Difference between revisions of "Aufgaben:Exercise 1.2: A Simple Binary Channel Code"
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− | {{quiz-Header|Buchseite= | + | {{quiz-Header|Buchseite=Channel_Coding/Objective_of_Channel_Coding |
}} | }} | ||
− | [[File: | + | [[File:EN_KC_A_1_2_bitte.png|right|frame|Clarification: Channel coding and decoding ]] |
− | + | The graph illustrates the channel coding $\mathcal{C}$ considered here: | |
− | * | + | *There are four possible information blocks $\underline{u} = (u_{1},\ u_{2},\ \text{...}\hspace{0.05cm} ,\ u_{k})$. |
− | |||
− | |||
+ | *Each information block $\underline{u}$ is uniquely assigned (recognizable by the same color) to the code word $\underline{x}= (x_{1},\ x_{2},\ \text{...}\hspace{0.05cm} ,\ x_{n})$ . | ||
− | + | *Due to decoding errors $(0 → 1, \ 1 → 0)$ there are more than 4, namely 16 different receive words $\underline{y} = (y_{1},\ y_{2},\ \text{...} \hspace{0.05cm} ,\ y_{n})$. | |
− | |||
− | |||
− | |||
− | |||
+ | From subtask '''(4)''' we consider the following mapping: | ||
+ | :$$\underline{u_0} = (0,\ 0) \leftrightarrow (0,\ 0,\ 0,\ 0) = \underline{x_0}\hspace{0.05cm},$$ | ||
+ | :$$\underline{u_1} = (0,\ 1) \leftrightarrow (0,\ 1,\ 0,\ 1) = \underline{x_1}\hspace{0.05cm},$$ | ||
+ | :$$\underline{u_2} = (1,\ 0) \leftrightarrow (1,\ 0,\ 1,\ 0) = \underline{x_2}\hspace{0.05cm},$$ | ||
+ | :$$\underline{u_3} = (1,\ 1) \leftrightarrow (1,\ 1,\ 1,\ 1) = \underline{x_3}\hspace{0.05cm}.$$ | ||
− | + | ||
− | * | + | |
− | * | + | Hints: |
+ | *This exercise belongs to the chapter [[Channel_Coding/Objective_of_Channel_Coding|"Objective of Channel Coding"]] | ||
+ | |||
+ | *Reference is made in particular to the pages | ||
+ | :*[[Channel_Coding/Objective_of_Channel_Coding#Block_diagram_and_requirements|"Block diagram and requirements"]], | ||
+ | :*[[Channel_Coding/Objective_of_Channel_Coding#Important_definitions_for_block_coding|"Important definitions for block coding"]]. | ||
− | === | + | ===Questions=== |
<quiz display=simple> | <quiz display=simple> | ||
− | { | + | {How many binary symbols does an information block consist of? |
|type="{}"} | |type="{}"} | ||
$k \ = \ $ { 2 } | $k \ = \ $ { 2 } | ||
− | { | + | {What is the code word length $n$? |
|type="{}"} | |type="{}"} | ||
$n \ = \ $ { 4 } | $n \ = \ $ { 4 } | ||
− | { | + | {What is the code rate? |
|type="{}"} | |type="{}"} | ||
$R \ = \ $ { 0.5 3% } | $R \ = \ $ { 0.5 3% } | ||
− | { | + | {Is the code given here systematic? |
|type="()"} | |type="()"} | ||
− | + | + | + Yes, |
− | - | + | - No. |
− | { | + | {Give the Hamming weights of all code words. |
|type="{}"} | |type="{}"} | ||
− | $ w_{\rm H} \ | + | $ w_{\rm H} \ (\underline{x}_0) \ = \ $ { 0. } |
− | $ w_{\rm H} \ | + | $ w_{\rm H} \ (\underline{x}_1) \ = \ $ { 2 } |
− | $ w_{\rm H} \ | + | $ w_{\rm H} \ (\underline{x}_2) \ = \ $ { 2 } |
− | $ w_{\rm H} \ | + | $ w_{\rm H} \ (\underline{x}_3) \ = \ $ { 4 } |
− | { | + | {Indicate the Hamming distances between the following code words. |
|type="{}"} | |type="{}"} | ||
− | $ d_{\rm H} \ | + | $ d_{\rm H} \ (\underline{x}_0,\ \underline{x}_1) \ = \ $ { 2 } |
− | $ d_{\rm H} \ | + | $ d_{\rm H} \ (\underline{x}_0,\ \underline{x}_3) \ = \ $ { 4 } |
− | $ d_{\rm H} \ | + | $ d_{\rm H} \ (\underline{x}_1,\ \underline{x}_2) \ = \ $ { 4 } |
− | { | + | {What is the minimum Hamming distance of the code $\mathcal{C}$ under consideration? |
|type="{}"} | |type="{}"} | ||
− | $ d_{\rm min} | + | $ d_{\rm min} (\mathcal{C}) \ = \ $ { 2 } |
</quiz> | </quiz> | ||
− | === | + | ===Solution=== |
{{ML-Kopf}} | {{ML-Kopf}} | ||
− | '''(1)''' | + | '''(1)''' The code size here is given to $|\mathcal{C}| = 4$. |
+ | *In general, $|\mathcal{C}|= 2^k$. | ||
+ | *From this follows $\underline{ k = 2}$. | ||
+ | |||
+ | |||
+ | |||
+ | '''(2)''' Each code word $\underline{x}$ is uniquely associated with an information block $\underline{u}$. | ||
+ | *By corruptions of a single of the total $n$ bits of a code word $\underline{x}$ the receive words $\underline{y}$ result. | ||
+ | *From the number $(16 = 2^4$) of possible receive words follows $\underline{ n = 4}$. | ||
− | |||
+ | '''(3)''' The code rate is by definition $R = k/n$. Using the above results, we obtain $\underline{R = 0.5}$. | ||
− | |||
+ | '''(4)''' Correct is <u>Yes</u>: A systematic code is characterized by the fact that in each case the first $k$ bits of the code words are identical to the information block. | ||
− | |||
− | '''(5)''' | + | '''(5)''' The Hamming weight of a binary code is equal to the algebraic sum $x_1 + x_2 + \text{...} + x_n$ over all code word elements. Thus: |
:$$w_{\rm H}(\underline{x}_0) \hspace{0.15cm} \underline {= 0} \hspace{0.05cm}, \hspace{0.3cm}w_{\rm H}(\underline{x}_1) \hspace{0.15cm} \underline {= 2} \hspace{0.05cm}, \hspace{0.3cm} w_{\rm H}(\underline{x}_2) \hspace{0.15cm} \underline {= 2}\hspace{0.05cm}, \hspace{0.3cm}w_{\rm H}(\underline{x}_3) \hspace{0.15cm} \underline {= 4}\hspace{0.05cm}.$$ | :$$w_{\rm H}(\underline{x}_0) \hspace{0.15cm} \underline {= 0} \hspace{0.05cm}, \hspace{0.3cm}w_{\rm H}(\underline{x}_1) \hspace{0.15cm} \underline {= 2} \hspace{0.05cm}, \hspace{0.3cm} w_{\rm H}(\underline{x}_2) \hspace{0.15cm} \underline {= 2}\hspace{0.05cm}, \hspace{0.3cm}w_{\rm H}(\underline{x}_3) \hspace{0.15cm} \underline {= 4}\hspace{0.05cm}.$$ | ||
− | '''(6)''' | + | |
+ | '''(6)''' The Hamming distance between two code words here can only take the values $2$ and $4$: | ||
:$$d_{\rm H}(\underline{x}_0, \hspace{0.05cm}\underline{x}_1) \hspace{0.15cm} \underline {= 2}\hspace{0.05cm}, \hspace{0.3cm} d_{\rm H}(\underline{x}_0, \hspace{0.05cm}\underline{x}_2) = 2\hspace{0.05cm}, \hspace{0.3cm} d_{\rm H}(\underline{x}_0, \hspace{0.05cm}\underline{x}_3) \hspace{0.15cm} \underline {= 4}\hspace{0.05cm},$$ | :$$d_{\rm H}(\underline{x}_0, \hspace{0.05cm}\underline{x}_1) \hspace{0.15cm} \underline {= 2}\hspace{0.05cm}, \hspace{0.3cm} d_{\rm H}(\underline{x}_0, \hspace{0.05cm}\underline{x}_2) = 2\hspace{0.05cm}, \hspace{0.3cm} d_{\rm H}(\underline{x}_0, \hspace{0.05cm}\underline{x}_3) \hspace{0.15cm} \underline {= 4}\hspace{0.05cm},$$ | ||
:$$ d_{\rm H}(\underline{x}_1, \hspace{0.05cm}\underline{x}_2) \hspace{0.15cm} \underline {= 4}\hspace{0.05cm}, \hspace{0.3cm} d_{\rm H}(\underline{x}_1, \hspace{0.05cm}\underline{x}_3) = 2\hspace{0.05cm}, \hspace{0.3cm} d_{\rm H}(\underline{x}_2, \hspace{0.05cm}\underline{x}_3) = 2\hspace{0.05cm}.$$ | :$$ d_{\rm H}(\underline{x}_1, \hspace{0.05cm}\underline{x}_2) \hspace{0.15cm} \underline {= 4}\hspace{0.05cm}, \hspace{0.3cm} d_{\rm H}(\underline{x}_1, \hspace{0.05cm}\underline{x}_3) = 2\hspace{0.05cm}, \hspace{0.3cm} d_{\rm H}(\underline{x}_2, \hspace{0.05cm}\underline{x}_3) = 2\hspace{0.05cm}.$$ | ||
− | '''(7)''' | + | |
− | :$$d_{\rm min}(\mathcal{C}) = \min_{\substack{\underline{x},\hspace{0.05cm}\underline{x}' \hspace{0.05cm}\in \hspace{0.05cm} \mathcal{C} | + | '''(7)''' From the result of subtask '''(6)''' it follows $d_{\rm min}(\mathcal{C}) \hspace{0.15cm}\underline{= 2}$. |
+ | *Generally, for this quantity: | ||
+ | :$$d_{\rm min}(\mathcal{C}) = \min_{\substack{\underline{x},\hspace{0.05cm}\underline{x}' \hspace{0.05cm}\in \hspace{0.05cm} \mathcal{C} \ {\underline{x}} \hspace{0.05cm}\ne \hspace{0.05cm} \underline{x}'}}\hspace{0.1cm}d_{\rm H}(\underline{x}, \hspace{0.05cm}\underline{x}')\hspace{0.05cm}.$$ | ||
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− | [[Category: | + | [[Category:Channel Coding: Exercises|^1.1 Objective of Channel Coding^]] |
Latest revision as of 15:09, 17 August 2022
The graph illustrates the channel coding $\mathcal{C}$ considered here:
- There are four possible information blocks $\underline{u} = (u_{1},\ u_{2},\ \text{...}\hspace{0.05cm} ,\ u_{k})$.
- Each information block $\underline{u}$ is uniquely assigned (recognizable by the same color) to the code word $\underline{x}= (x_{1},\ x_{2},\ \text{...}\hspace{0.05cm} ,\ x_{n})$ .
- Due to decoding errors $(0 → 1, \ 1 → 0)$ there are more than 4, namely 16 different receive words $\underline{y} = (y_{1},\ y_{2},\ \text{...} \hspace{0.05cm} ,\ y_{n})$.
From subtask (4) we consider the following mapping:
- $$\underline{u_0} = (0,\ 0) \leftrightarrow (0,\ 0,\ 0,\ 0) = \underline{x_0}\hspace{0.05cm},$$
- $$\underline{u_1} = (0,\ 1) \leftrightarrow (0,\ 1,\ 0,\ 1) = \underline{x_1}\hspace{0.05cm},$$
- $$\underline{u_2} = (1,\ 0) \leftrightarrow (1,\ 0,\ 1,\ 0) = \underline{x_2}\hspace{0.05cm},$$
- $$\underline{u_3} = (1,\ 1) \leftrightarrow (1,\ 1,\ 1,\ 1) = \underline{x_3}\hspace{0.05cm}.$$
Hints:
- This exercise belongs to the chapter "Objective of Channel Coding"
- Reference is made in particular to the pages
Questions
Solution
- In general, $|\mathcal{C}|= 2^k$.
- From this follows $\underline{ k = 2}$.
(2) Each code word $\underline{x}$ is uniquely associated with an information block $\underline{u}$.
- By corruptions of a single of the total $n$ bits of a code word $\underline{x}$ the receive words $\underline{y}$ result.
- From the number $(16 = 2^4$) of possible receive words follows $\underline{ n = 4}$.
(3) The code rate is by definition $R = k/n$. Using the above results, we obtain $\underline{R = 0.5}$.
(4) Correct is Yes: A systematic code is characterized by the fact that in each case the first $k$ bits of the code words are identical to the information block.
(5) The Hamming weight of a binary code is equal to the algebraic sum $x_1 + x_2 + \text{...} + x_n$ over all code word elements. Thus:
- $$w_{\rm H}(\underline{x}_0) \hspace{0.15cm} \underline {= 0} \hspace{0.05cm}, \hspace{0.3cm}w_{\rm H}(\underline{x}_1) \hspace{0.15cm} \underline {= 2} \hspace{0.05cm}, \hspace{0.3cm} w_{\rm H}(\underline{x}_2) \hspace{0.15cm} \underline {= 2}\hspace{0.05cm}, \hspace{0.3cm}w_{\rm H}(\underline{x}_3) \hspace{0.15cm} \underline {= 4}\hspace{0.05cm}.$$
(6) The Hamming distance between two code words here can only take the values $2$ and $4$:
- $$d_{\rm H}(\underline{x}_0, \hspace{0.05cm}\underline{x}_1) \hspace{0.15cm} \underline {= 2}\hspace{0.05cm}, \hspace{0.3cm} d_{\rm H}(\underline{x}_0, \hspace{0.05cm}\underline{x}_2) = 2\hspace{0.05cm}, \hspace{0.3cm} d_{\rm H}(\underline{x}_0, \hspace{0.05cm}\underline{x}_3) \hspace{0.15cm} \underline {= 4}\hspace{0.05cm},$$
- $$ d_{\rm H}(\underline{x}_1, \hspace{0.05cm}\underline{x}_2) \hspace{0.15cm} \underline {= 4}\hspace{0.05cm}, \hspace{0.3cm} d_{\rm H}(\underline{x}_1, \hspace{0.05cm}\underline{x}_3) = 2\hspace{0.05cm}, \hspace{0.3cm} d_{\rm H}(\underline{x}_2, \hspace{0.05cm}\underline{x}_3) = 2\hspace{0.05cm}.$$
(7) From the result of subtask (6) it follows $d_{\rm min}(\mathcal{C}) \hspace{0.15cm}\underline{= 2}$.
- Generally, for this quantity:
- $$d_{\rm min}(\mathcal{C}) = \min_{\substack{\underline{x},\hspace{0.05cm}\underline{x}' \hspace{0.05cm}\in \hspace{0.05cm} \mathcal{C} \ {\underline{x}} \hspace{0.05cm}\ne \hspace{0.05cm} \underline{x}'}}\hspace{0.1cm}d_{\rm H}(\underline{x}, \hspace{0.05cm}\underline{x}')\hspace{0.05cm}.$$