Difference between revisions of "Aufgaben:Exercise 4.12Z: 4-QAM Systems again"

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[[File:P_ID1724__Mod_Z_4_11.png|right|frame|Phase diagrams for 4–QAM, ideal and with degradations]
+
[[File:P_ID1724__Mod_Z_4_11.png|right|frame|Phase diagrams for 4–QAM, ideal and with degradations]]
  
Graph  $\rm (A)$  shows the phase diagram of the 4-QAM after the matched filter, where an optimal realization form was chosen in the case of AWGN noise under the constraint of "peak limiting":
+
Graph  $\rm (A)$  shows the phase diagram of the 4-QAM after the matched filter,  where an optimal realization form was chosen in the case of AWGN noise under the constraint of  "peak limiting":
* rectangular fundamental transmision pulse of symbol duration  $T$,
+
* rectangular basic transmision pulse of symbol duration  $T$,
 
* rectangular impulse response of the matched filter of the same width  $T$.
 
* rectangular impulse response of the matched filter of the same width  $T$.
  
  
All phase diagrams presented here - both  $\rm (A)$  and   $\rm (B)$  and  $\rm (C)$  - refer to the detection time points only. Thus, the transitions between the individual discrete-time points are not plotted in this phase diagram.
+
All phase diagrams presented here –  $\rm (A)$  and   $\rm (B)$  and  $\rm (C)$  – refer to the detection time points only.  Thus,  the transitions between the individual discrete-time points are not plotted in this phase diagram.
  
*An AWGN channel with  $10 · \lg E_{\rm B}/N_0 = 9 \ \rm dB$  is present.
+
*An AWGN channel with   $10 · \lg E_{\rm B}/N_0 = 9 \ \rm dB$   is present.
*Accordingly, for the bit error probability of the first system considered  $\rm (A)$ :
+
*Accordingly,  for the bit error probability of the first system considered  $\rm (A)$ :
 
:$$p_{\rm B} = {1}/{2}\cdot {\rm erfc}\left ( \sqrt{{E_{\rm B}}/{N_0 }} \hspace{0.1cm}\right )\hspace{0.05cm}.$$
 
:$$p_{\rm B} = {1}/{2}\cdot {\rm erfc}\left ( \sqrt{{E_{\rm B}}/{N_0 }} \hspace{0.1cm}\right )\hspace{0.05cm}.$$
  
Phase diagrams  $\rm (B)$  and  $\rm (C)$   belong to two systems where the 4-QAM was not optimally realized. AWGN noise with  $10 · \lg E_{\rm B}/N_0 = 9 \ \rm dB$  is also assumed in each of these.
+
The phase diagrams  $\rm (B)$  and  $\rm (C)$   belong to two systems where the 4-QAM was not optimally realized.  AWGN noise with  $10 · \lg E_{\rm B}/N_0 = 9 \ \rm dB$  is also assumed in each of these.
  
  
  
  
 
+
Hints:  
 
+
*This exercise belongs to the chapter  [[Modulation_Methods/Quadrature_Amplitude_Modulation|"Quadrature Amplitude Modulation"]].
 
+
*Reference is also made to the page  [[Digital_Signal_Transmission/Linear_Digital_Modulation_-_Coherent_Demodulation#Phase_offset_between_transmitter_and_receiver|"Phase offset between transmitter and receiver"]] in the book  "Digital Signal Transmission".
 
+
*Causes and Effects of intersymbol interference are explained in the  [[Digital_Signal_Transmission/Causes_and_Effects_of_Intersymbol_Interference|section with the same name]]  of the book  "Digital Signal Transmission".
 
 
''Hints:''
 
*This exercise belongs to the chapter  [[Modulation_Methods/Quadrature_Amplitude_Modulation|Quadrature Amplitude Modulation]].
 
*Particular reference is made to the page  [[Digital_Signal_Transmission/Linear_Digital_Modulation_-_Coherent_Demodulation#Phase_offset_between_transmitter_and_receiver|Phase offset between transmitter and receiver]] in the book "Digital Signal Transmission".
 
*Causes and Effects of impulse interference are explained in the  [[Digital_Signal_Transmission/Causes_and_Effects_of_Intersymbol_Interference|section with the same name]]  of the book "Digital Signal Transmission".
 
 
*The crosses in the graphs mark possible points in the phase diagrams if no AWGN noise were present.
 
*The crosses in the graphs mark possible points in the phase diagrams if no AWGN noise were present.
*The point clouds due to the AWGN noise all have the same diameter. The red cloud appears slightly smaller than the others only because "red" is harder to see on "black".
+
*The point clouds due to the AWGN noise all have the same diameter.  The red cloud appears slightly smaller than the others only because  "red"  is harder to see on a black background.
+
*As a sufficiently good approximation for the complementary Gaussian error integral,  you can use:
 
*As a sufficiently goodapproximation for the complementary Gaussian error integral, you can use:
 
 
:$${\rm erfc}(x) \approx \frac{1}{\sqrt{\pi}\cdot x} \cdot {\rm e}^{-x^2}.$$
 
:$${\rm erfc}(x) \approx \frac{1}{\sqrt{\pi}\cdot x} \cdot {\rm e}^{-x^2}.$$
  
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<quiz display=simple>
 
<quiz display=simple>
{Using the given approximation, calculate the bit error probability of system &nbsp;$\rm (A)$.
+
{Using the given approximation,&nbsp; calculate the bit error probability of system &nbsp;$\rm (A)$.
 
|type="{}"}
 
|type="{}"}
$p_{\rm B} \ = \ $ { 3.5 3% } $\ \cdot 10^{-5}$  
+
System &nbsp;$\rm (A):\ \ p_{\rm B} \ = \ $ { 3.5 3% } $\ \cdot 10^{-5}$  
  
  
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{What are the properties of system &nbsp;$\rm (B)$&nbsp;?
 
{What are the properties of system &nbsp;$\rm (B)$&nbsp;?
 
|type="[]"}
 
|type="[]"}
+ There is a phase offset between the transmitter and receiver.
+
+ There is a phase offset between transmitter and receiver.
- The receiver filter results in pulse interference.
+
- The receiver filter results in intersymbol interference.
 
- There is no degradation compared to system &nbsp;$\rm (A)$.
 
- There is no degradation compared to system &nbsp;$\rm (A)$.
  
{ What are the properties of system&nbsp;$\rm (C)$&nbsp;?
+
{ What are the properties of system &nbsp;$\rm (C)$&nbsp;?
 
|type="[]"}
 
|type="[]"}
- There is a phase offset between the transmitter and receiver.
+
- There is a phase offset between transmitter and receiver.
+ The receiver filter results in pulse interference.
+
+ The receiver filter results in intersymbol interference.
 
- There is no degradation compared to system &nbsp;$\rm (A)$.
 
- There is no degradation compared to system &nbsp;$\rm (A)$.
  
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- All three systems have the same bit error probability.
 
- All three systems have the same bit error probability.
 
+ The error probability of system &nbsp;$\rm (A)$&nbsp; is the smallest.  
 
+ The error probability of system &nbsp;$\rm (A)$&nbsp; is the smallest.  
+ System &nbsp;$\rm (B)$&nbsp; has a larger bit error probability than system&nbsp;$\rm (C)$.
+
+ System &nbsp;$\rm (B)$&nbsp; has a larger bit error probability than system&nbsp; $\rm (C)$.
  
  
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</quiz>
 
</quiz>
  
===Musterlösung===
+
===Solution===
 
{{ML-Kopf}}
 
{{ML-Kopf}}
'''(1)'''&nbsp;  Aus der Angabe&nbsp; $10 · \lg E_{\rm B}/N_0 = 9 \ \rm dB$&nbsp; folgt &nbsp; ${E_{\rm B}}/{N_0} = 10^{0.9}\approx 7.95 \hspace{0.05cm}.$&nbsp;  
+
'''(1)'''&nbsp;  From &nbsp; $10 · \lg E_{\rm B}/N_0 = 9 \ \rm dB$ &nbsp; &rArr;  &nbsp; ${E_{\rm B}}/{N_0} = 10^{0.9}\approx 7.95 \hspace{0.05cm}$&nbsp; follows:$&nbsp;  
*Mit der angegebenen Näherung gilt weiter:
+
*With the given approximation,&nbsp; it further holds:
 
:$$p_{\rm B}  =  {1}/{2}\cdot {\rm erfc}\left ( \sqrt{{E_{\rm B}}/{N_0 }} \hspace{0.1cm}\right ) \approx \frac{1}{2 \cdot\sqrt{\pi \cdot{E_{\rm B}}/{N_0}} } \cdot {\rm e}^{-{E_{\rm B}}/{N_0}}  =  {1}/{2 \cdot\sqrt{7.95 \cdot \pi }} \cdot {\rm e}^{-7.95}\approx \hspace{0.15cm}\underline {3.5 \cdot 10^{-5}\hspace{0.05cm}}.$$
 
:$$p_{\rm B}  =  {1}/{2}\cdot {\rm erfc}\left ( \sqrt{{E_{\rm B}}/{N_0 }} \hspace{0.1cm}\right ) \approx \frac{1}{2 \cdot\sqrt{\pi \cdot{E_{\rm B}}/{N_0}} } \cdot {\rm e}^{-{E_{\rm B}}/{N_0}}  =  {1}/{2 \cdot\sqrt{7.95 \cdot \pi }} \cdot {\rm e}^{-7.95}\approx \hspace{0.15cm}\underline {3.5 \cdot 10^{-5}\hspace{0.05cm}}.$$
*Der exakte Wert&nbsp; $p_{\rm B}\hspace{0.15cm}\underline { = 3.3 · 10^{–5}}$&nbsp; ist nur geringfügig kleiner.
+
*The exact value&nbsp; $p_{\rm B}\hspace{0.15cm}\underline { = 3.3 · 10^{–5}}$&nbsp; is only slightly smaller.
 +
 
 +
 
  
 +
'''(2)'''&nbsp;  <u>Answer 1</u>&nbsp; is correct:
 +
*Due to a phase shift of &nbsp; $Δϕ_{\rm T} = 30^\circ$,&nbsp; the phase diagram was rotated,&nbsp; resulting in degradation.
 +
*The two components &nbsp; $\rm I$&nbsp; and&nbsp; $\rm Q$&nbsp; influence each other,&nbsp; but there is no intersymbol interference as in system &nbsp;$\rm (C)$.&nbsp;
 +
*A&nbsp; "Nyquist system"&nbsp; never leads to intersymbol interference.
  
  
'''(2)'''&nbsp;  Richtig ist der <u>Lösungsvorschlag 1</u>:
 
*Aufgrund eines Phasenversatzes um&nbsp; $Δϕ_{\rm T} = 30^\circ$&nbsp; wurde das Phasendiagramm gedreht, was zu einer Degradation führt.
 
*Die beiden Komponenten&nbsp; $\rm I$&nbsp; und&nbsp; $\rm Q$&nbsp; beeinflussen sich zwar gegenseitig, es gibt aber keine Impulsinterferenzen wie bei  System &nbsp;$\rm (C)$.
 
*Ein "Nyquistsystem" führt niemals zu Impulsinterferenzen.
 
  
  
 +
'''(3)'''&nbsp;  <u>Answer 2</u>&nbsp; is correct:
 +
*In particular,&nbsp; the nine crosses in each quadrant of the phase diagram &nbsp;$\rm (C)$,&nbsp; which mark the noise-free case,&nbsp; show the influence of intersymbol interference.
 +
*Instead of the optimal receiver filter for a rectangular basic transmission pulse&nbsp; $g_s(t)$ &nbsp; &rArr; &nbsp; rectangular impulse response &nbsp; $h_{\rm E}(t)$&nbsp;, a &nbsp; [[Signal_Representation/Special_Cases_of_Pulses#Gaussian_pulse|Gaussian low-pass filter]]&nbsp; with (normalized) cutoff frequency &nbsp; $f_{\rm G} · T = 0.6$&nbsp; was used here.
 +
*This causes intersymbol interference.&nbsp;  Even without noise,&nbsp; there are nine crosses in each quadrant indicating one leader and one follower per component.
  
'''(3)'''&nbsp;  Richtig ist der <u>Lösungsvorschlag 2</u>:
 
*Insbesondere an den jeweils neun Kreuzen in jedem Quadranten des  Phasendiagramms &nbsp;$\rm (C)$, die den rauschfreien Fall markieren, erkennt man den Einfluss von Impulsinterferenzen.
 
*Anstelle des optimalen Empfangsfilters für rechteckförmigem Sendegrundimpuls&nbsp; $g_s(t)$ &nbsp; &rArr; &nbsp;  rechteckförmige Impulsantwort&nbsp; $h_{\rm E}(t)$&nbsp; wurde hier ein&nbsp; [[Signal_Representation/Special_Cases_of_Impulse_Signals#Gau.C3.9Fimpuls|Gaußtiefpass]]&nbsp; mit der (normierten) Grenzfrequenz&nbsp; $f_{\rm G} · T = 0.6$&nbsp; verwendet.
 
*Dieser bewirkt Impulsinterferenzen.&nbsp; Auch ohne Rauschen gibt es in jedem Quadranten neun Kreuze, die auf je einen Vor&ndash; und Nachläufer pro Komponente hinweisen.
 
  
  
  
'''(4)'''&nbsp;  Richtig sind die <u>Lösungsvorschläge 2 und 3</u>:
+
'''(4)'''&nbsp;  <u>Answers 2 and 3</u>&nbsp; are correct:
*Die Systeme &nbsp;$\rm (B)$&nbsp; und &nbsp;$\rm (C)$&nbsp; sind nicht optimal.&nbsp; Daraus ist bereits ersichtlich, dass die Aussage 1 nicht zutrifft.
+
*Systems &nbsp;$\rm (B)$&nbsp; and &nbsp;$\rm (C)$&nbsp; are not optimal.&nbsp; This already shows that statement 1 is not correct.
* Dagegen ist  die Aussage 2 richtig.&nbsp; Jedes 4–QAM–System, das dem Matched–Filter–Prinzip folgt und zusätzlich die erste Nyquistbedingung erfüllt, besitzt die vorne angegebene Fehlerwahrscheinlichkeit
+
* In contrast,&nbsp; Answer 2 is right.&nbsp; Every 4-QAM system,&nbsp; which follows the matched filter principle and additionally fulfills the first Nyquist criterion,&nbsp; has the error probability given above:
 
:$$p_{\rm B} = {\rm Q}\left ( \sqrt{{2 \cdot E_{\rm B}}/{N_0 }} \hspace{0.1cm}\right ) = {1}/{2}\cdot {\rm erfc}\left ( \sqrt{{E_{\rm B}}/{N_0 }} \hspace{0.1cm}\right ).$$
 
:$$p_{\rm B} = {\rm Q}\left ( \sqrt{{2 \cdot E_{\rm B}}/{N_0 }} \hspace{0.1cm}\right ) = {1}/{2}\cdot {\rm erfc}\left ( \sqrt{{E_{\rm B}}/{N_0 }} \hspace{0.1cm}\right ).$$
*Die so genannte „Wurzel–Nyquist–Konfiguration”, die zum Beispiel in der Aufgabe 4.12 behandelt wurde, hat somit die genau gleiche Fehlerwahrscheinlichkeit wie das System &nbsp;$\rm (A)$&nbsp; und zu den Detektionszeitpunkten auch das gleiche Phasendiagramm.&nbsp; Die Übergänge zwischen den einzelnen Punkten sind jedoch unterschiedlich.
+
*Thus,&nbsp; the so-called&nbsp; "root-Nyquist configuration",&nbsp; which was treated for example in Exercise 4.12,&nbsp; has exactly the same error probability as system &nbsp;$\rm (A)$&nbsp; and also the same phase diagram at the detection times.&nbsp; The transitions between the individual points are nevertheless different.
*Auch die dritte Aussage ist zutreffend.&nbsp; Man erkennt bereits aus dem Phasendiagramm von System &nbsp;$\rm (B)$&nbsp; Fehlentscheidungen und zwar immer dann, wenn Punkte farblich nicht zu den Quadranten passen.  
+
*The third statement is also true.&nbsp; One can already recognize incorrect decisions from the phase diagram of system &nbsp;$\rm (B)$,&nbsp; and this will always be the case when the points do not match the quadrants in terms of color.
  
  
Die Fehlerwahrscheinlichkeiten von System &nbsp;$\rm (B)$&nbsp; und System &nbsp;$\rm (C)$&nbsp; werden im Buch „Digitalsignalübertragung” hergeleitet. Die Ergebnisse einer Systemsimulation bestätigen die obigen Aussagen:
+
The error probabilities of system &nbsp;$\rm (B)$&nbsp; and system &nbsp;$\rm (C)$&nbsp; are derived in the book "Digital Signal Transmission". The results of a system simulation confirm the above statements:  
* System &nbsp;$\rm (A)$: &nbsp; &nbsp; $p_{\rm B} ≈ 3.3 · 10^{–5}$ (siehe Teilaufgabe 1),
+
* System &nbsp;$\rm (A)$: &nbsp; &nbsp; $p_{\rm B} ≈ 3.3 · 10^{–5}$ (see Question 1),
 
* System &nbsp;$\rm (B)$: &nbsp; &nbsp; $p_{\rm B} ≈ 3.5 · 10^{–2}$,
 
* System &nbsp;$\rm (B)$: &nbsp; &nbsp; $p_{\rm B} ≈ 3.5 · 10^{–2}$,
 
* System &nbsp;$\rm (C)$: &nbsp; &nbsp; $p_{\rm B} ≈ 2.4 · 10^{–4}$.
 
* System &nbsp;$\rm (C)$: &nbsp; &nbsp; $p_{\rm B} ≈ 2.4 · 10^{–4}$.

Latest revision as of 15:53, 19 April 2022

Phase diagrams for 4–QAM, ideal and with degradations

Graph  $\rm (A)$  shows the phase diagram of the 4-QAM after the matched filter,  where an optimal realization form was chosen in the case of AWGN noise under the constraint of  "peak limiting":

  • rectangular basic transmision pulse of symbol duration  $T$,
  • rectangular impulse response of the matched filter of the same width  $T$.


All phase diagrams presented here –  $\rm (A)$  and  $\rm (B)$  and  $\rm (C)$  – refer to the detection time points only.  Thus,  the transitions between the individual discrete-time points are not plotted in this phase diagram.

  • An AWGN channel with   $10 · \lg E_{\rm B}/N_0 = 9 \ \rm dB$   is present.
  • Accordingly,  for the bit error probability of the first system considered  $\rm (A)$ :
$$p_{\rm B} = {1}/{2}\cdot {\rm erfc}\left ( \sqrt{{E_{\rm B}}/{N_0 }} \hspace{0.1cm}\right )\hspace{0.05cm}.$$

The phase diagrams  $\rm (B)$  and  $\rm (C)$  belong to two systems where the 4-QAM was not optimally realized.  AWGN noise with  $10 · \lg E_{\rm B}/N_0 = 9 \ \rm dB$  is also assumed in each of these.



Hints:

  • This exercise belongs to the chapter  "Quadrature Amplitude Modulation".
  • Reference is also made to the page  "Phase offset between transmitter and receiver" in the book  "Digital Signal Transmission".
  • Causes and Effects of intersymbol interference are explained in the  section with the same name  of the book  "Digital Signal Transmission".
  • The crosses in the graphs mark possible points in the phase diagrams if no AWGN noise were present.
  • The point clouds due to the AWGN noise all have the same diameter.  The red cloud appears slightly smaller than the others only because  "red"  is harder to see on a black background.
  • As a sufficiently good approximation for the complementary Gaussian error integral,  you can use:
$${\rm erfc}(x) \approx \frac{1}{\sqrt{\pi}\cdot x} \cdot {\rm e}^{-x^2}.$$


Questions

1

Using the given approximation,  calculate the bit error probability of system  $\rm (A)$.

System  $\rm (A):\ \ p_{\rm B} \ = \ $

$\ \cdot 10^{-5}$

2

What are the properties of system  $\rm (B)$ ?

There is a phase offset between transmitter and receiver.
The receiver filter results in intersymbol interference.
There is no degradation compared to system  $\rm (A)$.

3

What are the properties of system  $\rm (C)$ ?

There is a phase offset between transmitter and receiver.
The receiver filter results in intersymbol interference.
There is no degradation compared to system  $\rm (A)$.

4

Which statements about the error probabilities are correct ?

All three systems have the same bit error probability.
The error probability of system  $\rm (A)$  is the smallest.
System  $\rm (B)$  has a larger bit error probability than system  $\rm (C)$.


Solution

(1)  From   $10 · \lg E_{\rm B}/N_0 = 9 \ \rm dB$   ⇒   ${E_{\rm B}}/{N_0} = 10^{0.9}\approx 7.95 \hspace{0.05cm}$  follows:$ 

  • With the given approximation,  it further holds:
$$p_{\rm B} = {1}/{2}\cdot {\rm erfc}\left ( \sqrt{{E_{\rm B}}/{N_0 }} \hspace{0.1cm}\right ) \approx \frac{1}{2 \cdot\sqrt{\pi \cdot{E_{\rm B}}/{N_0}} } \cdot {\rm e}^{-{E_{\rm B}}/{N_0}} = {1}/{2 \cdot\sqrt{7.95 \cdot \pi }} \cdot {\rm e}^{-7.95}\approx \hspace{0.15cm}\underline {3.5 \cdot 10^{-5}\hspace{0.05cm}}.$$
  • The exact value  $p_{\rm B}\hspace{0.15cm}\underline { = 3.3 · 10^{–5}}$  is only slightly smaller.


(2)  Answer 1  is correct:

  • Due to a phase shift of   $Δϕ_{\rm T} = 30^\circ$,  the phase diagram was rotated,  resulting in degradation.
  • The two components   $\rm I$  and  $\rm Q$  influence each other,  but there is no intersymbol interference as in system  $\rm (C)$. 
  • A  "Nyquist system"  never leads to intersymbol interference.



(3)  Answer 2  is correct:

  • In particular,  the nine crosses in each quadrant of the phase diagram  $\rm (C)$,  which mark the noise-free case,  show the influence of intersymbol interference.
  • Instead of the optimal receiver filter for a rectangular basic transmission pulse  $g_s(t)$   ⇒   rectangular impulse response   $h_{\rm E}(t)$ , a   Gaussian low-pass filter  with (normalized) cutoff frequency   $f_{\rm G} · T = 0.6$  was used here.
  • This causes intersymbol interference.  Even without noise,  there are nine crosses in each quadrant indicating one leader and one follower per component.



(4)  Answers 2 and 3  are correct:

  • Systems  $\rm (B)$  and  $\rm (C)$  are not optimal.  This already shows that statement 1 is not correct.
  • In contrast,  Answer 2 is right.  Every 4-QAM system,  which follows the matched filter principle and additionally fulfills the first Nyquist criterion,  has the error probability given above:
$$p_{\rm B} = {\rm Q}\left ( \sqrt{{2 \cdot E_{\rm B}}/{N_0 }} \hspace{0.1cm}\right ) = {1}/{2}\cdot {\rm erfc}\left ( \sqrt{{E_{\rm B}}/{N_0 }} \hspace{0.1cm}\right ).$$
  • Thus,  the so-called  "root-Nyquist configuration",  which was treated for example in Exercise 4.12,  has exactly the same error probability as system  $\rm (A)$  and also the same phase diagram at the detection times.  The transitions between the individual points are nevertheless different.
  • The third statement is also true.  One can already recognize incorrect decisions from the phase diagram of system  $\rm (B)$,  and this will always be the case when the points do not match the quadrants in terms of color.


The error probabilities of system  $\rm (B)$  and system  $\rm (C)$  are derived in the book "Digital Signal Transmission". The results of a system simulation confirm the above statements:

  • System  $\rm (A)$:     $p_{\rm B} ≈ 3.3 · 10^{–5}$ (see Question 1),
  • System  $\rm (B)$:     $p_{\rm B} ≈ 3.5 · 10^{–2}$,
  • System  $\rm (C)$:     $p_{\rm B} ≈ 2.4 · 10^{–4}$.