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Difference between revisions of "Aufgaben:Exercise 2.1: Two-Dimensional Impulse Response"

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{{quiz-Header|Buchseite=Mobile Kommunikation/Allgemeine Beschreibung zeitvarianter Systeme}}
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{{quiz-Header|Buchseite=Mobile_Communications/General_Description_of_Time_Variant_Systems}}
  
 
[[File:P_ID2144__Mob_A_2_1.png|right|frame|Two-dimensional impulse response]]
 
[[File:P_ID2144__Mob_A_2_1.png|right|frame|Two-dimensional impulse response]]
 
The two-dimensional impulse response
 
The two-dimensional impulse response
h(τ,t)=Mm=1zm(t)δ(ττm)
+
:h(τ,t)=Mm=1zm(t)δ(ττm)
  
is to be analyzed according to the adjoining diagram. The two axes are time-discrete:
+
is to be analyzed according to the adjoining diagram.  The two axes are discrete-time:
 
* τ&nbsp; is the&nbsp; <i>delay</i>&nbsp; and can take values between&nbsp; 0&nbsp; and&nbsp; 6 \ {\rm &micro; s}&nbsp; in the example.
 
* τ&nbsp; is the&nbsp; <i>delay</i>&nbsp; and can take values between&nbsp; 0&nbsp; and&nbsp; 6 \ {\rm &micro; s}&nbsp; in the example.
* The ''(absolute) time''&nbsp; t&nbsp; is related to the frequency of snapshots and characterizes the variation of the channel over time. We have&nbsp; t=nT, where&nbsp; Tτmax&nbsp;.
+
* The (absolute) time&nbsp; t&nbsp; is related to the frequency of snapshots and characterizes the variation of the channel over time. We have&nbsp; t=nT, where&nbsp; Tτmax&nbsp;.
  
  
 
The arrows in the graphic mark different Dirac functions with weights&nbsp; 1&nbsp; (red),&nbsp; 1/2&nbsp; (blue) and&nbsp; 1/4&nbsp; (green). This means that the delay&nbsp; τ&nbsp; is also discrete here.  
 
The arrows in the graphic mark different Dirac functions with weights&nbsp; 1&nbsp; (red),&nbsp; 1/2&nbsp; (blue) and&nbsp; 1/4&nbsp; (green). This means that the delay&nbsp; τ&nbsp; is also discrete here.  
  
When measuring the impulse responses at different times&nbsp; t&nbsp; at intervals of one second, the resolution of the&nbsp; τ axis was &nbsp; 2&nbsp; microseconds (\delta \tau = 2 \ \rm &micro; s). The echoes were not localized more precisely.
+
When measuring the impulse responses at different times&nbsp; t&nbsp; at intervals of one second, the resolution of the&nbsp; τ&ndash;axis was two microseconds (\delta \tau = 2 \ \rm &micro; s).&nbsp; The echoes were not localized more precisely.
  
 
In this task the following quantities are also referred to:
 
In this task the following quantities are also referred to:
* the <i>time-variant transfer function</i>&nbsp; according to the definition
+
* the "time-variant transfer function"&nbsp; according to the definition
 
:$$H(f,\hspace{0.05cm} t)
 
:$$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{0.2cm}  \stackrel {f,\hspace{0.05cm}\tau}{\bullet\!\!-\!\!\!-\!\!\!-\!\!\circ} \hspace{0.2cm} h(\tau,\hspace{0.05cm}t)   
 
  \hspace{0.05cm},$$
 
  \hspace{0.05cm},$$
  
 
+
* the approximation of the "coherence bandwidth"&nbsp; as the reciprocal of the maximal duration of the delay profile&nbsp; h(τ,t):
* the approximation of the <i>coherence bandwidth</i>&nbsp; as the reciprocal of the maximal duration of the delay profile &nbsp; h(τ,t):
 
 
:$$B_{\rm K} \hspace{0.01cm}' = \frac{1}{\tau_{\rm max} - \tau_{\rm min}}   
 
:$$B_{\rm K} \hspace{0.01cm}' = \frac{1}{\tau_{\rm max} - \tau_{\rm min}}   
 
  \hspace{0.05cm}.$$
 
  \hspace{0.05cm}.$$
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''Notes:''
 
''Notes:''
* This task belongs to the chapter&nbsp; [[Mobile_Kommunikation/Allgemeine_Beschreibung_zeitvarianter_Systeme| Allgemeine Beschreibung zeitvarianter Systeme]].
+
* This task belongs to the chapter&nbsp; [[Mobile_Communications/General_Description_of_Time_Variant_Systems|General description of time&ndash;variant systems]].
* More detailed information on various definitions for the coherence bandwidth can be found in chapter&nbsp; [[Mobile_Kommunikation/Das_GWSSUS%E2%80%93Kanalmodell| Das GWSSUS&ndash;Kanalmodell]], especially in the sample solution for the&nbsp; [[Aufgaben:Exercise_2_7Z_Coherence_Bandwidth|Exercise 2.7Z]].
+
* More detailed information on various definitions for the coherence bandwidth can be found in chapter&nbsp; [[Mobile_Communications/The_GWSSUS_Channel_Model|The GWSSUS channel model]], especially in the sample solution for the&nbsp; [[Aufgaben:Exercise_2.7Z:_Coherence_Bandwidth_of_the_LTI_Two-Path_Channel|Exercise 2.7Z]].
* It should be noted that this is a constructed task. According to the above graph, the 2D impulse response changes significantly during the time span&nbsp; T&nbsp;. Therefore&nbsp; T&nbsp; is to be interpreted here as very large, for example one hour.  
+
* It should be noted that this is a constructed task.&nbsp; According to the above graph, the 2D impulse response changes significantly during the time span&nbsp; T.&nbsp; Therefore&nbsp; T&nbsp; is to be interpreted here as very large, for example one hour.  
 
*In mobile radio,&nbsp; h(τ,t)&nbsp; changes in the millisecond range taking into account the Doppler effect, but the changes during this time are rather moderate.
 
*In mobile radio,&nbsp; h(τ,t)&nbsp; changes in the millisecond range taking into account the Doppler effect, but the changes during this time are rather moderate.
 
   
 
   
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===Questionnaire===
 
===Questionnaire===
 
<quiz display=simple>
 
<quiz display=simple>
{What restriction does the specification&nbsp; \Delta \tau = 2 \rm &micro; s&nbsp; impose on the maximum bandwidth&nbsp; Bmax&nbsp; of the message signal to be examined?
+
{What restriction does the specification&nbsp; \Delta \tau = 2 \rm &micro; s&nbsp; impose on the maximum bandwidth&nbsp; Bmax&nbsp; of the signal to be examined?
 
|type="{}"}
 
|type="{}"}
 
Bmax = { 500 3% }   kHz
 
Bmax = { 500 3% }   kHz
  
{At what time&nbsp; t2&nbsp; is the channel ideal, characterized by&nbsp; H(f,t2)=1?
+
{At what time&nbsp; t2&nbsp; the channel is ideal, characterized by&nbsp; H(f,t2)=1?
 
|type="{}"}
 
|type="{}"}
 
t2 = { 0. }  T
 
t2 = { 0. }  T
  
{From what time&nbsp; t3&nbsp; does this channel cause distortion?
+
{From what time&nbsp; t3&nbsp; this channel does cause distortion?
 
|type="{}"}
 
|type="{}"}
 
t3 = { 3 3% }  T
 
t3 = { 3 3% }  T
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t=5T:BK = { 166.7 3% }   kHz
 
t=5T:BK = { 166.7 3% }   kHz
  
{From what time&nbsp; t5&nbsp; could this channel be considered as time invariant?
+
{From what time&nbsp; t5&nbsp; this channel could be considered as time&ndash;invariant?
 
|type="{}"}
 
|type="{}"}
 
t5 = { 5 3% }  T
 
t5 = { 5 3% }  T
  
{For which of the mentioned&nbsp; values of T does working with the&nbsp; 2D&ndash;impulse response make sense?
+
{For which of the mentioned&nbsp; values of&nbsp; T&nbsp; does it make sense to work with the&nbsp; 2D&ndash;impulse response?
 
|type="[]"}
 
|type="[]"}
 
- A (slow) channel change occurs approximately after&nbsp; T = 1 \ \rm &micro; s.
 
- A (slow) channel change occurs approximately after&nbsp; T = 1 \ \rm &micro; s.
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</quiz>
 
</quiz>
  
===Sample solution===
+
===Solution===
 
{{ML-Kopf}}
 
{{ML-Kopf}}
'''(1)'''&nbsp; The message signal described in the equivalent low-pass band shall not have a bandwidth greater than $B_{\rm max} = 1/\delta \tau \ \underline {= 500 \ \rm kHz}$.  
+
'''(1)'''&nbsp; The signal described in the equivalent low-pass range should not have a bandwidth greater than&nbsp; $B_{\rm max} = 1/\Delta \tau \ \underline {= 500 \ \rm kHz}$.  
*This mathematical (two-sided) bandwidth of the low pass&ndash;signal is also the maximum physical (one-sided) bandwidth of the corresponding bandpass&ndash;signal.
+
*This mathematical (two-sided) bandwidth of the low-pass signal is also the maximum physical (one-sided) bandwidth of the corresponding band-pass signal.
 
 
  
  
'''(2)'''&nbsp; H(f,t2)=1 means in the time domain h(τ,t2)=δ(τ).  
+
'''(2)'''&nbsp; H(f,t2)=1&nbsp; means in the time domain&nbsp; h(τ,t2)=δ(τ).  
 
*Only then the channel is ideal.  
 
*Only then the channel is ideal.  
*You can see from the graph that this only applies to the time t2 =0_.
+
*You can see from the graph that this only applies to the time&nbsp; t2 =0_.
  
'''(3)'''&nbsp; Distortions occur if at time t the impulse response is composed of two or more Dirac functions &nbsp; &#8658; &nbsp; t &#8805; t_{\rm 3} \ \underline {= 3T}.
 
*At time t=T the signal s(t) is delayed only by 2 \ \rm &micro; s.
 
*At t=2T the amplitude is additionally reduced by 50% (6  dB loss).
 
  
 +
'''(3)'''&nbsp; Distortions occur if at time&nbsp; t&nbsp; the impulse response is composed of two or more Dirac functions &nbsp; &#8658; &nbsp; t &#8805; t_{\rm 3} \ \underline {= 3T}.
 +
*At time&nbsp; t=T&nbsp; the signal&nbsp; s(t)&nbsp; is delayed only by&nbsp; 2 \ \rm &micro; s.
 +
*At&nbsp; t=2T&nbsp; the amplitude is additionally reduced by&nbsp; 50%&nbsp; (6  dB loss).
  
  
'''(4)'''&nbsp; At time t=3T the two Dirac functions occur at τmin=0 and \tau_{\rm max} = 4 \ \rm &micro; s.  
+
'''(4)'''&nbsp; At time&nbsp; t=3T&nbsp; the two Dirac functions occur at&nbsp; τmin=0&nbsp; and&nbsp; \tau_{\rm max} = 4 \ \rm &micro; s.  
*The (simple approximation for the) coherence bandwidth is the reciprocal of the delay span of these Dirac functions
+
*The (simple approximation for the) coherence bandwidth is the reciprocal of the delay span of these Dirac functions:
 
:$$B_{\rm K}\hspace{0.01cm}' = \frac{1}{4\,\,{\rm &micro; s} } \hspace{0.25cm} \underline{ = 250\,\,{\rm kHz}}  
 
:$$B_{\rm K}\hspace{0.01cm}' = \frac{1}{4\,\,{\rm &micro; s} } \hspace{0.25cm} \underline{ = 250\,\,{\rm kHz}}  
 
  \hspace{0.05cm}.$$
 
  \hspace{0.05cm}.$$
 
+
*The same as at&nbsp; t=4T&nbsp; the time between the Dirac functions is&nbsp; 4 \ \rm &micro; s:&nbsp;  BK=250 kHz_.  
 
+
*At&nbsp; t=5T&nbsp; the impulse response has a duration of&nbsp; 6 \ \ \rm &micro; s \ \ \Rightarrow \ {\it B}_{\rm K} \hspace{0.01cm}' \ \underline {\approx 166.7 \ \rm kHz}.  
*As also at the time t=4T the Dirac functions are 4 \ \rm &micro; s apart, you also get $B_{\rm K} here \hspace{0.01cm}' = \underline {250 \ \rm kHz}$.  
 
*At t=5T the impulse response has an duration of 6 \ \ \rm &micro; s \ \ \Rightarrow \ {\it B}_{\rm K} \hspace{0.01cm}' \ \underline {\approx 166.7 \ \rm kHz}.  
 
  
  
  
'''(5)'''&nbsp; The impulse responses are identical at the times 5T, 6T and 7T and consist of 3 diracs each.  
+
'''(5)'''&nbsp; The impulse responses are identical at the times&nbsp; 5T,&nbsp; 6T&nbsp; and&nbsp; 7T&nbsp; each consists of three Diracs.  
* Assuming that nothing changes in this respect for t &#8805; 8T, you get t5  =5T_.
+
* Assuming that nothing changes in this respect for&nbsp; t &#8805; 8T: &nbsp; t5  =5T_.
  
  
  
'''(6)'''&nbsp; Correct is the <u>solution 2</u>:
+
'''(6)'''&nbsp; <u>Solution 2</u> is correct:
*The temporal change of the impulse response, whose dynamics is expressed by the parameter T, must be slow in comparison to the maximum expansion of h(τ,t), which in this task equals \tau_{\rm max} = 6 \ \rm &micro; s: &e.g;  
+
*The temporal change of the impulse response, whose dynamics is expressed by the parameter&nbsp; T, must be slow in comparison to the maximum delay span of&nbsp; h(τ,t), which is in this task equals \tau_{\rm max} = 6 \ \rm &micro; s &nbsp; &rArr; &nbsp; $T \gg \tau_{\rm max}.$  
$$T \gg \dew_{\rm max}.$$  
 
 
{{ML-Fuß}}
 
{{ML-Fuß}}
  
  
[[Category:Exercises for Mobile Communications|^2.1 Description of Time-Variant Systems^]]
+
[[Category:Mobile Communications: Exercises|^2.1 Description of Time-Variant Systems^]]

Latest revision as of 11:01, 11 October 2021

Two-dimensional impulse response

The two-dimensional impulse response

h(τ,t)=Mm=1zm(t)δ(ττm)

is to be analyzed according to the adjoining diagram.  The two axes are discrete-time:

  • τ  is the  delay  and can take values between  0  and  6 \ {\rm µ s}  in the example.
  • The (absolute) time  t  is related to the frequency of snapshots and characterizes the variation of the channel over time. We have  t = n \cdot T, where  T \gg \tau_{\rm max} .


The arrows in the graphic mark different Dirac functions with weights  1  (red),  1/2  (blue) and  1/4  (green). This means that the delay  \tau  is also discrete here.

When measuring the impulse responses at different times  t  at intervals of one second, the resolution of the  \tau–axis was two microseconds (\delta \tau = 2 \ \rm µ s).  The echoes were not localized more precisely.

In this task the following quantities are also referred to:

  • the "time-variant transfer function"  according to the definition
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},
  • the approximation of the "coherence bandwidth"  as the reciprocal of the maximal duration of the delay profile  h(\tau, t):
B_{\rm K} \hspace{0.01cm}' = \frac{1}{\tau_{\rm max} - \tau_{\rm min}} \hspace{0.05cm}.




Notes:

  • This task belongs to the chapter  General description of time–variant systems.
  • More detailed information on various definitions for the coherence bandwidth can be found in chapter  The GWSSUS channel model, especially in the sample solution for the  Exercise 2.7Z.
  • It should be noted that this is a constructed task.  According to the above graph, the 2D impulse response changes significantly during the time span  T.  Therefore  T  is to be interpreted here as very large, for example one hour.
  • In mobile radio,  h(\tau, t)  changes in the millisecond range taking into account the Doppler effect, but the changes during this time are rather moderate.



Questionnaire

1

What restriction does the specification  \Delta \tau = 2 \rm µ s  impose on the maximum bandwidth  B_{\rm max}  of the signal to be examined?

B_{\rm max} \ = \

\ \ \rm kHz

2

At what time  t_2  the channel is ideal, characterized by  H(f, t_{\rm 2}) = 1?

t_{\rm 2} \ = \

\ \cdot T

3

From what time  t_{\rm 3}  this channel does cause distortion?

t_{\rm 3} \ = \

\ \cdot T

4

Calculate the coherence bandwidth for  t = 3Tt = 4T  and  t = 5T:

t = 3T \text{:} \hspace{0.4cm} B_{\rm K} \hspace{0.01cm}' \ = \

\ \ \rm kHz
t = 4T \text{:} \hspace{0.4cm} B_{\rm K} \hspace{0.01cm}' \ = \

\ \ \rm kHz
t = 5T \text{:} \hspace{0.4cm} B_{\rm K} \hspace{0.01cm}' \ = \

\ \ \rm kHz

5

From what time  t_{\rm 5}  this channel could be considered as time–invariant?

t_{\rm 5} \ = \

\ \cdot T

6

For which of the mentioned  values of  T  does it make sense to work with the  \rm 2D–impulse response?

A (slow) channel change occurs approximately after  T = 1 \ \rm µ s.
A (slow) channel change takes place approximately after  T = 1 \ \rm s.


Solution

(1)  The signal described in the equivalent low-pass range should not have a bandwidth greater than  B_{\rm max} = 1/\Delta \tau \ \underline {= 500 \ \rm kHz}.

  • This mathematical (two-sided) bandwidth of the low-pass signal is also the maximum physical (one-sided) bandwidth of the corresponding band-pass signal.


(2)  H(f, t_{\rm 2}) = 1  means in the time domain  h(\tau, t_{\rm 2}) = \delta(\tau).

  • Only then the channel is ideal.
  • You can see from the graph that this only applies to the time  t_{\rm 2} \ \underline {= 0}.


(3)  Distortions occur if at time  t  the impulse response is composed of two or more Dirac functions   ⇒   t ≥ t_{\rm 3} \ \underline {= 3T}.

  • At time  t = T  the signal  s(t)  is delayed only by  2 \ \rm µ s.
  • At  t = 2T  the amplitude is additionally reduced by  50 \%  (6 \ \ \rm dB loss).


(4)  At time  t = 3T  the two Dirac functions occur at  \tau_{\rm min} = 0  and  \tau_{\rm max} = 4 \ \rm µ s.

  • The (simple approximation for the) coherence bandwidth is the reciprocal of the delay span of these Dirac functions:
B_{\rm K}\hspace{0.01cm}' = \frac{1}{4\,\,{\rm µ s} } \hspace{0.25cm} \underline{ = 250\,\,{\rm kHz}} \hspace{0.05cm}.
  • The same as at  t = 4T  the time between the Dirac functions is  4 \ \rm µ sB_{\rm K} \hspace{0.01cm}' = \underline {250 \ \rm kHz}.
  • At  t = 5T  the impulse response has a duration of  6 \ \ \rm µ s \ \ \Rightarrow \ {\it B}_{\rm K} \hspace{0.01cm}' \ \underline {\approx 166.7 \ \rm kHz}.


(5)  The impulse responses are identical at the times  5T6T  and  7T  each consists of three Diracs.

  • Assuming that nothing changes in this respect for  t ≥ 8T:   t_{\rm 5} \ \ \underline {= 5T}.


(6)  Solution 2 is correct:

  • The temporal change of the impulse response, whose dynamics is expressed by the parameter  T, must be slow in comparison to the maximum delay span of  h(\tau, t), which is in this task equals \tau_{\rm max} = 6 \ \rm µ s   ⇒   T \gg \tau_{\rm max}.