Difference between revisions of "Aufgaben:Exercise 2.1Z: 2D-Frequency and 2D-Time Representations"

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===Sample solution===
 
===Sample solution===
 
{{ML-Kopf}}
 
{{ML-Kopf}}
'''(1)'''&nbsp; As can be seen in the graph, the transfer function $H(f, t)$ is dependent on $t$. Thus $h(\tau, t)$ is also time-dependent. Correct is therefore <u>YES</u>.
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'''(1)'''&nbsp; As can be seen in the graph, the transfer function&nbsp; $H(f, \ t)$&nbsp; depends on&nbsp; $t$.&nbsp; Thus&nbsp; $h(\tau, \ t)$&nbsp; is also time-dependent.&nbsp; Correct is therefore <u>YES</u>.
  
  
'''(2)'''&nbsp; If we look at a fixed point in time, for example $t = 2 \ \rm ms$, we obtain the following for the time-variant transfer function
+
'''(2)'''&nbsp; If we look at a fixed point in time, for example&nbsp; $t = 2 \ \rm ms$, we obtain the following for the time-variant transfer function:
$$H(f,\hspace{0.05cm} t = 2\, {\rm ms}) = - {\rm j} \cdot 1.3 \hspace{0.05cm} = {\rm const.}$$
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:$$H(f,\hspace{0.05cm} t = 2\, {\rm ms}) = - {\rm j} \cdot 1.3 \hspace{0.05cm} = {\rm const.}$$
  
Thus the corresponding 2D&ndash;impulse response is
+
*Thus the corresponding 2D&ndash;impulse response is
$$h(\tau,\hspace{0.05cm} t = 2\, {\rm ms}) = - {\rm j} \cdot 1.3 \cdot \delta (\tau) \hspace{0.05cm}  
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:$$h(\tau,\hspace{0.05cm} t = 2\, {\rm ms}) = - {\rm j} \cdot 1.3 \cdot \delta (\tau) \hspace{0.05cm}  
 
   \hspace{0.3cm}\Rightarrow \hspace{0.3cm} M = 1 \hspace{0.05cm}.$$
 
   \hspace{0.3cm}\Rightarrow \hspace{0.3cm} M = 1 \hspace{0.05cm}.$$
  
There is only one path ($M=1$). This means that the correct solution is <u>NO</u>.
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*There is only one path&nbsp; $(M=1)$.&nbsp; This means that the correct solution is <u>NO</u>.
 +
 
  
  
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'''(4)'''&nbsp; <u>Solution 4</u> is correct:  
 
'''(4)'''&nbsp; <u>Solution 4</u> is correct:  
 
*For the AWGN channel, no transfer function can be specified.  
 
*For the AWGN channel, no transfer function can be specified.  
*For a two-way channel, $H(f, t)$ is not constant in $f$ for any $t$.  
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*For a two-way channel,&nbsp; $H(f, \ t)$&nbsp; is not a constant in&nbsp; $f$&nbsp; for any&nbsp; $t$.  
*Since in the $H(f, t)$ graph the real and imaginary part have a non-zero mean, the Rayleigh&ndash;channel can also be excluded.  
+
*Since in the&nbsp; $H(f, \ t)$&nbsp; graph the real and imaginary part have a non-zero mean &nbsp; &rArr; &nbsp; the Rayleigh&ndash;channel can also be excluded.  
*The data for the present task comes from a [[Mobile_Communications/Nichtfrequenzselektives_Fading_mit_Direktkomponente#Kanalmodell_und_Rice.E2.80.93WDF| Rice channel]] with the following parameters:
+
*The data for the present task comes from a [[Mobile_Communications/Nichtfrequenzselektives_Fading_mit_Direktkomponente#Kanalmodell_und_Rice.E2.80.93WDF| Rice channel]] with following parameters:
 
:$$\sigma = {1}/{\sqrt{2}} \hspace{0.05cm},\hspace{0.2cm}
 
:$$\sigma = {1}/{\sqrt{2}} \hspace{0.05cm},\hspace{0.2cm}
 
  x_0 = {1}/{\sqrt{2}} \hspace{0.05cm},\hspace{0.2cm}y_0 = -{1}/{\sqrt{2}} \hspace{0.05cm},\hspace{0.2cm}
 
  x_0 = {1}/{\sqrt{2}} \hspace{0.05cm},\hspace{0.2cm}y_0 = -{1}/{\sqrt{2}} \hspace{0.05cm},\hspace{0.2cm}

Revision as of 17:57, 14 December 2020

2D transfer function: 
real and imaginary parts

To describe a time-variant channel with several paths, the  two-dimensional impulse response  is used:

$$h(\tau,\hspace{0.05cm}t) = \sum_{m = 1}^{M} z_m(t) \cdot {\rm \delta} (\tau - \tau_m)\hspace{0.05cm}.$$

The first parameter  $(\tau)$  indicates the delay, the second parameter $(t)$  is related to the time variance of the channel.

The Fourier transform of  $h(\tau, \ t)$  with respect to  $\tau$  is the  time-variant transfer function:

$$H(f,\hspace{0.05cm} t) \hspace{0.2cm} \stackrel {f,\hspace{0.05cm}\tau}{\bullet\!\!-\!\!\!-\!\!\!-\!\!\circ} \hspace{0.2cm} h(\tau,\hspace{0.05cm}t) \hspace{0.05cm}.$$
  • In the graph,  $H(f, \ t)$  is displayed as a function of frequency, for different values of absolute time  $t$  in the range of  $0 \ \text{...} \ 10 \ \rm ms$.
  • In general,  $H(f, \ t)$  is complex.  The real part (top) and the imaginary part (bottom) are drawn separately.




Notes:

  • This task belongs to the chapter  General description of time–variant systems.
  • In the above equation, an single-path channel is represented with parameter  $M = 1$ .
  • Here are some numerical values of the specified time-variant transfer function:
$$H(f,\hspace{0.05cm} t \hspace{-0.1cm} \ = \ \hspace{-0.1cm} 0\, {\rm ms}) \approx 0.3 - {\rm j} \cdot 0.4 \hspace{0.05cm},\hspace{0.2cm} H(f,\hspace{0.05cm} t = 2\, {\rm ms}) \approx 0.0 - {\rm j} \cdot 1.3 \hspace{0.05cm},$$
$$H(f,\hspace{0.05cm} t \hspace{-0.1cm} \ = \ \hspace{-0.1cm} 4\, {\rm ms}) \approx 0.1 - {\rm j} \cdot 1.5 \hspace{0.05cm},\hspace{0.2cm} H(f,\hspace{0.05cm} t = 6\, {\rm ms}) \approx 0.5 - {\rm j} \cdot 0.8 \hspace{0.05cm},$$
$$H(f,\hspace{0.05cm} t \hspace{-0.1cm} \ = \ \hspace{-0.1cm} 8\, {\rm ms}) \approx 0.9 - {\rm j} \cdot 0.1 \hspace{0.05cm},\hspace{0.2cm} H(f,\hspace{0.05cm} t = 10\, {\rm ms}) \approx 1.4 \hspace{0.05cm}.$$
  • As can already be guessed from the above graph, neither the real nor the imaginary part of the 2D transfer function  $H(f, \ t)$  are zero-mean.


Questionnaire

1

Is the channel time-variant?

Yes.
No.

2

Is it a multi-path channel?

Yes.
No.

3

How can the 2D impulse response be described here?

$h(\tau, \ t) = A \cdot \delta(\tau) + B \cdot \delta(\tau \, –5 \, \rm µ s)$.
$h(\tau, \ t) = A \cdot \delta(\tau)$.
$h(\tau, \ t) = z(t) \cdot \delta(\tau)$.

4

Estimate for which channel the data was recorded.

AWGN channel,
Two-way channel,
Rayleigh channel,
Rice channel.


Sample solution

(1)  As can be seen in the graph, the transfer function  $H(f, \ t)$  depends on  $t$.  Thus  $h(\tau, \ t)$  is also time-dependent.  Correct is therefore YES.


(2)  If we look at a fixed point in time, for example  $t = 2 \ \rm ms$, we obtain the following for the time-variant transfer function:

$$H(f,\hspace{0.05cm} t = 2\, {\rm ms}) = - {\rm j} \cdot 1.3 \hspace{0.05cm} = {\rm const.}$$
  • Thus the corresponding 2D–impulse response is
$$h(\tau,\hspace{0.05cm} t = 2\, {\rm ms}) = - {\rm j} \cdot 1.3 \cdot \delta (\tau) \hspace{0.05cm} \hspace{0.3cm}\Rightarrow \hspace{0.3cm} M = 1 \hspace{0.05cm}.$$
  • There is only one path  $(M=1)$.  This means that the correct solution is NO.


(3)  The correct solution is solution 3:

  • There is time variance but no frequency selectivity.
  • Options 1 and 2, on the other hand, describe time-invariant systems.


(4)  Solution 4 is correct:

  • For the AWGN channel, no transfer function can be specified.
  • For a two-way channel,  $H(f, \ t)$  is not a constant in  $f$  for any  $t$.
  • Since in the  $H(f, \ t)$  graph the real and imaginary part have a non-zero mean   ⇒   the Rayleigh–channel can also be excluded.
  • The data for the present task comes from a Rice channel with following parameters:
$$\sigma = {1}/{\sqrt{2}} \hspace{0.05cm},\hspace{0.2cm} x_0 = {1}/{\sqrt{2}} \hspace{0.05cm},\hspace{0.2cm}y_0 = -{1}/{\sqrt{2}} \hspace{0.05cm},\hspace{0.2cm} f_{\rm D,\hspace{0.05cm} max} = 100\,\,{\rm Hz}\hspace{0.05cm}.$$