Exercise 1.2Z: Three-dimensional Representation of Codes
From LNTwww
Codes for error detection or error correction can be represented very clearly in $n$-dimensional space. We restrict ourselves here to binary codes of length $n = 3$:
- $$\underline{x} = (x_{1}, x_{2}, x_{3}) \hspace{0.1cm} \in \hspace{0.1cm}{\rm GF}(2^3) \hspace{0.05cm},\hspace{0.5cm} x_i = \{0, 1 \}\hspace{0.05cm},\hspace{0.2cm} i = 1, 2, 3\hspace{0.05cm}.$$
In general, for block coding:
- The information word $\underline{u} = (u_{1}, u_{2}, \ \text{...} , \ u_{k})$ is uniquely transformed into the codeword $\underline{x} =(x_{1}, x_{2}, \ \text{...} , \ , x_{n})$ .
- The code rate is $R = k/n$.
- The Hamming distance $d_{\rm H}(x, \hspace{0.05cm}x\hspace{0.05cm}')$ between two codewords $x ∈ \mathcal{C}$ and $x\hspace{0.05cm}' ∈ \mathcal{C}$ indicates the number of bit positions in which $x$ and $x\hspace{0.05cm}'$ differ.
- The minimum distance $d_{\rm min} = {\rm min}\big[d_{\rm H}(x, \hspace{0.05cm}x\hspace{0.05cm}')\big]$ is a measure of the correctability of a code.
- It can $e =d_{\rm min} - 1$ detect errors and $t =(d_{\rm min} - 1)/2$ correct errors.
- The last statement, however, is valid only for odd $d_{\rm min}$.
Hints:
- This exercise belongs to the chapter Obective of Channel Coding
- In addition, some simple questions about the chapter Examples of binary block codes are anticipated.
Questions
Solution
(1) Correct statements 1 and 3:
- In this assignment, $k = 3$ information bits are mapped to $n = 3$ code bits ⇒ $R = k/n = 1$.
- The statement $\underline{x} = \underline{u} $ would only hold in the case of systematic coding.
- For example, in principle, $(0, 0, 0)$ → $(0, 1, 1)$ would also be possible.
- The last statement is certainly false: from the graph one can see the minimum distance $d_{\rm min} = 1$.
(2) Correct statements 1 and 3:
- $\mathcal{C}_{1}$ and $\mathcal{C}_{2}$ actually describe codes with rate $R = 2/3$ and minimum distance $d_{\rm min} = 2$.
- In the graph, the green dots mark the code $\mathcal{C}_{1}$ and the blue dots mark the code $\mathcal{C}_{2}$.
- For the code $\mathcal{C}_{3}$ - also with rate $R = 2/3$ - the minimum distance between two codewords is $d_{\rm min} = 1$, for example between $(0, 0, 0)$ and $(1, 0, 0)$ or between $(0, 1, 1)$ and $(1, 1, 1)$.
(3) Correct is only statement 1:
- Only a bit error can be detected with the minimum distance $d_{\rm min} = 2$.
- In the upper graph, the green dots indicate allowed codewords of $\mathcal{C}_{1}$. If a blue dot is received, this indicates a transmission error.
- On the other hand, error correction is not possible with $d_{\rm min} = 2$.
- The code $\mathcal{C}_{1}$ corresponds to the Single Parity-check Code (3, 2, 2).
(4) Correct answers 2, 3, and 4:
- $C_{4}$ describes the (3, 1, 3) repetition code.
- In this code, two of the total eight possible points are occupied, from which one could incorrectly conclude the code rate $R = 1/4$. However, the code rate is calculated according to $R = k/n = 1/3$.
- From the lower diagram one recognizes that because of $d_{\rm min} = 3$ now also a bit error can be corrected.
- During decoding, all light green points (with black outline) are transferred to the green point $(0, 0, 0)$ and all light blue points are transferred to the blue point $(1, 1, 1)$.
- Up to two bit errors can be detected at the same time (one of course).