bac-s-maths 2017 Q5A

bac-s-maths · France · asie Matrices Matrix Power Computation and Application
Several transmission lines are assembled end to end, and we assume they introduce errors independently of one another. Each line transmits a bit correctly with probability $p$, and incorrectly with probability $1 - p$. We study the transmission of a single bit, which has value 1 at the beginning of transmission. After passing through $n$ transmission lines, we denote:
  • $p _ { n }$ the probability that the received bit has value 1;
  • $q _ { n }$ the probability that the received bit has value 0.
We therefore have $p _ { 0 } = 1$ and $q _ { 0 } = 0$. We define the following matrices:
$$A = \left( \begin{array} { c c } p & 1 - p \\ 1 - p & p \end{array} \right) \quad X _ { n } = \binom { p _ { n } } { q _ { n } } \quad P = \left( \begin{array} { c c } 1 & 1 \\ 1 & - 1 \end{array} \right) .$$
We admit that, for every integer $n$, we have: $X _ { n + 1 } = A X _ { n }$ and therefore, $X _ { n } = A ^ { n } X _ { 0 }$.
  1. a. Show that $P$ is invertible and determine $P ^ { - 1 }$. b. We set: $D = \left( \begin{array} { c c } 1 & 0 \\ 0 & 2 p - 1 \end{array} \right)$. Verify that: $A = P D P ^ { - 1 }$. c. Show that, for every integer $n \geqslant 1$, $$A ^ { n } = P D ^ { n } P ^ { - 1 } .$$ d. Using the screenshot of a computer algebra system given below, determine the expression of $q _ { n }$ as a function of $n$.
    1$X 0 : = [ [ 1 ] , [ 0 ] ]$
    $\left[ \begin{array} { l } 1 \\ 0 \end{array} \right]$M
    2$\mathrm { P } : = [ [ 1,1 ] , [ 1 , - 1 ] ]$
    $\left[ \begin{array} { c c } 1 & 1 \\ 1 & - 1 \end{array} \right]$M
    3$\mathrm { D } : = [ [ 1,0 ] , [ 0,2 * p - 1 ] ]$
    $\left[ \begin{array} { c c } 1 & 0 \\ 0 & 2 * p - 1 \end{array} \right]$M
    4$P * \left( D ^ { \wedge } n \right) * P ^ { \wedge } ( - 1 ) * X 0$
    $\left[ \frac { ( 2 * p - 1 ) ^ { n } + 1 } { 2 } \right]$
    $\frac { - ( 2 * p - 1 ) ^ { n } + 1 } { 2 }$M

  2. We assume in this question that $p$ equals 0.98. We recall that the bit before transmission has value 1. We wish the probability that the received bit has value 0 be less than or equal to 0.25. What is the maximum number of such transmission lines that can be aligned?
Several transmission lines are assembled end to end, and we assume they introduce errors independently of one another. Each line transmits a bit correctly with probability $p$, and incorrectly with probability $1 - p$. We study the transmission of a single bit, which has value 1 at the beginning of transmission. After passing through $n$ transmission lines, we denote:
\begin{itemize}
  \item $p _ { n }$ the probability that the received bit has value 1;
  \item $q _ { n }$ the probability that the received bit has value 0.
\end{itemize}
We therefore have $p _ { 0 } = 1$ and $q _ { 0 } = 0$.\\
We define the following matrices:

$$A = \left( \begin{array} { c c } 
p & 1 - p \\
1 - p & p
\end{array} \right) \quad X _ { n } = \binom { p _ { n } } { q _ { n } } \quad P = \left( \begin{array} { c c } 
1 & 1 \\
1 & - 1
\end{array} \right) .$$

We admit that, for every integer $n$, we have: $X _ { n + 1 } = A X _ { n }$ and therefore, $X _ { n } = A ^ { n } X _ { 0 }$.

\begin{enumerate}
  \item a. Show that $P$ is invertible and determine $P ^ { - 1 }$.\\
b. We set: $D = \left( \begin{array} { c c } 1 & 0 \\ 0 & 2 p - 1 \end{array} \right)$.\\
Verify that: $A = P D P ^ { - 1 }$.\\
c. Show that, for every integer $n \geqslant 1$,
$$A ^ { n } = P D ^ { n } P ^ { - 1 } .$$
d. Using the screenshot of a computer algebra system given below, determine the expression of $q _ { n }$ as a function of $n$.

\begin{center}
\begin{tabular}{ | l | l l | }
\hline
1 & $X 0 : = [ [ 1 ] , [ 0 ] ]$ &  \\
\hline
 & $\left[ \begin{array} { l } 1 \\ 0 \end{array} \right]$ & M \\
\hline
2 & $\mathrm { P } : = [ [ 1,1 ] , [ 1 , - 1 ] ]$ &  \\
\hline
 & $\left[ \begin{array} { c c } 1 & 1 \\ 1 & - 1 \end{array} \right]$ & M \\
\hline
3 & $\mathrm { D } : = [ [ 1,0 ] , [ 0,2 * p - 1 ] ]$ &  \\
\hline
 & $\left[ \begin{array} { c c } 1 & 0 \\ 0 & 2 * p - 1 \end{array} \right]$ & M \\
\hline
4 & $P * \left( D ^ { \wedge } n \right) * P ^ { \wedge } ( - 1 ) * X 0$ &  \\
\hline
 & $\left[ \frac { ( 2 * p - 1 ) ^ { n } + 1 } { 2 } \right]$ &  \\
 & $\frac { - ( 2 * p - 1 ) ^ { n } + 1 } { 2 }$ & M \\
\hline
\end{tabular}
\end{center}

  \item We assume in this question that $p$ equals 0.98. We recall that the bit before transmission has value 1. We wish the probability that the received bit has value 0 be less than or equal to 0.25. What is the maximum number of such transmission lines that can be aligned?
\end{enumerate}