@@ -334,123 +334,6 @@ S=-\mathrm{Tr}[\rho\log_2{\rho}].
334334!et
335335This 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
0 commit comments