@@ -296,7 +296,7 @@ We can then expand our state $|\psi(\theta)\rangle$ in terms of the eigenstates
296296and insert this in the expression for the expectation value (note that we drop the denominator in the Rayleigh-Ritz ratio)
297297!bt
298298\[
299- \langle\psi(\theta)\vert \mathcal{H}\vert\psi(\theta)\rangle=\sum_{nm}c^*_mc_n\langle m\vert\mathcal{H}\vertn \rangle
299+ \langle\psi(\theta)\vert \mathcal{H}\vert\psi(\theta)\rangle=\sum_{nm}c^*_mc_n\langle m\vert\mathcal{H}\vert n \rangle
300300=\sum_{nm}c^*_mc_nE_n\langle m\vert n \rangle=\sum_{nm}\delta_{nm}c^*_mc_nE_n=\sum_{n}\vert c_n\vert^2E_n \geq E_0\sum_{n}\vert c_n\vert^2=E_0,
301301\]
302302!et
@@ -456,35 +456,36 @@ expectation values of operators can be estimated via quantum computers
456456by post-processing measurements of quantum circuits in different
457457basis sets. To rotate bases, one uses the basis rotator $R_\sigma$ which is
458458defined for each Pauli gate $\sigma$ to be (using the Hadamard rotation $H$ and Phase rotation $S$)
459-
459+ for a Pauli-$X$ matrix
460460!bt
461- \begin{align}
462- R_{\sigma} = H, & \text{if} \ \ sigma = X,
463- \end{align} label{eq:auto8}
461+ \[
462+ X= R_{\sigma}ZR_{\ sigma} = HZH
463+ \]
464464!et
465- and
465+ for a Pauli-$Y$ matrix
466466!bt
467- \begin{align}
468- HS^{\dagger}, & \text{if} \ \ sigma = Y ,
469- \end{align}
467+ \[
468+ Y=R_{\sigma}ZR_{\ sigma}=HS^{\dagger}ZHS ,
469+ \]
470470!et
471471and
472472!bt
473- \begin{align}
474- I, & \text{if} \ \sigma = Z.
475- \end{align}
473+ \[
474+ Z=R_{\sigma}ZR_{\sigma}=\bm{I}Z\bm{I}= Z.
475+ \]
476476!et
477477
478478!split
479479===== Measurements of eigenvalues of the Pauli operators =====
480+
480481We can show that these rotations allow us to measure the eigenvalues of the Pauli operators. The eigenvectors of the Pauli $X$ gate are
481482!bt
482483\[
483484\vert\pm\rangle = \frac{\vert 0\rangle \pm \vert 1\rangle}{\sqrt{2}},
484485\]
485486!et
486487with eigenvalues $\pm 1$.
487- Acting on the eigenstates with the rotation in eq. (ref{eq:auto8}) gives
488+ Acting on the eigenstates with the rotation gives
488489!bt
489490\[
490491H\vert +\rangle = +1\vert 0\rangle,
@@ -513,7 +514,7 @@ We then have the following expectation value for the Pauli $X$ operator
513514\langle \vert X\vert \rangle = \langle \psi\vert X \vert \psi\rangle = |\alpha|^2 - |\beta|^2.
514515\]
515516!et
516- However, we can only measure the qubits in the computational basis. Applying the rotation in eq. (ref{eq:auto8}) to our state gives
517+ However, we can only measure the qubits in the computational basis. Applying the rotation to our state gives
517518!bt
518519\[
519520H \vert \psi\rangle = \alpha \vert 0\rangle - \beta \vert 1\rangle.
@@ -525,7 +526,7 @@ H \vert \psi\rangle = \alpha \vert 0\rangle - \beta \vert 1\rangle.
525526
526527This tells us that we are able to estimate $|\alpha|^2$ and
527528$|\beta|^2$ (and hence the expectation value of the Pauli $X$
528- operator) by using the rotation in eq. (ref{eq:auto8}) and measure the
529+ operator) by using a rotation and measure the
529530resulting state in the computational basis. We can show this for the
530531Pauli $Z$ and Pauli $Y$ similarly.
531532
@@ -548,14 +549,14 @@ which follows from the fact that $HZH=X$ and $SXS^\dagger=Y$.
548549With this, we see that the expectation value of an arbitrary
549550Pauli-gate $\sigma$ in the state $\vert\psi\rangle$ can be expressed as a linear combination of probabilities
550551!bt
551- \begin{align}
552+ \begin{align* }
552553E_{\psi}(\sigma)
553554&= \langle \psi\vert\sigma\vert\psi\rangle \nonumber \\
554555&=\langle\psi\vert R_{\sigma}^{\dagger}ZR_{\sigma}\vert\psi\rangle =\langle \phi\vert Z\vert \phi\rangle \nonumber \\
555556&=\langle\phi\vert\left(\sum_{x\in\{0,1\}}(-1)^x\vert x\rangle\langle x\vert\right)\vert\phi\rangle \nonumber \\
556557&=\sum_{x\in\{0,1\}}(-1)^x\vert\langle x\vert \phi\rangle\vert^2\nonumber \\
557558&=\sum_{x\in\{0,1\}}(-1)^xP(\vert \phi\rangle\to\vert x\rangle),
558- \end{align}
559+ \end{align* }
559560!et
560561
561562where $\vert \phi\rangle=\vert R_\sigma\phi\rangle$ and
@@ -573,7 +574,7 @@ non-trivially on the set of qubits $Q$ which is a subset of the total
573574set of $n$ qubits in the system. Then
574575
575576!bt
576- \begin{align}
577+ \begin{align* }
577578E_{\psi}\left(P\right)
578579&=\langle \psi\vert\left(\bigotimes_{p\in Q}\sigma_p\right)\vert \psi\rangle \nonumber \\
579580&=\langle \psi\vert\left(\bigotimes_{p\in Q}\sigma_p\right)
@@ -585,14 +586,14 @@ E_{\psi}\left(P\right)
585586\left(\bigotimes_{p \in Q}Z_p\right)
586587\left(\bigotimes_{q\notin Q}I_q\right)
587588\left(\bigotimes_{p \in Q}R_{\sigma_p}\right)\vert \psi\rangle \nonumber
588- \end{align}
589+ \end{align* }
589590!et
590591
591592!split
592593===== Which gives us =====
593594
594595!bt
595- \begin{align}
596+ \begin{align* }
596597E_{\psi}\left(P\right)
597598&=
598599\langle \phi\vert
@@ -618,7 +619,7 @@ E_{\psi}\left(P\right)
618619\\
619620&=
620621\sum_{x\in\{0,1\}^n}(-1)^{\sum_{p\in Q}x_p}P(\vert \phi\rangle\to\vert x\rangle),
621- \end{align}
622+ \end{align* }
622623!et
623624where $\vert \phi\rangle=\vert \bigotimes_{p\in Q}R_{\sigma_p}\psi\rangle$.
624625
@@ -696,20 +697,20 @@ terms of Pauli $X$ and $Z$ matrices, as discussed in the project text.
696697We define a symmetric matrix $H\in {\mathbb{R}}^{2\times 2}$
697698!bt
698699\[
699- H = \begin{bmatrix} H_{ 11} & H_{ 12} \\ H_{ 21} & H_ {22}
700+ \mathcal{H} = \begin{bmatrix} \mathcal{H}_{ 11} & \mathcal{H}_{ 12} \\ \mathcal{H}_{ 21} & \mathcal{H}_ {22}
700701\end{bmatrix},
701702\]
702703!et
703- We let $H = H_0 + H_I $, where
704+ We let $\mathcal{H} = \mathcal{H}_0 + \mathcal{H}_I $, where
704705!bt
705706\[
706- H_0 = \begin{bmatrix} E_1 & 0 \\ 0 & E_2\end{bmatrix},
707+ \mathcal{H}_0 = \begin{bmatrix} E_1 & 0 \\ 0 & E_2\end{bmatrix},
707708\]
708709!et
709710is a diagonal matrix. Similarly,
710711!bt
711712\[
712- H_I = \begin{bmatrix} V_{11} & V_{12} \\ V_{21} & V_{22}\end{bmatrix},
713+ \mathcal{H}_I = \begin{bmatrix} V_{11} & V_{12} \\ V_{21} & V_{22}\end{bmatrix},
713714\]
714715!et
715716where $V_{ij}$ represent various interaction matrix elements.
@@ -720,15 +721,15 @@ where $V_{ij}$ represent various interaction matrix elements.
720721
721722We can view $H_0$ as the non-interacting solution
722723!bt
723- \begin{equation}
724- H_0 \vert 0 \rangle =E_1\vert 0 \rangle,
725- \end{equation}
724+ \[
725+ \mathcal{H}_0 \vert 0 \rangle =E_1\vert 0 \rangle,
726+ \]
726727!et
727728and
728729!bt
729- \begin{equation}
730- H_0 \vert 1\rangle =E_2\vert 1\rangle,
731- \end{equation}
730+ \[
731+ \mathcal{H}_0 \vert 1\rangle =E_2\vert 1\rangle,
732+ \]
732733!et
733734where we have defined the orthogonal computational one-qubit basis states $\vert 0\rangle$ and $\vert 1\rangle$.
734735
@@ -737,22 +738,22 @@ where we have defined the orthogonal computational one-qubit basis states $\vert
737738We rewrite $H$ (and $H_0$ and $H_I$) via Pauli matrices
738739!bt
739740\[
740- H_0 = \mathcal{E} I + \Omega \sigma_z, \quad \mathcal{E} = \frac{E_1
741+ \mathcal{H}_0 = \mathcal{E} I + \Omega \sigma_z, \quad \mathcal{E} = \frac{E_1
741742 + E_2}{2}, \; \Omega = \frac{E_1-E_2}{2},
742743\]
743744!et
744745and
745746!bt
746747\[
747- H_I = c \bm{I} +\omega_z\sigma_z + \omega_x\sigma_x,
748+ \mathcal{H}_I = c \bm{I} +\omega_z\sigma_z + \omega_x\sigma_x,
748749\]
749750!et
750751with $c = (V_{11}+V_{22})/2$, $\omega_z = (V_{11}-V_{22})/2$ and $\omega_x = V_{12}=V_{21}$.
751752We let our Hamiltonian depend linearly on a strength parameter $\lambda$
752753
753754!bt
754755\[
755- H=H_0 +\lambda H_ \mathrm{I},
756+ \mathcal{H}=\mathcal{H}_0 +\lambda \mathcal{H}_ \mathrm{I},
756757\]
757758!et
758759
@@ -835,7 +836,7 @@ We have seen how to rewrite the above $2\times 2$ eiegenvalue problem in terms o
835836and the identity matrix $\bm{I}$. Let us make this Hamiltonian that involves only one qubit somewhat more general
836837!bt
837838\[
838- \left\langle H \right\rangle = \left\langle \ psi \right| H \left| \psi \right\rangle = a \cdot \left\langle \psi \right| I \left| \psi \right\rangle + b \cdot \left\langle \psi \right| Z \left| \psi \right\rangle + c \cdot \left\langle \psi \right| X \left| \psi \right\rangle + d \cdot \left\langle \psi \right| Y \left| \psi \right\rangle.
839+ \left\langle \ psi \right| \mathcal{H} \left| \psi \right\rangle = a \cdot \left\langle \psi \right| I \left| \psi \right\rangle + b \cdot \left\langle \psi \right| Z \left| \psi \right\rangle + c \cdot \left\langle \psi \right| X \left| \psi \right\rangle + d \cdot \left\langle \psi \right| Y \left| \psi \right\rangle.
839840\]
840841!et
841842
@@ -846,15 +847,15 @@ For the $I$ operator the expectation value is always unity:
846847
847848!bt
848849\[
849- \left\langle \psi \right| \bm{I} \left| \psi \right\rangle = \left\langle \psi \right|\left| \psi \right\rangle = 1.
850+ \left\langle \psi \right| \bm{I} \left| \psi \right\rangle = 1.
850851\]
851852!et
852853Its contribution to the overall expectaction value is thus given by the constant $a$.
853854
854855!split
855856===== The Pauli matrices =====
856857
857- For rest of the Pauli operators, we should make the following remark:
858+ For rest of the Pauli operators, we make the following remark:
858859every one qubit quantum state $\left| \psi \right\rangle$ can be
859860represented via different sets of basis vectors:
860861
912913===== Analyzing these equations =====
913914
914915
915- The first presented eigenvectors for each Pauli has an eigenvalue equal to $+1$: $Z \left| 0 \right\rangle = +1\left| 0 \right\rangle$, $X \left| + \right\rangle = +1\left| + \right\rangle$, $Y \left| +i \right\rangle = +1\left| +i \right\rangle$. And the second presented eigenvectors for each Pauli has an eigenvalue equal to $-1$: $Z \left| 1 \right\rangle = -1\left| 1 \right\rangle$, $X \left| - \right\rangle = -1\left| - \right\rangle$, $Y \left| -i \right\rangle = -1\left| -i \right\rangle$. Now, let's calculate the expectation values of these Pauli operators:
916+ The first presented eigenvectors for each Pauli operator have eigenvalues equal to $+1$: $Z \left| 0 \right\rangle = +1\left| 0 \right\rangle$, $X \left| + \right\rangle = +1\left| + \right\rangle$, $Y \left| +i \right\rangle = +1\left| +i \right\rangle$, respectively.
917+
918+
919+ The second eigenvectors for each Pauli operator have eigenvalues equal to $-1$: $Z \left| 1 \right\rangle = -1\left| 1 \right\rangle$, $X \left| - \right\rangle = -1\left| - \right\rangle$, $Y \left| -i \right\rangle = -1\left| -i \right\rangle$, respectively
920+
921+
922+ !split
923+ ===== Explicit eigenvalues =====
924+
925+ Now, let's calculate the expectation values of these Pauli operators:
916926
917927!bt
918928\begin{align*}
@@ -924,73 +934,24 @@ The first presented eigenvectors for each Pauli has an eigenvalue equal to $+1$:
924934\end{align*}
925935!et
926936
927- !split
928- ===== Using the inner products =====
929- Here we have taken into account that the inner product of orthonormal vectors is 0 (e.g. $\left\langle 0 \right| \left| 1 \right\rangle = 0$, $\left\langle + \right| \left| - \right\rangle = 0$, $\left\langle +i \right| \left| -i \right\rangle = 0$).
930-
931-
932- But what are these $\left| c \right|^2$s? The ${\left| c_1^z
933- \right|}^2$ and ${\left| c_2^z \right|}^2$ are by definition the
934- probabilities that after Z basis measurement (measuring is it $\left|
935- 0 \right\rangle$ or is it $\left| 1 \right\rangle$) the quantum state
936- $\left| \psi \right\rangle$ will become $\left| 0 \right\rangle$ or
937- $\left| 1 \right\rangle$ respectively.
938-
939- !split
940- ===== Rethinking the basis =====
941-
942- In order to find that value, we should run our program with our trial
943- $\left| \psi \right\rangle$ wavefunction and do $Z$ measurement on the
944- qubit $N$ times (it is named *shots* in the code).
945-
946- The probability
947- of finding the qubit after measurment in $\left| 0 \right\rangle$
948- state will be equal to ${\left| c_1^z \right|}^2 = \frac{n_0}{N}$,
949- where $n_0$ is the number of the $\left| 0 \right\rangle$ state
950- measurments. Similarly, ${\left| c_2^z \right|}^2 = \frac{n_1}{N}$,
951- where $n_1$ is the number of the $\left| 1 \right\rangle$ state
952- measurments.
953-
954- Thus, the final expectation value will be $\left\langle Z\right\rangle = \frac{n_0 - n_1}{N}$.
955-
956-
957- !split
958- ===== Measurements =====
959-
960- For $\left\langle X \right\rangle = \frac{n_+ - n_-}{N}$ and
961- $\left\langle Y \right\rangle = \frac{n_{+i} - n_{-i}}{N}$ the
962- expectation value estimation procedure stays the same.
963-
964- Here $n_+$ and $n_-$ are numbers of measurements in X basis that
965- corresponds to $\left| + \right\rangle$ or $\left| - \right\rangle$
966- outcomes respectively. And $n_{+i}$ and $n_{-i}$ are numbers of
967- measurements in $Y$ basis that corresponds to $\left| +i
968- \right\rangle$ or $\left| -i \right\rangle$ outcomes respectively.
969-
970937
971938!split
972939===== Computational basis =====
973940
974- The difficulty comes from the fact that one may have the possibility
975- to measure only in the $Z$ basis. To solve this difficulty we still do
976- a $Z$ basis measurement, but, before that, we apply specific operators
977- to the $\left| \psi \right\rangle$ state.
978-
979- We try to apply such an
980- operator that after measuring the probability of $\left| 0
981- \right\rangle$ outcome will be equal to the probability of $\left| +
982- \right\rangle$ $\left( \left| +i \right\rangle \right)$ outcome.
941+ The above equations require that we can make measurements in the chosen basis sets.
983942
984- And the probability of $\left| 1 \right\rangle$ outcome will be equal to
985- the probability of $\left| - \right\rangle$ $\left( \left| -i \right\rangle \right)$ outcome.
943+ However, this may not be possible. The difficulty comes from the fact that one may have the possibility
944+ to measure only in the $Z$-basis. To solve this difficulty we still do
945+ a $Z$-basis measurement, but, before that, we apply specific operators
946+ to the $\left| \psi \right\rangle$ state.
986947
987948!split
988949===== Unitary transformation of $\bm{X}$ =====
989950
990951If we use the Hadamard gate
991952!bt
992953\[
993- \bm{H} = \frac{1}{\sqrt{2}}\begin{pmatrix}
954+ H = \frac{1}{\sqrt{2}}\begin{pmatrix}
9949551 & 1\\
9959561 & -1
996957\end{pmatrix},
@@ -999,7 +960,7 @@ If we use the Hadamard gate
999960we can rewrite
1000961!bt
1001962\[
1002- \bm{X}=\bm{H}\bm{Z}\bm{H} .
963+ X=HZH .
1003964\]
1004965!et
1005966
@@ -1012,15 +973,15 @@ For the one-qubit Hamiltonian we have toyed with till now, we can thus
1012973rewrite in an easy way the Hamiltonian so that we can perform
1013974measurements using our favorite computational basis.
1014975
1015- The transformation of the Pauli $\bm{X}$ matrix can be generalized, as
1016- we will see in more detail next week for the two-qubit Hamiltonian and
976+ The transformation of the Pauli- $\bm{X}$ matrix can be generalized, as
977+ we will see in more detail below for the two-qubit Hamiltonian and next week for
1017978the Lipkin model, to the following expression
1018979!bt
1019980\[
1020- {\cal P}=\bm{U}^{\dagger}\bm{M}\bm{U},
981+ \mathcal{ P}=\bm{U}^{\dagger}\bm{M}\bm{U},
1021982\]
1022983!et
1023- where ${\cal P}$ represents some combination of the Pauli matrices and
984+ where $\mathcal{ P}$ represents some combination of the Pauli matrices and
1024985the identity matrix, $\bm{U}$ is a unitary matrix and $\bm{M}$
1025986represents the gate/matrix which performs the measurements, often
1026987represented by a Pauli $\bm{Z}$ gate/matrix.
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