Научная статья на тему 'Outage analysis of device-to-device communication system'

Outage analysis of device-to-device communication system Текст научной статьи по специальности «Медицинские технологии»

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Ключевые слова
МЕЖКАНАЛЬНОЕ ВМЕШАТЕЛЬСТВО / CO-CHANNEL INTERFERENCE / D2D COMMUNICATION / ГАММА-РАСПРЕДЕЛЕНИЕ / ГАММА-РОЗПОДіЛ / GAMMA DISTRIBUTION / ВЕРОЯТНОСТЬ ОТКАЗА / OUTAGE PROBABILITY / D2D-СВЯЗЬ / ЗАВАДИ В СУМіЩЕНОМУ КАНАЛі / ЗВ''ЯЗОК D2D / ЙМОВіРНіСТЬ ВіДМОВИ

Аннотация научной статьи по медицинским технологиям, автор научной работы — Hussain Z., Khan A.R., Mehdi H., Saleem S.M.A.

In this paper, we analyze the outage performance of Device-to-Device (D2D) communication system in the presence of co-channel interference (CCI). Gamma distribution is considered here to model the random channel gain powers of D2D communication system and co-channel interferers. A characteristic function (CF) expression of the D2D communication system in the presence of CCI is presented as a function of various parameters of the system. Based on this CF expression an outage probability expression is presented as a function of arbitrary parameters of channel fading, CCI and path-loss. Effects of the CCI on the outage performance are then discussed with the help of numerical results under various channel and interference conditions.

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Анализ сбоев систем связи вида устройство-устройство

В этой статье анализируется производительность систем связи "устройство-устройство"' (D2D) при наличии межканальных помех (CCI). Для моделирования коэффициентов усиления случайного канала системы связи D2D и межканальных помех используется гамма-распределение. Выражение характеристической функции системы связи D2D в присутствии межканальных помех представлено как функцию различных параметров системы. На основе выражения характеристической функции вероятность сбоев представлено как функцию произвольных параметров затухания канала, межканальных помех и затухания на пути. Влияние межканальных помех на вероятность сбоев проанализирована с помощью числовых результатов при различных канальных и интерференционных условиях.

Текст научной работы на тему «Outage analysis of device-to-device communication system»

Outage Analysis of Device-to-Device Communication System

Hussain Z., Khan A. U. R., Mehdi H., Saleern S. M. A.

National University of Computer and Emerging Sciences, Pakistan E-mail: zakir.hussain&nu. edu.pk

111 this paper, we analyze the outage performance of Device-to-Device (D2D) communication system in the presence of co-channel interference (CCI). Gamma distribution is considered here to model the random channel gain powers of D2D communication system and co-channel interferers. A characteristic function (CF) expression of the D2D communication system in the presence of CCI is presented as a function of various parameters of the system. Based on this CF expression an outage probability expression is presented as a function of arbitrary parameters of channel fading, CCI and pat.li-loss. Effects of the CCI on the outage performance are then discussed with the help of numerical results under various channel and interference conditions.

Key words: co-channel Interference: D2D communication: gamma distribution: outage probability DOI: 10.20535/RADAP. 2018.74.36-43

1 Introduction

The inevitably increasing demand of communicating smart devices increases demand of high data rate and hence causing shortage of wireless bandwidth fl 3]. Device-to-device (D2D) communication system is one of the emerging technologies to fulfill the demand of high data rate and to enhance the performance of cellular communication system. D2D communication system is a fifth generation (5G) cellular communication system standard that allows direct communication between user devices without routing of data through cellular infrastructure which results in an improved data rate [4 7]. However, duo to the presence of large number of wireless communication devices, coexistence issues arise. In the absence of suitable coordination between various wireless communication devices in the network co-channel interference (CCI) may take place [8 11]. Therefore, effects of CCI should be considered in the performance analysis of D2D communication systems. In this work, our aim is to analyze the effects of CCI on the performance of D2D communication systems. Outage probability IS 3. useful tool to analyze the quality of the received signal at the receiving node in the presence of CCI and various channel conditions. Outage probability of multi-hop D2D communication system is studied by authors in [12] over Rayleigh fading channel. In [13]. authors studied the outage probability of D2D communication system over Suzuki fading channel. Authors in [14] has studied the outage performance of D2D communication system in presence of interference and noise in Rayleigh fading. Authors in [15]. studied outage

probability of D2D communication system over Rayleigh fading channel. In [16]. authors have considered the Gamma faded channel for the desired D2D signal and Nakagami faded channel for the CCI signals. Moreover, authors have considered identically distributed co-channel interforers. No diversity is considered in the paper.

In this paper, outage performance of D2D communication system in the presence of CCI is discussed. Outage probability expression as a function of various channel and interference parameters is presented. Also, the random channel gain powers are assumed to be gamma distributed for both desired and interference signals. The generality of the Gamma distribution and its ability to model severe fading conditions makes it an attractive choice for the analysis of different fading conditions [17]. Furthermore, to combat the fading conditions maximal ratio-combining (MRC) and selection combining (SC) schemes are incorporated in our system. The rest of the paper is organized as follows. In Section 2, system model and outage probability expressions are presented. Numerical results are discussed in Section 3. Finally, this paper is concluded in Section 4.

2 System model

As shown in fig. 1, a pair of D2D devices is communicating. There are also N co-channel interferers with variable power levels. These interferers are located at various distances from the D2D receiver. Our system is assumed to be interference limited [18]. Random channel gain powers of the communication

link arid interference are assumed to be independent and gamma distributed. To combat the fading conditions maxinmm-ratio-combining (MRC) and Selection Combining (SC) schemes with M diversity branches are considered. The PDF of the gamma distribution is [19]

f (z) =

e d zc 1

z > 0, d > 0, c > 0, (1)

dc r(c)

where c is the shape parameter and d is the scale parameter of gamma distribution. The shape parameter c measures the severity of fading and scale parameter d is related to the average power of distribution. Path-loss also affects the performance of communication systems. Therefore, a simplified path-loss model [20] is considered in this work.

D2D receiver node

D2D sender node

N co-channel interferers (In)

Desired signal

Distance between D2D pair

Co-channel interference signals Distance between the n-th co-channel interférer and the D2D receiver

Vn

Fig. 1. System model of D2D communication system

The signal-to-interference power ratio (SIR) at the output of M branches MRC combiner is

S,MRC

/ \ 2 M

M ( f TZ h

k=1

Si

S,

S,MRC

1 ( A \2 ( y \Vn

E1 pi,nyii^J [ijfj

( «-2X M

PA X« ) S

V 7 fc=1

Si

N ,y0ríVn-2 X

Pl,ni y vn ) ßn

n=1 \ n J

In ( ), the power of the D2D signal is Ps, x is the distance between D2D pair, A is the wavelength, u is path-loss exponent (2 < u < 5) for the D2D signal, xo is the reference distance and hk is an independent gamma variable in the fc-th diversity branch. Similarly, the power of the n-th co-channel interferer is Pi,n which is located at a distance yn from the D2D receiver, y0<n is the reference distance, vn is the path-loss exponent of the n-th co-channel interferer (2 ^ u ^ 5) and is an independent gamma variable of the nth co-channel interferer. To study the quality of the received D2D signal over a hostile channel, duo to its effectiveness outage probability is considered hero [21]. Outage probability is defined as the probability that the SIR of a received signal is below a predefined threshold R. The outage probability for our MRC based system is

Pout — p(RSI > Ss,MRC).

(3)

Based on the expression (3), we define a decision variable 9 as

9 — RS i — Ss,

S,MRC.

(4)

For a satisfactory reception quality, the value of 9 must be negative. Otherwise outage will take place. Mathematically,

e

> 0 Outage

< 0 Satisfactory Reception

(5)

To obtain an expression for the outage probability a characteristic function (CF) based approach is considered here. The CF of the decision variable 9 is

N

M

;) — 11(1 — jA^r^W (1 +

— Sk

(6)

n=1

fc=1

where Sk is the shape parameter and ak is the scale parameter of the desired received signal in the fc-th diversity branch. In ( ), -qn and en are the shape

n

respectively. Moreover, in (C)

RP,

yo,

vn — 2

I,n'

Vn

Bh

pf

Xo

2

(7)

(8)

(2)

The characteristic function expression in (6) is a function of various parameters of the desired D2D and CCI signals, and fading channels. Hence, based on this characteristic function expression the outage performance is analyzed. Based on (5) and (C), the outage probability of our systems can be determined by using the following formula,

f

1 + 1 f Im(^M) ,

Pout = X + - - dU,

2 -K J w

o

where Irn (.) is imaginary part of the CF expression in (6).

x

s

n:

u

X

k

The outage probability expression of our MRC based D2D communication system is

/

1 1 f

Pout, MRC --

2 ^ J 0

N M

J2 'Hntan-1 (Anu) - J2 Sktan-1 (Bkw)

n=1

k=i

N

_ 3a M 2 M

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u x n 1 + (^)2 n 1 + (Bku)2

n=l k=l

dw.

(9)

/

Now for the selection combining (SC) based di- Based on ( ), we define decision a variable ^ as versity scheme, the SIR of the fc-th diversity branch is

^ = RSi - Ss-sc,max . (12)

2

Ss-

SC,k

M (^h

Si

Ss-sc,k

N

£ Pin

n=l

Ps

X

u-2 ^

(t^ A

For a satisfactory reception, the value of ^ must be negative. Otherwise outage will result. Mathematically,

(X°x" )

(10)

Si

N

£ Pi,

n=l

y°,,

l)iSn

> 0 Outage

< 0 Satisfactory Reception

(13)

where SS-SC}MAX = max (SS-SC}k) is the branch

The outage probability of our SC diversity based ^^ by the sc sdlbased on (11) to (13)

D2D communication system is ,, , ' , , . f cr,

the outage probability expression ol our SC diversity

Pout = P(RSi > Ss-SC,MAX ).

(11) based D2D communication system is

oo

6

k

2

k

2

h

k

P,

out,SC

M

n

k=l

1 1 r

2 + Wo

N

J] 'qntan-1 (An^) - Sktan-1 (Bkw)

n=l

N

Vn \2 2

^ 1 + (An^)2 1 + (Bku)2

n=1

dw

(14)

¿>

fc

2

3 Numerical analysis

Numerical results are presented based on the outage expression presented in Section 2. Our expression is valid for arbitrary values of channel conditions. In the following numerical results, the reference distances x0 and y0,n are assumed to be 1 meters. In fig. 2, outage performance of D2D communication system with selection combining (SC) and maximum ratio combining (MRC) diversity techniques are shown. Shape parameters of D2D signal Sk for M = 3 branches are considered to be {2, 4, 1}, path-loss exponent of the D2D signal, u is considered to be 3.5 and the power PS is fixed at 20 dBm. There are N = 5 co-channel interferers in the system. Powers of the interferers Pin, distances between the n-th interferer yn and the D2D receiver, path-loss exponents of co-channel interferers and the shape parameters of interferers are assumed to be {13, 10.79, 11.76, 13, 10.41} dBm, {30, 35, 50, 70, 75} meters, {4.7, 2.5, 3, 4.7, 2.5} and {1, 5, 2, 3, 5}, respectively. Outage threshold R is set to be 16 dBm. From the figure it is observed that the outage performance of the D2D communication system is better with MRC diversity than the SC diversity. Moreover degradation in performance is observed with increase in distance x due to path-loss effects. In fig. , outage performance of MRC based D2D communication with varying number of diversity branches is shown.

Here, M = 2, 3 and 5 diversity branches are considered. Values of Sk of D2D signal for M = 2, 3 and 5 branches are considered to be {3, 1}, {3, 1, 0.5} and {3, 1, 0.5, 0.7, 0.5}, respectively. Values of u for the D2D signal is considered to be 3.5 and the PS is fixed at 20 dBm. Number of co-channel interferers N is considered to be 7. Values of Pi,n, yn, vn and -qn are assumed to be {13, 10, 10.8, 11.76, 13, 10.8, 10} dBm, {30, 35, 40, 55, 70, 75, 80} meters, {4.7, 3.5, 2.5, 3, 4.7, 3.5, 2.5} and {1, 2, 5, 3, 1, 2, 5}, respectively. R is set to be 17 dBm. It can be seen from the figure that when diversity branches are increased outage performance of the system is improved. It is also observed that as the D2D devices moves away from each other, outage performance degrades. It is due to the decrease in the received power of the desired signal at the D2D receiver due to path-loss effects. Outage performance of MRC diversity D2D communication system with varying shape parameters of D2D signal is shown in fig. . PS, M mid u are assumed to be 20 dBm, 3 and 3.5, respectively. For N = 5 co-channel interferers, Pi,n , Vn-, yn are assumed to be {13, 10.79, 11.76, 13,

10.41} dBm, {1, 5, 3, 1, 5}, {4.7, 2.5, 3, 4.7, 2.5}, and {30, 35, 50, 70, 75} meters, respectively. Threshold is set at 17 dBm. It is clear from the figure that under less severe fading conditions for the desired signal, outage performance of the system is improved.

Fig. 2. Outage performance of D2D communication ;i Outage performance MRC diversity with varyi-

system with SC and MRC diversity ng number of diversity branches M

Fig. 4. Outage performance with varying shape Fig. 5. Outage performance with varying values of parameters of the desired signal threshold R (dBm)

Performance of MRC diversity D2D communication the received signal strength at the D2D receiver. We

system with various path-loss exponents of D2D signals also observe degradation in the outage performance at

and the threshold values is shown in fig. . Ps, x, M every path-loss exponent value as the threshold value

and Sk are assumed to be 20 dBm, 70 meters, 3 and {1, is increased. 0.7, 2}, respectively. For N = 5 interferers, Pi n, vn,

and yn are assumed to be {7, 8.45, 10, 9.54,' 7.78} Outage performance of MRC based D2D communi-

dBrii. {3. 3.1. 3. 2.5. 3.2}. {5. 3. 4. 3. 5} and {40. 45. cation systcm with various values of path-loss

555. 70. 75} meters, respectively. From the figure, it is exponents of the co-channel interferers is shown in

observed that by increasing the path-loss exponent for ■ ps, u, M and Sk are assumed to be 20 dBm,

the desired signal, the outage performance degrades ^.4, 3 and {1, 2, 1}, respectively. For N = 5 co-channel

due to increase in path-loss and hence, reduction in interferers, Pi,„, and yn are assumed to be {13,

10, 11.76, 13, 10} dBm, {1, 2, 3, 1, 2} and {25, 30,

50. 70. 75} motors, respectively. Outage threshold is fixed at 17 dBm. From the figure, it is observed that the outage performance is improved as the path-loss exponents of the interferers are increased. This is due to the weakening of the interference signals at the receiver node.

In fig. 7. numerical analysis of a scenario of D2D communication system with MRC diversity technique is shown. In this scenario. 20 equal power and equal path-loss exponent co-channel interferers are considered. 10 of the interferers are placed ctt 3. distance 30 meters and the rest are placed at 70 meters from the receiver node. The powers and path-loss exponent

Fig. C. Outage performance with varying path-loss exponents of co-channel interferer signals

Fig. 8. Analysis with various fading conditions for the interference and desired signals

of the interferers are assumed to be 8.75 dBm and 3.7. respectively. For our desired signal, the values of Ps, u, M and 5k are assumed to be 20 dBm, 4.3, 3 and 5, respectively. Threshold is fixed at 18.13 dBm. Firstly, the fading condition for the interferers near the receiver is considered to be better than the ones away from the receiver. Then, the fading conditions are considered to be reversed for the interferers. From the figure, it is clear that when the interferers near the receiver are under severe fading conditions than the ones away from the receiver node, outage performance of our system suffers despite the fact that all the interferers have same path-loss exponents and transmit powers.

Fig. 7. Outage analysis with varying fading conditions for the co-channel interference

Fig. 9. Analysis with various fading conditions for the interference and threshold

-$-N=5 (SC) -*-N=5(MRC) -e-N=10(SC) -*-N=10(MRC)

=15 (MRC)

12 13 14

R(dBm)

r. 1A „ , . ,, , , r Fig. 11. Outage performance with varying number of

fig. lu. Outage with various path-loss exponents lor ° . . '

,, ■ , c liiterlerers

the mteiierence

Similar to our previous scenario shown in fig. 7, 20 equal power and equal path-loss exponent co-channel interferers are again considered in fig. 8. However, this time the fading conditions of the desired signal are also varying. 10 of the interferers <W6 clt cl distance of 30 meters and the rest are at 70 meters from the D2D receiver. The powers and path-loss exponent of the interferers are assumed to be 8.75 dBm and 3.6, respectively. Threshold value is set at 10 dBm. The values of Ps, x, M and u are assumed to be 20 dBm, 50 meters. 5 and 4.5. respectively. Similar process of swapping the fading conditions of the near and far placed interferers is adopted once again. From the figure, once again it is observed that the outage performance suffers when the interferers near the receiver are under severe fading conditions as compared to the case when the nearer interferers are under better fading conditions. However, the gap between the two cases increases with the improvement in the fading conditions of the desired signal.

Outage performance of MRC diversity based D2D communication system with varying shape parameter values of co-channel interferers is shown in fig. 9. Values of Ps, §k, M, x and u are assumed to be 20 dBm, {2. 3. 5}. 3. 50 meters and 3.5. respectively. For N = 5 interferers, Pi,n, and yn are assumed to be {13, 10, 11.76, 13, 10} dBm, {4.7, 2.5, 3, 4.7, 2.5} and {30, 35, 50, 70, 75} meters, respectively. It is clear from the figure that outage performance suffers under worse fading conditions for the interferers. Also, when the threshold value is increased performance degrades. Effects of varying path-loss exponents of co-channel interferers on the outage performance of MRC based D2D communication system are shown in fig. 10.

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Values of Ps, u, x, M mid Sk are assumed to be 20 dBm, 3.5, 50 meters, 3 and {1, 2, 1}, respectively. For N = 5 co-channel interferers, P/,n) 'In, and yn are assumed to be {13, 10, 11.76, 13,' 10} dBm, {1, 2, 3, 1, 2} and {25, 30, 50, 70, 75} meters, respectively. From the figure, it is observed that outage performance improves as the path-loss conditions for the interference signals get worse. It is due to the weakening of the received interference signals.

Outage performance of SC and MRC based D2D systems with various numbers of CCIs are shown in fig. . Values of Ps, u, x, M and 5k are assumed to be 23.01 dBm, 3.5, 30 meters, 3 and {1.5, 1, 0.7}, respectively. The interferers are assumed to be independent and identically distributed. The values for interferers parameters P/,„, and yn are assumed to be 11.76 dBm and 50 meters, respectively. Threshold R is set to be 14.77 dBm. From the figure, it is observed that outage performance of the system worsens as the number of interferers are increased. Moreover, for the same number of interferers system with MRC shows better performance than the system with SC. It is also observed that increase in the path-loss exponent of CCI improves outage performance. It is due to the weakening of the CCI signals with the increase of the path-loss exponent values.

Conclusion

The D2D system is studied in the presence of multiple co-channel interferers. The effects of path-loss are also considered. Gamma distribution is considered to model the random channel gain powers

of the desired arid interference signals. To analyse the system, an expression for the outage probability is presented clS ct function of diversity branches, path-loss parameters, channel fading and interference parameters. It is observed that diversity schemes improves the outage performance of the D2D communication system. Furthermore, it is observed that the performance of the MRC diversity based D2D communication system is better than that of SC diversity based system. It is observed that the presence of fading and path-loss degrades system performance. Also, co-channel interference in spite of being affected by the fading and path-loss conditions degrades outage performance of the system. It is observed that when the path-loss exponent of the CCI is decreased, the outage performance of the D2D system is degraded. For the distance between the D2D devices, x = 30 meters , and the path-loss exponent values of the N = 5 interferers are v = {3.5, 3.7,4,4.1,4.2}, the outage probability is Pout = 1.414 x 10-7. When the path-loss exponent values of CCI are decreased to v = {3.2,3.3, 3.4,3.5, 3.6}, the outage perfromance degrades, i.e., Pout = 6.614 x 10-6. When the path-loss exponent values of CCI are further decreased to » = {2.6,2.7,2.8,2.9, 2.9}, the ouage perfromance further degrades to Pout = 0.0057.

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Анал1з збо*1в систем зв'язку р!зновиду пристрш-пристрш

Хусейн 3., Хан А. P., MexOi X., Салем С.М. А.

У цш статт! апал1зуеться иродуктившсть систем зв'язку "пристрш-пристрш" (D2D) при паявпост! м!ж-капалышх перешкод (CCI). Для моделюваппя коефь ц!епт1в посилеппя випадкового каналу спстемп зв'язку D2D i м1жкапа.лышх перешкод використовуеться гамма-розподгл. Вираз характеристично! фупкцп системи зв'язку D2D в присутпост! м1жкапа.лы1их перешкод представлено як фупкцпо р1зпих параметр!в системи. На основ! виразу характеристично! фупкцп ймов!ршсть збош представлено як фупкцпо дрвиышх параметр!в за-гасаппя каналу. м1жкапалышх перешкод i загасаппя па шляху. Вплив м1жкапалышх перешкод па ймов!ршсть

збо1'в проапал1зовапа за допомогою чпсловнх результате при р!зпих капалышх i штерферепцшпих умовах.

Ключовг слова: завади в сумпцепому капал!: зв'язок D2D: гамма-розподш: ймов!ршсть в!дмови

Анализ сбоев систем связи вида устройство-устройство

Хусейн 3., Хан А. P., МехОи X., Салем С.М. А.

В этой статье анализируется производительность систем связи "устройство-устройство" (D2D) при наличии межкапальпых помех (CCI). Для моделирования коэффициентов усиления случайного капала системы связи D2D и межкапальпых помех используется гамма-распределепие. Выражение характеристической функции системы связи D2D в присутствии межкапальпых помех представлено как функцию различных параметров системы. На основе выражения характеристической функции вероятность сбоев представлено как функцию произвольных параметров затухания капала, межкапальпых помех и затухания па пути. Влияние межкапальпых помех па вероятность сбоев проанализирована с помощью числовых результатов при различных канальных и интерференционных условиях.

Ключевые слова: межкапалыгое вмешательство: 02В-связь: гамма-распределепие: вероятность отказа

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