $A$ and system $B$, that is $d\leq
569+
\mathrm{min}(\mathrm{dim}(A), \mathrm{dim}(B))$.
570+
571+
572+
!split
573+
===== Proof of Schmidt decomposition =====
574+
575+
The proof for the above decomposition is based on the singular-value
576+
decomposition. To see this, assume that we have two orthonormal bases
577+
sets for systems $A$ and $B$, respectively. That is we have two ONBs
578+
$\vert i\rangle_A$ and $\vert j\rangle_B$. We can always construct a
579+
product state (a pure state) as
580+
581+
!bt
582+
\[ \vert\psi \rangle = \sum_{ij} c_{ij}\vert i\rangle_A\vert
583+
j\rangle_B,
584+
\]
585+
!et
586+
where the coefficients $c_{ij}$ are the overlap coefficients which
587+
belong to a matrix $\bm{C}$.
588+
589+
590+
591+
!split
592+
===== Further parts of proof =====
593+
594+
If we now assume that the
595+
dimensionalities of the two subsystems $A$ and $B$ are the same $d$,
596+
we can always rewrite the matrix $\bm{C}$ in terms of a singular-value
597+
decomposition with unitary/orthogonal matrices $\bm{U}$ and $\bm{V}$
598+
of dimension $d\times d$ and a matrix $\bm{\Sigma}$ which contains the
599+
(diagonal) singular values $\sigma_0\leq \sigma_1 \leq \dots 0$ as
600+
601+
!bt
602+
\[
603+
\bm{C}=\bm{U}\bm{\Sigma}\bm{V}^{\dagger}.
604+
\]
605+
!et
606+
607+
!split
608+
===== SVD parts in proof =====
609+
610+
This means we can rewrite the coefficients $c_{ij}$ in terms of the singular-value decomposition
611+
!bt
612+
\[
613+
c_{ij}=\sum_k u_{ik}\sigma_kv_{kj},
614+
\]
615+
!et
616+
and inserting this in the definition of the pure state $\vert \psi\rangle$ we have
617+
618+
!bt
619+
\[
620+
\vert\psi \rangle = \sum_{ij} \left(\sum_k u_{ik}\sigma_kv_{kj} \right)\vert i\rangle_A\vert j\rangle_B.
621+
\]
622+
!et
623+
624+
!split
625+
===== Slight rewrite =====
626+
We rewrite the last equation as
627+
628+
!bt
629+
\[
630+
\vert\psi \rangle = \sum_{k}\sigma_k \left(\sum_i u_{ik}\vert i\rangle_A\right)\otimes\left(\sum_jv_{kj}\vert j\rangle_B\right),
631+
\]
632+
!et
633+
which we identify simply as, since the matrices $\bm{U}$ and $\bm{V}$ represent unitary transformations,
634+
!bt
635+
\[
636+
\vert\psi \rangle = \sum_{k}\sigma_k \vert k\rangle_A\vert k\rangle_B.
637+
\]
638+
!et
639+
640+
641+
!split
642+
===== Different dimensionalities =====
643+
644+
It is straight forward to prove this relation in case systems $A$ and
645+
$B$ have different dimensionalities. Once we know the Schmidt
646+
decomposition of a state, we can immmediately say whether it is
647+
entangled or not. If a state $\psi$ has is entangled, then its Schmidt
648+
decomposition has more than one term. Stated differently, the state is
649+
entangled if the so-called Schmidt rank is is greater than one. There
650+
is another important property of the Schmidt decomposition which is
651+
related to the properties of the density matrices and their trace
652+
operations and the entropies. In order to introduce these concepts let
653+
us look at the two-qubit Hamiltonian described here.
654+
655+
656+
657+
658+
659659
!split
660660
===== Exercise: Two-qubit Hamiltonian =====
661661

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