Difference between revisions of "Aufgaben:Exercise 5.8Z: Cyclic Prefix and Guard Interval"

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{{quiz-Header|Buchseite=Modulationsverfahren/Realisierung von OFDM-Systemen
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{{quiz-Header|Buchseite=Modulation_Methods/Implementation_of_OFDM_Systems
 
}}
 
}}
  
[[File:P_ID1664__Z_5_8.png|right|frame|OFDM–Schema mit zyklischem Präfix]]
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[[File:P_ID1664__Z_5_8.png|right|frame|OFDM scheme with cyclic prefix  '''KORREKTUR''': guard interval, output symbol]]
Wir gehen in dieser Aufgabe von einem  $\rm OFDM$–System mit  $N = 8$  Trägern und zyklischem Präfix aus.  Der Subträgerabstand sei  $f_0 = 4 \ \rm kHz$.  Die Grafik zeigt das Prinzip des zyklischen Präfixes.
+
In this exercise, we assume an  $\rm OFDM$ system with  $N = 8$  carriers and cyclic prefix.  Let the subcarrier spacing be  $f_0 = 4 \ \rm kHz$.  The diagram shows the principle of the cyclic prefix.
*Die Übertragung erfolgt über einen Zweiwegekanal, wobei beide Pfade verzögert sind.  Die Kanalimpulsantwort lautet somit mit  $τ_1 = \ \rm 50 µs$  und  $τ_2 = 125\ \rm  µs$:
+
*Transmission is via a two-way channel, with both paths delayed.  The channel impulse response is thus with  $τ_1 = \ \rm 50 µs$  and  $τ_2 = 125\ \rm  µs$:
 
:$$ h(t) = h_1 \cdot \delta (t- \tau_1) + h_2 \cdot \delta (t- \tau_2).$$
 
:$$ h(t) = h_1 \cdot \delta (t- \tau_1) + h_2 \cdot \delta (t- \tau_2).$$
*Der Einsatz eines solchen zyklischen Präfixes vermindert allerdings die Bandbreiteneffizienz  $($Verhältnis von Symbolrate zu Bandbreite$)$  um den Faktor
+
*However, the use of such a cyclic prefix decreases the bandwidth efficiency  $($ratio of symbol rate to bandwidth$)$  by a factor of
 
:$$ \beta = \frac{1}{{1 + T_{\rm{G}} /T}} $$
 
:$$ \beta = \frac{1}{{1 + T_{\rm{G}} /T}} $$
:und führt auch zu einer Verringerung des Signal&ndash;Rausch&ndash;Verhältnisses um ebenfalls diesen Wert <i>&beta;</i>.  
+
:and also leads to a reduction of the signal-to-noise ratio by this value <i>&beta;</i> as well.  
*Voraussetzung für die Gültigkeit des hier angegebenen SNR&ndash;Verlustes ist allerdings, dass die Impulsantworten &nbsp;$g_{\rm S}(t)$&nbsp; und &nbsp;$g_{\rm E}(t)$&nbsp; von Sende&ndash; und Empfangsfilter an die Symboldauer &nbsp;$T$&nbsp; angepasst sind&nbsp; $($Matched&ndash;Filter&ndash;Ansatz$)$.
+
*However, a prerequisite for the validity of the SNR loss given here is that the impulse responses &nbsp;$g_{\rm S}(t)$&nbsp; and &nbsp;$g_{\rm E}(t)$&nbsp; of the transmit and receive filters are matched to the symbol duration &nbsp;$T$&nbsp; &nbsp; $($matched&ndash;filter approach$)$.
  
  
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''Hinweise:''  
+
''Notes:''  
*Die Aufgabe gehört zum  Kapitel&nbsp; [[Modulation_Methods/Realisierung_von_OFDM-Systemen|Realisierung von OFDM-Systemen]].
+
*The task belongs to the chapter&nbsp; [[Modulation_Methods/Realisierung_von_OFDM-Systemen|Implementation of OFDM Systems]].
*Bezug genommen wird insbesondere auf die Seiten&nbsp;  [[Modulation_Methods/Realisierung_von_OFDM-Systemen#Zyklisches_Pr.C3.A4fix|Zyklisches Präfix]]&nbsp; sowie &nbsp;[[Modulation_Methods/Realisierung_von_OFDM-Systemen#OFDM.E2.80.93System_mit_zyklischem_Pr.C3.A4fix|OFDM-System mit zyklischem Präfix]].
+
*Reference is made in particular to the pages&nbsp;  [[Modulation_Methods/Implementation_of_OFDM_Systems#Cyclic_Prefix|Cyclic Prefix]]&nbsp; and &nbsp;[[Modulation_Methods/Implementation_of_OFDM_Systems#OFDM_system_with_cyclic_prefix|OFDM system with cyclic prefix]].
 
   
 
   
  
  
  
===Fragebogen===
+
===Questions===
  
 
<quiz display=simple>
 
<quiz display=simple>
{Geben Sie die Kernsymboldauer &nbsp;$T$&nbsp; an.
+
{Specify the core symbol duration &nbsp;$T$&nbsp; an.
 
|type="{}"}
 
|type="{}"}
 
$T \ = \ $ { 250 3% } $\ \rm &micro; s$
 
$T \ = \ $ { 250 3% } $\ \rm &micro; s$
  
{Wie lang sollte das Guard–Intervall &nbsp;$T_{\rm G}$&nbsp; mindestens sein?
+
{What should be the minimum length of the guard interval &nbsp;$T_{\rm G}$?&nbsp;
 
|type="{}"}
 
|type="{}"}
 
$T_{\rm G}\ = \ $ { 125 3% } $\ \rm &micro; s$
 
$T_{\rm G}\ = \ $ { 125 3% } $\ \rm &micro; s$
  
{Bestimmen Sie die resultierende Rahmendauer  &nbsp;$T_{\rm R}$.
+
{Determine the resulting frame duration &nbsp;$T_{\rm R}$.
 
|type="{}"}
 
|type="{}"}
 
$T_{\rm R}\ = \ $ { 375 3% } $\ \rm &micro; s$
 
$T_{\rm R}\ = \ $ { 375 3% } $\ \rm &micro; s$
  
{Welche Aussagen sind richtig?&nbsp; Durch eine Guardlücke, also das Nullsetzen des OFDM–Signals im Guard–Intervall, können
+
{Which statements are correct?&nbsp; By using a guard gap, i.e. setting the OFDM signal to zero in the guard interval, it is possible to
 
|type="[]"}
 
|type="[]"}
- Intercarrier–Interferenzen&nbsp; $\rm (ICI)$&nbsp; unterdrückt werden,
+
- suppress intercarrier interference&nbsp; $\rm (ICI)$,&nbsp;  
+ Impulsinterferenzen&nbsp; $\rm (ISI)$&nbsp; unterdrückt werden.
+
+ suppress intersymbol interference&nbsp; $\rm (ISI)$.&nbsp;
  
{Welche Aussagen sind richtig?&nbsp; Durch ein zyklisches Präfix, also durch eine zyklische Erweiterung des OFDM–Signals im Guard–Intervall, können
+
{Which statements are correct?&nbsp; By using a cyclic prefix, i.e. a cyclic extension of the OFDM signal in the guard interval, it is possible to
 
|type="[]"}
 
|type="[]"}
+ Intercarrier–Interferenzen&nbsp; $\rm (ICI)$&nbsp; unterdrückt werden,
+
+ suppress intercarrier interference&nbsp; $\rm (ICI)$,&nbsp;
+ Impulsinterferenzen&nbsp; $\rm (ISI)$&nbsp; unterdrückt werden.
+
+ suppress intersymbol interference&nbsp; $\rm (ISI)$.&nbsp;  
  
{Nennen Sie die jeweilige Anzahl der Abtastwerte für das Kernsymbol &nbsp;$(N)$,&nbsp; $\rm (ICI)$&nbsp; das Guard–Intervall &nbsp;$(N_{\rm G})$&nbsp; und den gesamten Rahmen &nbsp;$(N_{\rm R})$.
+
{State the respective number of samples for the core symbol &nbsp;$(N)$,&nbsp; $\rm (ICI)$&nbsp; the guard interval &nbsp;$(N_{\rm G})$&nbsp; and the entire frame &nbsp;$(N_{\rm R})$.
 
|type="{}"}
 
|type="{}"}
 
$N \hspace{0.35cm} = \ $ { 8 }  
 
$N \hspace{0.35cm} = \ $ { 8 }  
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$N_{\rm R} \ = \ $ { 12 }
 
$N_{\rm R} \ = \ $ { 12 }
  
{Geben Sie die Abtastwerte des  Guard–Intervalls an, unter der Voraussetzung, dass lediglich der erste Träger mit dem Trägerkoeffizienten &nbsp;$-1$&nbsp; verwendet wird.
+
{Specify the guard interval samples, assuming that only the first carrier with carrier coefficient &nbsp;$-1$&nbsp; is used.
 
|type="{}"}
 
|type="{}"}
 
$\text{Re}\big[d_{-1}\big] \ = \ $ { -714--0.700 }
 
$\text{Re}\big[d_{-1}\big] \ = \ $ { -714--0.700 }
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$\text{Im}\big[d_{-4}\big] \ = \ $ { 0. }
 
$\text{Im}\big[d_{-4}\big] \ = \ $ { 0. }
  
{Welche Bandbreiteneffizienz &nbsp;$\beta$&nbsp; ergibt sich inklusive des Guard–Intervalls?
+
{What is the bandwidth efficiency &nbsp;$\beta$&nbsp; including the guard interval?
 
|type="{}"}
 
|type="{}"}
 
$\beta\ = \ $ { 0.667 3% }  
 
$\beta\ = \ $ { 0.667 3% }  
  
{Wie groß ist der damit verbundene SNR–Verlust &nbsp;$10 · \lg \ Δ_ρ$&nbsp; (in dB) unter der Voraussetzung des Matched–Filter–Ansatzes?
+
{What is the associated SNR loss &nbsp;$10 · \lg \ Δ_ρ$&nbsp; (in dB) assuming the matched-filter approach?
 
|type="{}"}
 
|type="{}"}
 
$10 · \lg \ Δ_ρ \ = \ $ { 1.76 3% } $\ \rm dB$  
 
$10 · \lg \ Δ_ρ \ = \ $ { 1.76 3% } $\ \rm dB$  
 
</quiz>
 
</quiz>
  
===Musterlösung===
+
===Solution===
 
{{ML-Kopf}}
 
{{ML-Kopf}}
'''(1)'''&nbsp;  Die Kernsymboldauer ist gleich dem Kehrwert des Trägerabstands:&nbsp;  
+
'''(1)'''&nbsp;  The core symbol duration is equal to the reciprocal of the carrier spacing: &nbsp;  
 
:$$ T = {1}/{f_0} \hspace{0.15cm}\underline {= 250\,\,{\rm &micro; s}}.$$
 
:$$ T = {1}/{f_0} \hspace{0.15cm}\underline {= 250\,\,{\rm &micro; s}}.$$
  
  
'''(2)'''&nbsp;  Um Interferenzen zu vermeiden, ist die Dauer&nbsp; $T_{\rm G}$&nbsp;  des Guard–Intervalls mindestens so groß zu wählen wie die maximale Kanalverzögerung&nbsp; $($hier: $τ_2 = 125\ \rm  &micro; s)$:
+
'''(2)'''&nbsp;  To avoid interference, the duration&nbsp; $T_{\rm G}$&nbsp;  of the guard interval should be at least as long as the maximum channel delay&nbsp; $($here: $τ_2 = 125\ \rm  &micro; s)$:
 
:$$ T_{\rm G} \hspace{0.15cm}\underline {= 125\,\,{\rm &micro; s}}.$$
 
:$$ T_{\rm G} \hspace{0.15cm}\underline {= 125\,\,{\rm &micro; s}}.$$
  
  
'''(3)'''&nbsp;  Für die Rahmendauer gilt somit:   
+
'''(3)'''&nbsp;  Thus, for the frame duration:   
 
:$$ T_{\rm{R}} = T + T_{\rm G}\hspace{0.15cm}\underline {= 375\,\,{\rm &micro; s}}.$$
 
:$$ T_{\rm{R}} = T + T_{\rm G}\hspace{0.15cm}\underline {= 375\,\,{\rm &micro; s}}.$$
  
  
'''(4)'''&nbsp;  Richtig ist der <u>Lösungsvorschlag 2</u>:
+
'''(4)'''&nbsp;  <u>Solution 2</u> is correct:
*Durch eine Guardlücke geeigneter Länge können ausschließlich Impulsinterferenzen&nbsp; $\rm (ISI)$&nbsp; vermieden werden.  
+
*Only intersymbol interference&nbsp; $\rm (ISI)$&nbsp; can be avoided by a guard gap of suitable length.
*Die Lückendauer&nbsp; $T_{\rm G}$&nbsp; muss dabei so groß gewählt werden, dass das aktuelle Symbol durch das Vorgängersymbol nicht beeinträchtigt wird.  
+
*The gap duration&nbsp; $T_{\rm G}$&nbsp; must be chosen so large that the current symbol is not affected by the predecessor symbol.
*Im vorliegenden Beispiel muss&nbsp; $T_{\rm G}≥ 125\ \rm  &micro; s$&nbsp; sein.
+
*In the present example, it must be &nbsp; $T_{\rm G}≥ 125\ \rm  &micro; s$.&nbsp;  
  
  
  
'''(5)'''&nbsp;    <u>Beide Lösungsvorschläge</u> sind zutreffend:
+
'''(5)'''&nbsp;    <u>Both solutions</u> are applicable:
*Durch ein zyklisches Präfix geeigneter Länge werden zusätzlich auch Intercarrier–Interferenzen&nbsp; $\rm (ICI)$&nbsp; unterdrückt.
+
*A cyclic prefix of suitable length also suppresses intercarrier interference&nbsp; $\rm (ICI)$.&nbsp;
*Es wird damit sichergestellt, dass für alle Träger innerhalb der Kernsymboldauer&nbsp; $T$&nbsp; eine vollständige und unverfälschte Schwingung auftritt, auch wenn andere Träger aktiv sind.  
+
*This ensures that a complete and undistorted oscillation occurs for all carriers within the core symbol duration&nbsp; $T$,&nbsp; even if other carriers are active.
  
  
  
'''(6)'''&nbsp;  Die Anzahl der Abtastwerte innerhalb des Kernsymbols ist gleich der Anzahl der Träger &nbsp; &rArr; &nbsp; $\underline{N=8}$.  
+
'''(6)'''&nbsp;  The number of samples within the core symbol is equal to the number of carriers &nbsp; &rArr; &nbsp; $\underline{N=8}$.  
*Wegen&nbsp; $T_{\rm G}= T/2$&nbsp; gilt&nbsp; $N_{\rm G}\hspace{0.15cm}\underline {= 4}$&nbsp; und damit&nbsp; $N_{\rm R} = N + N_{\rm G}\hspace{0.15cm}\underline {= 12}$.
+
*Because of&nbsp; $T_{\rm G}= T/2$&nbsp;, &nbsp; $N_{\rm G}\hspace{0.15cm}\underline {= 4}$&nbsp; and thus&nbsp; $N_{\rm R} = N + N_{\rm G}\hspace{0.15cm}\underline {= 12}$ holds.
  
  
  
'''(7)'''&nbsp;  Die Belegung des ersten Trägers&nbsp; $($Frequenz $f_0)$&nbsp; mit dem Koeffizienten "–1" führt zu den Abtastwerten
+
'''(7)'''&nbsp;  Assigning the coefficient "-1" to the first carrier&nbsp; $($frequency $f_0)$&nbsp; results in the samples
 
:$$d_0 = -1, \hspace{0.3cm}d_1 = -0.707 - {\rm j} \cdot 0.707, \hspace{0.3cm}d_2 =  -{\rm j} ,\hspace{0.3cm} d_3 = +0.707 -{\rm j} \cdot 0.707, $$
 
:$$d_0 = -1, \hspace{0.3cm}d_1 = -0.707 - {\rm j} \cdot 0.707, \hspace{0.3cm}d_2 =  -{\rm j} ,\hspace{0.3cm} d_3 = +0.707 -{\rm j} \cdot 0.707, $$
 
:$$d_4 = +1, \hspace{0.3cm}d_5 = +0.707 + {\rm j} \cdot 0.707, \hspace{0.3cm}d_6 =  +{\rm j} ,\hspace{0.3cm} d_7 = -0.707 +{\rm j} \cdot 0.707. $$
 
:$$d_4 = +1, \hspace{0.3cm}d_5 = +0.707 + {\rm j} \cdot 0.707, \hspace{0.3cm}d_6 =  +{\rm j} ,\hspace{0.3cm} d_7 = -0.707 +{\rm j} \cdot 0.707. $$
  
*Die zyklische Erweiterung liefert die zusätzlichen Abtastwerte&nbsp; $d_{-1} = d_7$, &nbsp; $d_{-2} = d_6$, &nbsp; $d_{-3} = d_5$&nbsp; und&nbsp; $d_{-4} = d_4$:
+
*The cyclic expansion provides the additional samples&nbsp; $d_{-1} = d_7$, &nbsp; $d_{-2} = d_6$, &nbsp; $d_{-3} = d_5$&nbsp; and&nbsp; $d_{-4} = d_4$:
 
:$$\underline{{\rm Re}[d_{-1}] = -0.707,\hspace{0.3cm}{\rm Im}[d_{-1}] = +0.707,\hspace{0.3cm}{\rm Re}[d_{-2}] = 0,\hspace{0.3cm} {\rm Im}[d_{-2}] = 1},$$
 
:$$\underline{{\rm Re}[d_{-1}] = -0.707,\hspace{0.3cm}{\rm Im}[d_{-1}] = +0.707,\hspace{0.3cm}{\rm Re}[d_{-2}] = 0,\hspace{0.3cm} {\rm Im}[d_{-2}] = 1},$$
 
:$$\underline{{\rm Re}[d_{-3}] = +0.707,\hspace{0.3cm}{\rm Im}[d_{-3}] = +0.707,\hspace{0.3cm}{\rm Re}[d_{-4}] = 1,\hspace{0.3cm} {\rm Im}\{d_{-4}] = 0}.$$
 
:$$\underline{{\rm Re}[d_{-3}] = +0.707,\hspace{0.3cm}{\rm Im}[d_{-3}] = +0.707,\hspace{0.3cm}{\rm Re}[d_{-4}] = 1,\hspace{0.3cm} {\rm Im}\{d_{-4}] = 0}.$$
  
  
'''(8)'''&nbsp;  Entsprechend der angegebenen Gleichung ist die Bandbreiteneffizienz gleich
+
'''(8)'''&nbsp;  According to the given equation, the bandwidth efficiency is equal to
 
:$$\beta = \frac{1}{1 + {T_{\rm{G}}}/{T}} = \frac{1}{1 + ({125\,\,{\rm \mu s}})/({250\,\,{\rm \mu s}})} \hspace{0.15cm}\underline {= 0.667}.$$
 
:$$\beta = \frac{1}{1 + {T_{\rm{G}}}/{T}} = \frac{1}{1 + ({125\,\,{\rm \mu s}})/({250\,\,{\rm \mu s}})} \hspace{0.15cm}\underline {= 0.667}.$$
  
  
'''(9)'''&nbsp;  Die Bandbreiteneffizienz&nbsp; $β&nbsp; = 2/3$&nbsp; führt zu einem SNR–Verlust von
+
'''(9)'''&nbsp;  The bandwidth efficiency&nbsp; $β&nbsp; = 2/3$&nbsp; results in an SNR loss of
 
:$$10 \cdot {\rm{lg}}\hspace{0.04cm}\Delta \rho = 10 \cdot {\rm{lg}}\hspace{0.04cm}(\beta) \hspace{0.15cm}\underline {\approx1.76\,\,{\rm{dB}}}.$$
 
:$$10 \cdot {\rm{lg}}\hspace{0.04cm}\Delta \rho = 10 \cdot {\rm{lg}}\hspace{0.04cm}(\beta) \hspace{0.15cm}\underline {\approx1.76\,\,{\rm{dB}}}.$$
  

Revision as of 12:11, 29 December 2021

OFDM scheme with cyclic prefix KORREKTUR: guard interval, output symbol

In this exercise, we assume an  $\rm OFDM$ system with  $N = 8$  carriers and cyclic prefix.  Let the subcarrier spacing be  $f_0 = 4 \ \rm kHz$.  The diagram shows the principle of the cyclic prefix.

  • Transmission is via a two-way channel, with both paths delayed.  The channel impulse response is thus with  $τ_1 = \ \rm 50 µs$  and  $τ_2 = 125\ \rm µs$:
$$ h(t) = h_1 \cdot \delta (t- \tau_1) + h_2 \cdot \delta (t- \tau_2).$$
  • However, the use of such a cyclic prefix decreases the bandwidth efficiency  $($ratio of symbol rate to bandwidth$)$  by a factor of
$$ \beta = \frac{1}{{1 + T_{\rm{G}} /T}} $$
and also leads to a reduction of the signal-to-noise ratio by this value β as well.
  • However, a prerequisite for the validity of the SNR loss given here is that the impulse responses  $g_{\rm S}(t)$  and  $g_{\rm E}(t)$  of the transmit and receive filters are matched to the symbol duration  $T$    $($matched–filter approach$)$.





Notes:



Questions

1

Specify the core symbol duration  $T$  an.

$T \ = \ $

$\ \rm µ s$

2

What should be the minimum length of the guard interval  $T_{\rm G}$? 

$T_{\rm G}\ = \ $

$\ \rm µ s$

3

Determine the resulting frame duration  $T_{\rm R}$.

$T_{\rm R}\ = \ $

$\ \rm µ s$

4

Which statements are correct?  By using a guard gap, i.e. setting the OFDM signal to zero in the guard interval, it is possible to

suppress intercarrier interference  $\rm (ICI)$, 
suppress intersymbol interference  $\rm (ISI)$. 

5

Which statements are correct?  By using a cyclic prefix, i.e. a cyclic extension of the OFDM signal in the guard interval, it is possible to

suppress intercarrier interference  $\rm (ICI)$, 
suppress intersymbol interference  $\rm (ISI)$. 

6

State the respective number of samples for the core symbol  $(N)$,  $\rm (ICI)$  the guard interval  $(N_{\rm G})$  and the entire frame  $(N_{\rm R})$.

$N \hspace{0.35cm} = \ $

$N_{\rm G} \ = \ $

$N_{\rm R} \ = \ $

7

Specify the guard interval samples, assuming that only the first carrier with carrier coefficient  $-1$  is used.

$\text{Re}\big[d_{-1}\big] \ = \ $

$\text{Im}\big[d_{-1}\big] \ = \ $

$\text{Re}\big[d_{-2}\big] \ = \ $

$\text{Im}\big[d_{-2}\big] \ = \ $

$\text{Re}\big[d_{-3}\big] \ = \ $

$\text{Im}\big[d_{-3}\big] \ = \ $

$\text{Re}\big[d_{-4}\big] \ = \ $

$\text{Im}\big[d_{-4}\big] \ = \ $

8

What is the bandwidth efficiency  $\beta$  including the guard interval?

$\beta\ = \ $

9

What is the associated SNR loss  $10 · \lg \ Δ_ρ$  (in dB) assuming the matched-filter approach?

$10 · \lg \ Δ_ρ \ = \ $

$\ \rm dB$


Solution

(1)  The core symbol duration is equal to the reciprocal of the carrier spacing:  

$$ T = {1}/{f_0} \hspace{0.15cm}\underline {= 250\,\,{\rm µ s}}.$$


(2)  To avoid interference, the duration  $T_{\rm G}$  of the guard interval should be at least as long as the maximum channel delay  $($here: $τ_2 = 125\ \rm µ s)$:

$$ T_{\rm G} \hspace{0.15cm}\underline {= 125\,\,{\rm µ s}}.$$


(3)  Thus, for the frame duration:

$$ T_{\rm{R}} = T + T_{\rm G}\hspace{0.15cm}\underline {= 375\,\,{\rm µ s}}.$$


(4)  Solution 2 is correct:

  • Only intersymbol interference  $\rm (ISI)$  can be avoided by a guard gap of suitable length.
  • The gap duration  $T_{\rm G}$  must be chosen so large that the current symbol is not affected by the predecessor symbol.
  • In the present example, it must be   $T_{\rm G}≥ 125\ \rm µ s$. 


(5)  Both solutions are applicable:

  • A cyclic prefix of suitable length also suppresses intercarrier interference  $\rm (ICI)$. 
  • This ensures that a complete and undistorted oscillation occurs for all carriers within the core symbol duration  $T$,  even if other carriers are active.


(6)  The number of samples within the core symbol is equal to the number of carriers   ⇒   $\underline{N=8}$.

  • Because of  $T_{\rm G}= T/2$ ,   $N_{\rm G}\hspace{0.15cm}\underline {= 4}$  and thus  $N_{\rm R} = N + N_{\rm G}\hspace{0.15cm}\underline {= 12}$ holds.


(7)  Assigning the coefficient "-1" to the first carrier  $($frequency $f_0)$  results in the samples

$$d_0 = -1, \hspace{0.3cm}d_1 = -0.707 - {\rm j} \cdot 0.707, \hspace{0.3cm}d_2 = -{\rm j} ,\hspace{0.3cm} d_3 = +0.707 -{\rm j} \cdot 0.707, $$
$$d_4 = +1, \hspace{0.3cm}d_5 = +0.707 + {\rm j} \cdot 0.707, \hspace{0.3cm}d_6 = +{\rm j} ,\hspace{0.3cm} d_7 = -0.707 +{\rm j} \cdot 0.707. $$
  • The cyclic expansion provides the additional samples  $d_{-1} = d_7$,   $d_{-2} = d_6$,   $d_{-3} = d_5$  and  $d_{-4} = d_4$:
$$\underline{{\rm Re}[d_{-1}] = -0.707,\hspace{0.3cm}{\rm Im}[d_{-1}] = +0.707,\hspace{0.3cm}{\rm Re}[d_{-2}] = 0,\hspace{0.3cm} {\rm Im}[d_{-2}] = 1},$$
$$\underline{{\rm Re}[d_{-3}] = +0.707,\hspace{0.3cm}{\rm Im}[d_{-3}] = +0.707,\hspace{0.3cm}{\rm Re}[d_{-4}] = 1,\hspace{0.3cm} {\rm Im}\{d_{-4}] = 0}.$$


(8)  According to the given equation, the bandwidth efficiency is equal to

$$\beta = \frac{1}{1 + {T_{\rm{G}}}/{T}} = \frac{1}{1 + ({125\,\,{\rm \mu s}})/({250\,\,{\rm \mu s}})} \hspace{0.15cm}\underline {= 0.667}.$$


(9)  The bandwidth efficiency  $β  = 2/3$  results in an SNR loss of

$$10 \cdot {\rm{lg}}\hspace{0.04cm}\Delta \rho = 10 \cdot {\rm{lg}}\hspace{0.04cm}(\beta) \hspace{0.15cm}\underline {\approx1.76\,\,{\rm{dB}}}.$$