SlideShare a Scribd company logo
1 of 5
Download to read offline
IOSR Journal of Electrical and Electronics Engineering (IOSR-JEEE)
e-ISSN: 2278-1676,p-ISSN: 2320-3331,Volume 6, Issue 3 (May. - Jun. 2013), PP 77-81
www.iosrjournals.org
www.iosrjournals.org 77 | Page
Effect of Scattering Parameters On MIMO System Capacity
M. Tausif Afzal Rana1, M. Arif Khan2 , Waseem Afzal3,M. Zeeshan Baig3 and
Danish Akhtar1
1Electrical Engineering, ISRA University, Islamabad Campus, 44000, Pakistan
2School of Computing and Mathematics, Charles Sturt University, Wagga 2650, Australia
3Electronic Engineering, Mohammad Ali Jinnah University, Islamabad, 44000, Pakistan
Abstract: In this paper, the influence of scattering parameters on MIMO system capacity are discussed by de-
signing MIMO antennas. In principle, the capacity of MIMO system can be increased by installing a high num-
ber of antennas both at the transmitter and receiver. However, scattering parameters also play a vital role in
the capacity of MIMO system. This behavior of capacity is observed in case of partially and fully correlated
environment in the presence of scattering parameters.
Keywords: MIMO, Capacity, Scattering Matrix, Antenna Array and Ansoft HFSS.
I. Introduction
In order to fulfil the requirement of growing technology, high data rate play a key role in wireless commu-
nication. The most promising of such a technology is Multiple Input Multiple Output, (MIMO) base antenna
systems. MIMO system consist of wireless channels with multiple antennas both at the transmitter and receiver.
The pioneer work of[1] [2] give the basic concept of MIMO antennas. By installing a high number of antennas
at the transmitter and receiver, the capacity of MIMO would be enhanced compared with conventional commu-
nication systems such as single input single output (SISO), single input multiple output (SIMO), and Multiple
input single output (MISO) [3] [4]. However, by increasing multiple antennas the signal correlation affects the
channel capacity in partially and fully correlated environment[5].
In this paper,we examine the capacity of MIMO in the correlated environment by using scattering parame-
ters. MIMO systems are very smart techniques in improving the capacity of wireless communication in the rich
multipath atmosphere [6]. We obtained the scattering parameter matrix via Ansoft HFSS based antenna simula-
tion. In fact, we only consider the case of 22 MIMO to explain in detail the effect of scattering parameters on
the capacity of MIMO in correlated environment. We focused our analysis of capacity for partially and fully
correlation situation. The capacity of MIMO based antenna systems givesa reasonable increase in capacity by
installing a high number of antennas at the transmitter and receiver side. However, this method introduces not
only signal correlation [7], but envelope correlation as well [8]. Reflection and transmission coefficient of scat-
tering parameters are attained by designing microstrip patch antenna. The desired results to analyze the antenna
performance are acquired by using a probe feed mechanism in patch antenna design.
The plots of MIMO for two transmit and receive antenna are examined. We exploited scattering matrix
with the help of scattering parameters of reflection and transmission using suggested design. Consequently, the
effects of partially and fully correlated MIMO system on capacity by using scattering matrix are stud-
ied.Comparative analysis of the percentage decrease of capacity in the presence of scattering matrix is also ob-
served in Figure 5. The value against these Plots are shown in Table I. A detailed analysis proposed antenna and
the expression of capacity in term of scattering parameters is presented in the next sections.
Evaluation of MIMO Antennas
The performance analysis of antenna such as Gain and Return Loss can be used to predict the behavior of
MIMO based antenna array design. In [9], the author discuss that, correlation between the signals is a good
measure to analyze a behavior of MIMO antenna system. The expression, which gives the correlation of complex
signals, is referred as signal correlation [9]-[14]. The equation which gives the correlation co-efficient in case of
MIMO antennas is dependent on the scattering parameters of reflection and transmission co-efficient which give
birth to scattering matrix. This scattering matrix in term of correlation co-efficient ρ can be expressed as [13][14].
Effect of Scattering Parameters On MIMO System Capacity
www.iosrjournals.org 78 | Page
𝜌 𝑠
=
−(𝑆11
∗
𝑆12+ 𝑆21
∗
𝑆22)
1−|𝑆11|2
−|𝑆21|2
1−|𝑆22|2
−|𝑆21|2
(1)
It can easily be noticed from Equation 1 that, the reflection and transmission co-efficient affect the performance of
antenna in term of system capacity. This particular phenomenon of descent in capacity is discussed in this article.
MIMO Antenna Design
Consider a two element parallel placed patch antenna with respect to y-axis as shown in Figure 1. This
antenna is designed for 2.6 GHz MIMO applications. This MIMO system is configured by using a probe feed
mechanism in such a way that patch element 1 and 2 are placed parallel to each other. With the aid of Ansoft
HFSS, length, width and height of each patch antenna is set at 60 mm, 20 mm and 12 mm respectively. Each
patch is excited by using 1.2 mm thick 50 Ω probes. In this case, the ground planeis making conducted by
deploying 0.5 mm thick copper sheet having dimension 120 × 90 mm2
. The respective plots of gain and
return loss are discussed in the next section.
Figure 1: Patch antenna array design of MIMO system antenna array.
Simulated Results and Discussion of HFSS Based Design Antenna
Consider a two element parallel placed patch antenna with respect to y-axis as shown in Figure 2. This antenna is
designed for 2.6 GHz for MIMO applications. Return loss of -25dB and -26dB can easily be noticed for these
parallel placed patch antenna elements 1 and 2. The gain of these patch antenna elements 1 and 2 with respect to
isotropic antenna 7dBi which is presented in this simulated work as depicted in Figure3 At -1500
and 1500
, the null
point can easily be observed for phi 00
and 450
and 900
. Another important factor is the main lobe, which is ob-
served at 00
as shown in Figure 3. Moreover, Half Power Beamwidth (HPBW) of 4 dBi is also cleared in Figure 3.
Effect of Scattering Parameters On MIMO System Capacity
www.iosrjournals.org 79 | Page
Figure 2: Simulated return loss of MIMO system antenna array.
Figure 3: Simulated radiation pattern of MIMO system antenna array.
Simulated Results and Discussion of Capacity Plots in the Presence of Scattering Parameters
A brief description of MIMO capacity in the presence of scattering parameters is discussed. In fact, we only
discussed 22 transmit and received MIMO antennas, as shown in Figure 4, less than 10bps/Hz of capacity is
seen at and SNR of 20dB. This value goes down gradually as we move from right to left in the value of SNR.
Rest of the cases, pictured in Figure4, show a relative decrease with respect to i. i. d. in capacity observed from
-10dB to 20 dB. The descent of capacity is the effect of scattering matrix while using Equation 5. Moreover, at
transmitter and receiver, the correlation matrices are defined as[15].
𝐑 𝑻
= 𝐑 𝟏/𝟐
(𝐑 𝟏/𝟐
) 𝐇
, (2)
𝐑 𝐑
= 𝐑 𝟏/𝟐
(𝐑 𝟏/𝟐
) 𝐇
, (3)
Where „R‟ is the receive correlation matrix at transmitter and receiver. On the other hand the capacity equation for
independent identically distribute channel matrix „H‟ is discussed in[16]
𝑪 = 𝒍𝒐𝒈 𝟐 𝒅𝒆𝒕 𝑰 𝑵𝒓 +
𝑷 𝒕
𝑵 𝟎 𝑵 𝒕
𝑯𝑯 𝑯
𝒃𝒑𝒔/𝑯𝒛. (4)
In addition, in the presence of scattering parameters the modified form of capacity equation is elaborated
in[17]-[19]
𝑪 = 𝒍𝒐𝒈 𝟐 𝒅𝒆𝒕 𝑰 𝑵𝒓 +
𝑷 𝒕
𝑵 𝟎 𝑵 𝒕
𝝋 𝒓 𝑯𝑯 𝑯
𝒃𝒑𝒔/𝑯𝒛, (5)
where 𝑰 𝑵𝒓 is the identity matrix of number of received antenna as. 𝑷𝒕 is transmit power and 𝑯 is the channel
matrix, 𝑯 𝑯
is the conjugate transpose of channel matrx, 𝝋 𝒓 is the received correlation matrix in term of scat-
tering parameters and defined as[19]
𝝋 𝒓 =
𝟏 𝝆 𝒔
𝝆 𝒔
∗
𝟏
,
where 𝝆 𝒔 is shown in Equation(). It is valid only when perfect channel state information is available at receiver
[20].The percentage decrease in capacity with respect to scattering matrix for 22 MIMO is depicted in Figure 5.
These plots shown pointing to point descent in capacity with respect to SNR value in dB. For 22 MIMO an-
tenna system less than 80 percentage decrease in capacity is cleared in case of partially and fully correlated en-
vironment. This value goes down and reaches 30, 20 and 10 percent in capacity, by looking in the value of SNR
at 20 dB. The values against this decrease are shown in Table(I).
Effect of Scattering Parameters On MIMO System Capacity
www.iosrjournals.org 80 | Page
Figure 4:Comparision of i.i.d. and correlated 2×2 MIMO
channel in the presence of scattering parameters.
Figure 5: % age reduction in capacity from i.i.d. for 2×2 MIMO
channel.
II. Conclusions
In this paper, we exposed the analysis of correlated MIMO channels using scattering parameters. The scat-
tering matrix is extracted using scattering parameters obtained from proposed MIMO antenna design. Then the
comparative analysis of 22 MIMO system is discussed. In fact, we elaborated the capacity of the MIMO an-
tenna array in partially and fully correlated atmosphere. This environment of capacity is compared with i.i.d. in
the presence of scattering matrix for the above mentioned cases. These observations are shown in Figure 4. The
decline in percentage is also elaborated in Figure 5. The value against these descents of percentage is shown in
Table I.
Table I % age decrease in capacity for Nt = Nr= 2 in the presence of scattering parameters
References
[1] G. J. Foschini,„„Layered space-time architecture for wireless communication in a fading environment when using a multi - element
antenna‟‟, Bell Labs Technical Journal, vol. 10, pp 41-59, 1996.
[2] S. M. Alamouti, „„A simple transmit diversity technique for wireless communications‟‟, IEEE Journal on Selected Areas in Commu-
nications, vol. 16, pp. 1451–1458, 1998.
[3] A. F. Molisch, „„Wireless Communications‟‟. West Sussex, England: John Wiley and Sons, 2005.
[4] S. Haykin, M. Moher, „„Modren Wireless Comunications‟‟, Pearson Education, 2005.
[5] Y. S. Cho, J. Kim, W. Y. Yang, and C. G. Kang, „„MIMO-OFDM Wireless Communication with MATLAB‟‟. John Wiley and Sons,
2010.
[6] R. Janaswamy, „„ Effect of element mutual coupling ont the capacity of fixed length linear array‟‟, IEEE Antenna and Wireless
Propagation Letter, Vol. 1, Pg. 157-160, 2002.
[7] W. F. Tsen and H. Li, „„ IEEE Antenna and Wireless Propagation Letter, Vol. 8, pp 1295-1298, 2009.
[8] Y. Fan, Y. Fei, B. K. Lau, and J. S. Thompson. “Optimal single-port matching impedance for capacity maximization in compact MIMO
arrays”. IEEE Transaction on Antenna and Propagation, vol. 56(no. 11): pp 3566–3575, 2008.
[9] C. A. Balanis. Antenna Theory and Design. John Wiley & Sons, 2003.
[10] P. S. Kildal and K. Rosengren. “Correlation and capacity of MIMO systemsand mutual coupling, radiation efficiency, and diversity
gain of their antennas:Simulation and measurements in reverberation chamber and anechoicchamber”. IEEE Communication Magazine,
vol. 12(no. 12):pages 102–112,2004.
[11] J. W. Wallance and M. A. Jensen. “Mutual coupling in MIMO WirelessSystem a rigorous network theory analysis”. IEEE Transaction
on WirelessCommunication, vol. 3(no. 4):pages 1317–1325, 2004.
[12] T. Svantesson. “Correlation and Channel Capacity of MIMO system employingmultimode antennas”. IEEE Transaction on Vehicular
Technology, vol. 51(no. 6):pages 2440–2447, 2007.
[13] S. Lu, H. T. Hui, and M. Bialkowski. “Optimizing MIMO channel capacities under the influence of antenna mutual coupling”. IEEE
Antenna WirelessPropagation Letter, vol. 7:pages 287–290, 2008.
[14] X. Chen, P. S. Kildal, J. Carlsson, and J. Yang. “Comparison of ergodic capacitiesfrom wideband MIMO antenna measurements in
reverberation chamberand anechoic chamber”. IEEE Antenna and Wireless Propagation Letter,vol. 10:pages 446–449, 2011.
Effect of Scattering Parameters On MIMO System Capacity
www.iosrjournals.org 81 | Page
[15] Z. N. Chen, X. N. Low, and S. P. Terence. “Analysis and Optimization ofCompact Suspended Plate MIMO Antennas”. IEEE Trans-
action on Antennaand Propagation, vol. 59(no. 1):pages 263–269, 2011.
[16] Ada S. Y. Poon, R. W. Brodersen, and D. N. C. Tse. “The Signal Dimensionsin Multiple-Antenna Channels”. Global Telecommuni-
cations Conference, vol.3:pages 1247–1251, 2003.
[17] J. Thaysen and K. B. Jakobsen. “Envelope Correlation in (N,N) MIMOantenna arrray from scattering parameters”. Micro. Opt. Tech.
Letter, vol.48(no. 5):pages 832–834, 2006.
[18] M. K. Ozdemir, E. Arvas, and H. Arslan. “Dynamics of spatial correlationand implications on MIMO systems”. IEEE Communication
Magazine, vol.42(no. 6):pages S14–S19, 2004.
[19] S. Dossche, S. Blanch, and J. Romeu. “Optimum antenna matching to minimize signal correlation on a two-port antenna diversity
system”. ElectronicLetter, vol. 40(no. 19):pages 1162–1165, 2004.
[20] J. Zhao and J. Wang. “Correlation reduction in antennas with metamaterialbased on newly designed SRRs ”. Asia-Paci_c Symposium
on Electromagneticand Compatibility, 12-10:pages 981–984, April 2010.

More Related Content

What's hot

Joint impacts of relaying scheme and wireless power transfer in multiple acce...
Joint impacts of relaying scheme and wireless power transfer in multiple acce...Joint impacts of relaying scheme and wireless power transfer in multiple acce...
Joint impacts of relaying scheme and wireless power transfer in multiple acce...journalBEEI
 
Rabid Euclidean direction search algorithm for various adaptive array geometries
Rabid Euclidean direction search algorithm for various adaptive array geometriesRabid Euclidean direction search algorithm for various adaptive array geometries
Rabid Euclidean direction search algorithm for various adaptive array geometriesjournalBEEI
 
Modeling of a Microwave Amplifier Operating around 11 GHz for Radar Applicati...
Modeling of a Microwave Amplifier Operating around 11 GHz for Radar Applicati...Modeling of a Microwave Amplifier Operating around 11 GHz for Radar Applicati...
Modeling of a Microwave Amplifier Operating around 11 GHz for Radar Applicati...IJECEIAES
 
BER Performance of MPSK and MQAM in 2x2 Almouti MIMO Systems
BER Performance of MPSK and MQAM in 2x2 Almouti MIMO SystemsBER Performance of MPSK and MQAM in 2x2 Almouti MIMO Systems
BER Performance of MPSK and MQAM in 2x2 Almouti MIMO Systemsijistjournal
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)ijceronline
 
Development of an adaptive and a switched beam
Development of an adaptive and a switched beamDevelopment of an adaptive and a switched beam
Development of an adaptive and a switched beammarwaeng
 
Validation study of path loss models on
Validation study of path loss models onValidation study of path loss models on
Validation study of path loss models onijngnjournal
 
Wideband Branch Line Coupler with Open Circuit Coupled Lines
Wideband Branch Line Coupler with Open Circuit  Coupled Lines Wideband Branch Line Coupler with Open Circuit  Coupled Lines
Wideband Branch Line Coupler with Open Circuit Coupled Lines IJECEIAES
 
Performance evaluation of 1 tbps qpsk dwdm system over isowc
Performance evaluation of 1 tbps qpsk dwdm system over isowcPerformance evaluation of 1 tbps qpsk dwdm system over isowc
Performance evaluation of 1 tbps qpsk dwdm system over isowceSAT Journals
 
COMPARISON BETWEEN ENERGY EFFICIENT COOPERATIVE MIMO AND COOPERATIVE RELAY IN...
COMPARISON BETWEEN ENERGY EFFICIENT COOPERATIVE MIMO AND COOPERATIVE RELAY IN...COMPARISON BETWEEN ENERGY EFFICIENT COOPERATIVE MIMO AND COOPERATIVE RELAY IN...
COMPARISON BETWEEN ENERGY EFFICIENT COOPERATIVE MIMO AND COOPERATIVE RELAY IN...jantjournal
 
ANALYTICAL PERFORMANCE EVALUATION OF A MIMO FSO COMMUNICATION SYSTEM WITH DIR...
ANALYTICAL PERFORMANCE EVALUATION OF A MIMO FSO COMMUNICATION SYSTEM WITH DIR...ANALYTICAL PERFORMANCE EVALUATION OF A MIMO FSO COMMUNICATION SYSTEM WITH DIR...
ANALYTICAL PERFORMANCE EVALUATION OF A MIMO FSO COMMUNICATION SYSTEM WITH DIR...optljjournal
 

What's hot (13)

Joint impacts of relaying scheme and wireless power transfer in multiple acce...
Joint impacts of relaying scheme and wireless power transfer in multiple acce...Joint impacts of relaying scheme and wireless power transfer in multiple acce...
Joint impacts of relaying scheme and wireless power transfer in multiple acce...
 
Rabid Euclidean direction search algorithm for various adaptive array geometries
Rabid Euclidean direction search algorithm for various adaptive array geometriesRabid Euclidean direction search algorithm for various adaptive array geometries
Rabid Euclidean direction search algorithm for various adaptive array geometries
 
Modeling of a Microwave Amplifier Operating around 11 GHz for Radar Applicati...
Modeling of a Microwave Amplifier Operating around 11 GHz for Radar Applicati...Modeling of a Microwave Amplifier Operating around 11 GHz for Radar Applicati...
Modeling of a Microwave Amplifier Operating around 11 GHz for Radar Applicati...
 
BER Performance of MPSK and MQAM in 2x2 Almouti MIMO Systems
BER Performance of MPSK and MQAM in 2x2 Almouti MIMO SystemsBER Performance of MPSK and MQAM in 2x2 Almouti MIMO Systems
BER Performance of MPSK and MQAM in 2x2 Almouti MIMO Systems
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
 
Jurnal antenna1
Jurnal antenna1Jurnal antenna1
Jurnal antenna1
 
Development of an adaptive and a switched beam
Development of an adaptive and a switched beamDevelopment of an adaptive and a switched beam
Development of an adaptive and a switched beam
 
Validation study of path loss models on
Validation study of path loss models onValidation study of path loss models on
Validation study of path loss models on
 
Wideband Branch Line Coupler with Open Circuit Coupled Lines
Wideband Branch Line Coupler with Open Circuit  Coupled Lines Wideband Branch Line Coupler with Open Circuit  Coupled Lines
Wideband Branch Line Coupler with Open Circuit Coupled Lines
 
Performance evaluation of 1 tbps qpsk dwdm system over isowc
Performance evaluation of 1 tbps qpsk dwdm system over isowcPerformance evaluation of 1 tbps qpsk dwdm system over isowc
Performance evaluation of 1 tbps qpsk dwdm system over isowc
 
COMPARISON BETWEEN ENERGY EFFICIENT COOPERATIVE MIMO AND COOPERATIVE RELAY IN...
COMPARISON BETWEEN ENERGY EFFICIENT COOPERATIVE MIMO AND COOPERATIVE RELAY IN...COMPARISON BETWEEN ENERGY EFFICIENT COOPERATIVE MIMO AND COOPERATIVE RELAY IN...
COMPARISON BETWEEN ENERGY EFFICIENT COOPERATIVE MIMO AND COOPERATIVE RELAY IN...
 
ICICCE0301
ICICCE0301ICICCE0301
ICICCE0301
 
ANALYTICAL PERFORMANCE EVALUATION OF A MIMO FSO COMMUNICATION SYSTEM WITH DIR...
ANALYTICAL PERFORMANCE EVALUATION OF A MIMO FSO COMMUNICATION SYSTEM WITH DIR...ANALYTICAL PERFORMANCE EVALUATION OF A MIMO FSO COMMUNICATION SYSTEM WITH DIR...
ANALYTICAL PERFORMANCE EVALUATION OF A MIMO FSO COMMUNICATION SYSTEM WITH DIR...
 

Viewers also liked

Diversity techniques in satellite communications
Diversity techniques in satellite communicationsDiversity techniques in satellite communications
Diversity techniques in satellite communicationsKailash Karki
 
Detecting the High Level Similarities in Software Implementation Process Usin...
Detecting the High Level Similarities in Software Implementation Process Usin...Detecting the High Level Similarities in Software Implementation Process Usin...
Detecting the High Level Similarities in Software Implementation Process Usin...IOSR Journals
 
A New Single-Stage Multilevel Type Full-Bridge Converter Applied to closed lo...
A New Single-Stage Multilevel Type Full-Bridge Converter Applied to closed lo...A New Single-Stage Multilevel Type Full-Bridge Converter Applied to closed lo...
A New Single-Stage Multilevel Type Full-Bridge Converter Applied to closed lo...IOSR Journals
 
Fast Human Detection in Surveillance Video
Fast Human Detection in Surveillance VideoFast Human Detection in Surveillance Video
Fast Human Detection in Surveillance VideoIOSR Journals
 
Computational Method for Forensic Verification of offline Signatures
Computational Method for Forensic Verification of offline SignaturesComputational Method for Forensic Verification of offline Signatures
Computational Method for Forensic Verification of offline SignaturesIOSR Journals
 
A Music Visual Interface via Emotion Detection Supervisor
A Music Visual Interface via Emotion Detection SupervisorA Music Visual Interface via Emotion Detection Supervisor
A Music Visual Interface via Emotion Detection SupervisorIOSR Journals
 
Low Leakage Low Ground Bounce Noise Power Gating Techniques for FPGAs
Low Leakage Low Ground Bounce Noise Power Gating Techniques for FPGAsLow Leakage Low Ground Bounce Noise Power Gating Techniques for FPGAs
Low Leakage Low Ground Bounce Noise Power Gating Techniques for FPGAsIOSR Journals
 
Power Optimization in MIMO-CN with MANET
Power Optimization in MIMO-CN with MANETPower Optimization in MIMO-CN with MANET
Power Optimization in MIMO-CN with MANETIOSR Journals
 
Experimental Studies on Bioregeneration of Activated Carbon Contaminated With...
Experimental Studies on Bioregeneration of Activated Carbon Contaminated With...Experimental Studies on Bioregeneration of Activated Carbon Contaminated With...
Experimental Studies on Bioregeneration of Activated Carbon Contaminated With...IOSR Journals
 
A hybrid English to Malayalam machine translator for Malayalam content creati...
A hybrid English to Malayalam machine translator for Malayalam content creati...A hybrid English to Malayalam machine translator for Malayalam content creati...
A hybrid English to Malayalam machine translator for Malayalam content creati...IOSR Journals
 
Simulation And Hardware Analysis Of Three Phase PWM Rectifier With Power Fact...
Simulation And Hardware Analysis Of Three Phase PWM Rectifier With Power Fact...Simulation And Hardware Analysis Of Three Phase PWM Rectifier With Power Fact...
Simulation And Hardware Analysis Of Three Phase PWM Rectifier With Power Fact...IOSR Journals
 
Automatic Learning Image Objects via Incremental Model
Automatic Learning Image Objects via Incremental ModelAutomatic Learning Image Objects via Incremental Model
Automatic Learning Image Objects via Incremental ModelIOSR Journals
 
Video Streaming Compression for Wireless Multimedia Sensor Networks
Video Streaming Compression for Wireless Multimedia Sensor NetworksVideo Streaming Compression for Wireless Multimedia Sensor Networks
Video Streaming Compression for Wireless Multimedia Sensor NetworksIOSR Journals
 
Enhance similarity searching algorithm with optimized fast population count m...
Enhance similarity searching algorithm with optimized fast population count m...Enhance similarity searching algorithm with optimized fast population count m...
Enhance similarity searching algorithm with optimized fast population count m...IOSR Journals
 
E-Healthcare Billing and Record Management Information System using Android w...
E-Healthcare Billing and Record Management Information System using Android w...E-Healthcare Billing and Record Management Information System using Android w...
E-Healthcare Billing and Record Management Information System using Android w...IOSR Journals
 

Viewers also liked (20)

40120130405003 2
40120130405003 240120130405003 2
40120130405003 2
 
Diversity techniques in satellite communications
Diversity techniques in satellite communicationsDiversity techniques in satellite communications
Diversity techniques in satellite communications
 
MIMO
MIMOMIMO
MIMO
 
Detecting the High Level Similarities in Software Implementation Process Usin...
Detecting the High Level Similarities in Software Implementation Process Usin...Detecting the High Level Similarities in Software Implementation Process Usin...
Detecting the High Level Similarities in Software Implementation Process Usin...
 
A New Single-Stage Multilevel Type Full-Bridge Converter Applied to closed lo...
A New Single-Stage Multilevel Type Full-Bridge Converter Applied to closed lo...A New Single-Stage Multilevel Type Full-Bridge Converter Applied to closed lo...
A New Single-Stage Multilevel Type Full-Bridge Converter Applied to closed lo...
 
Fast Human Detection in Surveillance Video
Fast Human Detection in Surveillance VideoFast Human Detection in Surveillance Video
Fast Human Detection in Surveillance Video
 
Computational Method for Forensic Verification of offline Signatures
Computational Method for Forensic Verification of offline SignaturesComputational Method for Forensic Verification of offline Signatures
Computational Method for Forensic Verification of offline Signatures
 
A Music Visual Interface via Emotion Detection Supervisor
A Music Visual Interface via Emotion Detection SupervisorA Music Visual Interface via Emotion Detection Supervisor
A Music Visual Interface via Emotion Detection Supervisor
 
Low Leakage Low Ground Bounce Noise Power Gating Techniques for FPGAs
Low Leakage Low Ground Bounce Noise Power Gating Techniques for FPGAsLow Leakage Low Ground Bounce Noise Power Gating Techniques for FPGAs
Low Leakage Low Ground Bounce Noise Power Gating Techniques for FPGAs
 
J0935461
J0935461J0935461
J0935461
 
Power Optimization in MIMO-CN with MANET
Power Optimization in MIMO-CN with MANETPower Optimization in MIMO-CN with MANET
Power Optimization in MIMO-CN with MANET
 
H0434555
H0434555H0434555
H0434555
 
Experimental Studies on Bioregeneration of Activated Carbon Contaminated With...
Experimental Studies on Bioregeneration of Activated Carbon Contaminated With...Experimental Studies on Bioregeneration of Activated Carbon Contaminated With...
Experimental Studies on Bioregeneration of Activated Carbon Contaminated With...
 
A hybrid English to Malayalam machine translator for Malayalam content creati...
A hybrid English to Malayalam machine translator for Malayalam content creati...A hybrid English to Malayalam machine translator for Malayalam content creati...
A hybrid English to Malayalam machine translator for Malayalam content creati...
 
Simulation And Hardware Analysis Of Three Phase PWM Rectifier With Power Fact...
Simulation And Hardware Analysis Of Three Phase PWM Rectifier With Power Fact...Simulation And Hardware Analysis Of Three Phase PWM Rectifier With Power Fact...
Simulation And Hardware Analysis Of Three Phase PWM Rectifier With Power Fact...
 
Automatic Learning Image Objects via Incremental Model
Automatic Learning Image Objects via Incremental ModelAutomatic Learning Image Objects via Incremental Model
Automatic Learning Image Objects via Incremental Model
 
Video Streaming Compression for Wireless Multimedia Sensor Networks
Video Streaming Compression for Wireless Multimedia Sensor NetworksVideo Streaming Compression for Wireless Multimedia Sensor Networks
Video Streaming Compression for Wireless Multimedia Sensor Networks
 
Enhance similarity searching algorithm with optimized fast population count m...
Enhance similarity searching algorithm with optimized fast population count m...Enhance similarity searching algorithm with optimized fast population count m...
Enhance similarity searching algorithm with optimized fast population count m...
 
E-Healthcare Billing and Record Management Information System using Android w...
E-Healthcare Billing and Record Management Information System using Android w...E-Healthcare Billing and Record Management Information System using Android w...
E-Healthcare Billing and Record Management Information System using Android w...
 
K0356778
K0356778K0356778
K0356778
 

Similar to Effect of Scattering Parameters On MIMO System Capacity

Design simulation and evaluation of siso miso mimo ofdm systems
Design simulation and evaluation of siso miso mimo ofdm systemsDesign simulation and evaluation of siso miso mimo ofdm systems
Design simulation and evaluation of siso miso mimo ofdm systemsIJLT EMAS
 
On limits of Wireless Communications in a Fading Environment: a General Param...
On limits of Wireless Communications in a Fading Environment: a General Param...On limits of Wireless Communications in a Fading Environment: a General Param...
On limits of Wireless Communications in a Fading Environment: a General Param...ijeei-iaes
 
Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...
Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...
Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...IJRES Journal
 
Performance evaluation with a
Performance evaluation with aPerformance evaluation with a
Performance evaluation with aijmnct
 
Effect on Channel Capacity of Multi-User MIMO System in Crowded Area
Effect on Channel Capacity of Multi-User MIMO System in Crowded AreaEffect on Channel Capacity of Multi-User MIMO System in Crowded Area
Effect on Channel Capacity of Multi-User MIMO System in Crowded AreaIJEEE
 
Performance evaluation of 2-port MIMO LTE-U terminal antenna with user’s hand...
Performance evaluation of 2-port MIMO LTE-U terminal antenna with user’s hand...Performance evaluation of 2-port MIMO LTE-U terminal antenna with user’s hand...
Performance evaluation of 2-port MIMO LTE-U terminal antenna with user’s hand...journalBEEI
 
Hybrid Low Complex near Optimal Detector for Spatial Modulation
Hybrid Low Complex near Optimal Detector for Spatial Modulation Hybrid Low Complex near Optimal Detector for Spatial Modulation
Hybrid Low Complex near Optimal Detector for Spatial Modulation IJECEIAES
 
A Weighted Duality based Formulation of MIMO Systems
A Weighted Duality based Formulation of MIMO SystemsA Weighted Duality based Formulation of MIMO Systems
A Weighted Duality based Formulation of MIMO SystemsIJERA Editor
 
19 15023 1570309842 a study on v shaped micro(edit)
19 15023 1570309842 a study on v shaped micro(edit)19 15023 1570309842 a study on v shaped micro(edit)
19 15023 1570309842 a study on v shaped micro(edit)nooriasukmaningtyas
 
SINR Analysis and Interference Management of Macrocell Cellular Networks in D...
SINR Analysis and Interference Management of Macrocell Cellular Networks in D...SINR Analysis and Interference Management of Macrocell Cellular Networks in D...
SINR Analysis and Interference Management of Macrocell Cellular Networks in D...umere15
 
Limitation of Maasive MIMO in Antenna Correlation
Limitation of Maasive MIMO in Antenna CorrelationLimitation of Maasive MIMO in Antenna Correlation
Limitation of Maasive MIMO in Antenna CorrelationVARUN KUMAR
 
A broadband MIMO antenna's channel capacity for WLAN and WiMAX applications
A broadband MIMO antenna's channel capacity for WLAN and WiMAX applicationsA broadband MIMO antenna's channel capacity for WLAN and WiMAX applications
A broadband MIMO antenna's channel capacity for WLAN and WiMAX applicationsIJICTJOURNAL
 
SαS noise suppression for OFDM wireless communication in rayleight channel
SαS noise suppression for OFDM wireless communication in rayleight channel SαS noise suppression for OFDM wireless communication in rayleight channel
SαS noise suppression for OFDM wireless communication in rayleight channel IJECEIAES
 
Simulation and optimization of a tuneable rectangular microstrip patch antenn...
Simulation and optimization of a tuneable rectangular microstrip patch antenn...Simulation and optimization of a tuneable rectangular microstrip patch antenn...
Simulation and optimization of a tuneable rectangular microstrip patch antenn...TELKOMNIKA JOURNAL
 
Dual band semi circular disk patch
Dual band semi circular disk patchDual band semi circular disk patch
Dual band semi circular disk patchcsandit
 
Energy Efficiency of MIMO-OFDM Communication System
Energy Efficiency of MIMO-OFDM Communication SystemEnergy Efficiency of MIMO-OFDM Communication System
Energy Efficiency of MIMO-OFDM Communication SystemIJERA Editor
 
IRJET- Performance Analysis of MIMO-OFDM System using Different Antenna Confi...
IRJET- Performance Analysis of MIMO-OFDM System using Different Antenna Confi...IRJET- Performance Analysis of MIMO-OFDM System using Different Antenna Confi...
IRJET- Performance Analysis of MIMO-OFDM System using Different Antenna Confi...IRJET Journal
 
Computationally Efficient Multi-Antenna Techniques for Multi-User Two-Way Wire...
Computationally Efficient Multi-Antenna Techniques for Multi-User Two-Way Wire...Computationally Efficient Multi-Antenna Techniques for Multi-User Two-Way Wire...
Computationally Efficient Multi-Antenna Techniques for Multi-User Two-Way Wire...IJECEIAES
 

Similar to Effect of Scattering Parameters On MIMO System Capacity (20)

Design simulation and evaluation of siso miso mimo ofdm systems
Design simulation and evaluation of siso miso mimo ofdm systemsDesign simulation and evaluation of siso miso mimo ofdm systems
Design simulation and evaluation of siso miso mimo ofdm systems
 
On limits of Wireless Communications in a Fading Environment: a General Param...
On limits of Wireless Communications in a Fading Environment: a General Param...On limits of Wireless Communications in a Fading Environment: a General Param...
On limits of Wireless Communications in a Fading Environment: a General Param...
 
Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...
Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...
Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...
 
Be35317323
Be35317323Be35317323
Be35317323
 
Performance evaluation with a
Performance evaluation with aPerformance evaluation with a
Performance evaluation with a
 
Effect on Channel Capacity of Multi-User MIMO System in Crowded Area
Effect on Channel Capacity of Multi-User MIMO System in Crowded AreaEffect on Channel Capacity of Multi-User MIMO System in Crowded Area
Effect on Channel Capacity of Multi-User MIMO System in Crowded Area
 
Performance evaluation of 2-port MIMO LTE-U terminal antenna with user’s hand...
Performance evaluation of 2-port MIMO LTE-U terminal antenna with user’s hand...Performance evaluation of 2-port MIMO LTE-U terminal antenna with user’s hand...
Performance evaluation of 2-port MIMO LTE-U terminal antenna with user’s hand...
 
Hybrid Low Complex near Optimal Detector for Spatial Modulation
Hybrid Low Complex near Optimal Detector for Spatial Modulation Hybrid Low Complex near Optimal Detector for Spatial Modulation
Hybrid Low Complex near Optimal Detector for Spatial Modulation
 
A Weighted Duality based Formulation of MIMO Systems
A Weighted Duality based Formulation of MIMO SystemsA Weighted Duality based Formulation of MIMO Systems
A Weighted Duality based Formulation of MIMO Systems
 
19 15023 1570309842 a study on v shaped micro(edit)
19 15023 1570309842 a study on v shaped micro(edit)19 15023 1570309842 a study on v shaped micro(edit)
19 15023 1570309842 a study on v shaped micro(edit)
 
SINR Analysis and Interference Management of Macrocell Cellular Networks in D...
SINR Analysis and Interference Management of Macrocell Cellular Networks in D...SINR Analysis and Interference Management of Macrocell Cellular Networks in D...
SINR Analysis and Interference Management of Macrocell Cellular Networks in D...
 
Limitation of Maasive MIMO in Antenna Correlation
Limitation of Maasive MIMO in Antenna CorrelationLimitation of Maasive MIMO in Antenna Correlation
Limitation of Maasive MIMO in Antenna Correlation
 
A broadband MIMO antenna's channel capacity for WLAN and WiMAX applications
A broadband MIMO antenna's channel capacity for WLAN and WiMAX applicationsA broadband MIMO antenna's channel capacity for WLAN and WiMAX applications
A broadband MIMO antenna's channel capacity for WLAN and WiMAX applications
 
SαS noise suppression for OFDM wireless communication in rayleight channel
SαS noise suppression for OFDM wireless communication in rayleight channel SαS noise suppression for OFDM wireless communication in rayleight channel
SαS noise suppression for OFDM wireless communication in rayleight channel
 
Paper 1 (2019)
Paper 1 (2019)Paper 1 (2019)
Paper 1 (2019)
 
Simulation and optimization of a tuneable rectangular microstrip patch antenn...
Simulation and optimization of a tuneable rectangular microstrip patch antenn...Simulation and optimization of a tuneable rectangular microstrip patch antenn...
Simulation and optimization of a tuneable rectangular microstrip patch antenn...
 
Dual band semi circular disk patch
Dual band semi circular disk patchDual band semi circular disk patch
Dual band semi circular disk patch
 
Energy Efficiency of MIMO-OFDM Communication System
Energy Efficiency of MIMO-OFDM Communication SystemEnergy Efficiency of MIMO-OFDM Communication System
Energy Efficiency of MIMO-OFDM Communication System
 
IRJET- Performance Analysis of MIMO-OFDM System using Different Antenna Confi...
IRJET- Performance Analysis of MIMO-OFDM System using Different Antenna Confi...IRJET- Performance Analysis of MIMO-OFDM System using Different Antenna Confi...
IRJET- Performance Analysis of MIMO-OFDM System using Different Antenna Confi...
 
Computationally Efficient Multi-Antenna Techniques for Multi-User Two-Way Wire...
Computationally Efficient Multi-Antenna Techniques for Multi-User Two-Way Wire...Computationally Efficient Multi-Antenna Techniques for Multi-User Two-Way Wire...
Computationally Efficient Multi-Antenna Techniques for Multi-User Two-Way Wire...
 

More from IOSR Journals (20)

A011140104
A011140104A011140104
A011140104
 
M0111397100
M0111397100M0111397100
M0111397100
 
L011138596
L011138596L011138596
L011138596
 
K011138084
K011138084K011138084
K011138084
 
J011137479
J011137479J011137479
J011137479
 
I011136673
I011136673I011136673
I011136673
 
G011134454
G011134454G011134454
G011134454
 
H011135565
H011135565H011135565
H011135565
 
F011134043
F011134043F011134043
F011134043
 
E011133639
E011133639E011133639
E011133639
 
D011132635
D011132635D011132635
D011132635
 
C011131925
C011131925C011131925
C011131925
 
B011130918
B011130918B011130918
B011130918
 
A011130108
A011130108A011130108
A011130108
 
I011125160
I011125160I011125160
I011125160
 
H011124050
H011124050H011124050
H011124050
 
G011123539
G011123539G011123539
G011123539
 
F011123134
F011123134F011123134
F011123134
 
E011122530
E011122530E011122530
E011122530
 
D011121524
D011121524D011121524
D011121524
 

Recently uploaded

High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )Tsuyoshi Horigome
 
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...ZTE
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...Soham Mondal
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort servicejennyeacort
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escortsranjana rawat
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝soniya singh
 
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130Suhani Kapoor
 
Heart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxHeart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxPoojaBan
 
Artificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxArtificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxbritheesh05
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Dr.Costas Sachpazis
 
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionSachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionDr.Costas Sachpazis
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.eptoze12
 
IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024Mark Billinghurst
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024hassan khalil
 

Recently uploaded (20)

High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
 
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Serviceyoung call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )
 
Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptxExploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
 
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
 
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
 
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
 
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCRCall Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
 
Heart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxHeart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptx
 
Artificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxArtificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptx
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionSachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.
 
IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024
 

Effect of Scattering Parameters On MIMO System Capacity

  • 1. IOSR Journal of Electrical and Electronics Engineering (IOSR-JEEE) e-ISSN: 2278-1676,p-ISSN: 2320-3331,Volume 6, Issue 3 (May. - Jun. 2013), PP 77-81 www.iosrjournals.org www.iosrjournals.org 77 | Page Effect of Scattering Parameters On MIMO System Capacity M. Tausif Afzal Rana1, M. Arif Khan2 , Waseem Afzal3,M. Zeeshan Baig3 and Danish Akhtar1 1Electrical Engineering, ISRA University, Islamabad Campus, 44000, Pakistan 2School of Computing and Mathematics, Charles Sturt University, Wagga 2650, Australia 3Electronic Engineering, Mohammad Ali Jinnah University, Islamabad, 44000, Pakistan Abstract: In this paper, the influence of scattering parameters on MIMO system capacity are discussed by de- signing MIMO antennas. In principle, the capacity of MIMO system can be increased by installing a high num- ber of antennas both at the transmitter and receiver. However, scattering parameters also play a vital role in the capacity of MIMO system. This behavior of capacity is observed in case of partially and fully correlated environment in the presence of scattering parameters. Keywords: MIMO, Capacity, Scattering Matrix, Antenna Array and Ansoft HFSS. I. Introduction In order to fulfil the requirement of growing technology, high data rate play a key role in wireless commu- nication. The most promising of such a technology is Multiple Input Multiple Output, (MIMO) base antenna systems. MIMO system consist of wireless channels with multiple antennas both at the transmitter and receiver. The pioneer work of[1] [2] give the basic concept of MIMO antennas. By installing a high number of antennas at the transmitter and receiver, the capacity of MIMO would be enhanced compared with conventional commu- nication systems such as single input single output (SISO), single input multiple output (SIMO), and Multiple input single output (MISO) [3] [4]. However, by increasing multiple antennas the signal correlation affects the channel capacity in partially and fully correlated environment[5]. In this paper,we examine the capacity of MIMO in the correlated environment by using scattering parame- ters. MIMO systems are very smart techniques in improving the capacity of wireless communication in the rich multipath atmosphere [6]. We obtained the scattering parameter matrix via Ansoft HFSS based antenna simula- tion. In fact, we only consider the case of 22 MIMO to explain in detail the effect of scattering parameters on the capacity of MIMO in correlated environment. We focused our analysis of capacity for partially and fully correlation situation. The capacity of MIMO based antenna systems givesa reasonable increase in capacity by installing a high number of antennas at the transmitter and receiver side. However, this method introduces not only signal correlation [7], but envelope correlation as well [8]. Reflection and transmission coefficient of scat- tering parameters are attained by designing microstrip patch antenna. The desired results to analyze the antenna performance are acquired by using a probe feed mechanism in patch antenna design. The plots of MIMO for two transmit and receive antenna are examined. We exploited scattering matrix with the help of scattering parameters of reflection and transmission using suggested design. Consequently, the effects of partially and fully correlated MIMO system on capacity by using scattering matrix are stud- ied.Comparative analysis of the percentage decrease of capacity in the presence of scattering matrix is also ob- served in Figure 5. The value against these Plots are shown in Table I. A detailed analysis proposed antenna and the expression of capacity in term of scattering parameters is presented in the next sections. Evaluation of MIMO Antennas The performance analysis of antenna such as Gain and Return Loss can be used to predict the behavior of MIMO based antenna array design. In [9], the author discuss that, correlation between the signals is a good measure to analyze a behavior of MIMO antenna system. The expression, which gives the correlation of complex signals, is referred as signal correlation [9]-[14]. The equation which gives the correlation co-efficient in case of MIMO antennas is dependent on the scattering parameters of reflection and transmission co-efficient which give birth to scattering matrix. This scattering matrix in term of correlation co-efficient ρ can be expressed as [13][14].
  • 2. Effect of Scattering Parameters On MIMO System Capacity www.iosrjournals.org 78 | Page 𝜌 𝑠 = −(𝑆11 ∗ 𝑆12+ 𝑆21 ∗ 𝑆22) 1−|𝑆11|2 −|𝑆21|2 1−|𝑆22|2 −|𝑆21|2 (1) It can easily be noticed from Equation 1 that, the reflection and transmission co-efficient affect the performance of antenna in term of system capacity. This particular phenomenon of descent in capacity is discussed in this article. MIMO Antenna Design Consider a two element parallel placed patch antenna with respect to y-axis as shown in Figure 1. This antenna is designed for 2.6 GHz MIMO applications. This MIMO system is configured by using a probe feed mechanism in such a way that patch element 1 and 2 are placed parallel to each other. With the aid of Ansoft HFSS, length, width and height of each patch antenna is set at 60 mm, 20 mm and 12 mm respectively. Each patch is excited by using 1.2 mm thick 50 Ω probes. In this case, the ground planeis making conducted by deploying 0.5 mm thick copper sheet having dimension 120 × 90 mm2 . The respective plots of gain and return loss are discussed in the next section. Figure 1: Patch antenna array design of MIMO system antenna array. Simulated Results and Discussion of HFSS Based Design Antenna Consider a two element parallel placed patch antenna with respect to y-axis as shown in Figure 2. This antenna is designed for 2.6 GHz for MIMO applications. Return loss of -25dB and -26dB can easily be noticed for these parallel placed patch antenna elements 1 and 2. The gain of these patch antenna elements 1 and 2 with respect to isotropic antenna 7dBi which is presented in this simulated work as depicted in Figure3 At -1500 and 1500 , the null point can easily be observed for phi 00 and 450 and 900 . Another important factor is the main lobe, which is ob- served at 00 as shown in Figure 3. Moreover, Half Power Beamwidth (HPBW) of 4 dBi is also cleared in Figure 3.
  • 3. Effect of Scattering Parameters On MIMO System Capacity www.iosrjournals.org 79 | Page Figure 2: Simulated return loss of MIMO system antenna array. Figure 3: Simulated radiation pattern of MIMO system antenna array. Simulated Results and Discussion of Capacity Plots in the Presence of Scattering Parameters A brief description of MIMO capacity in the presence of scattering parameters is discussed. In fact, we only discussed 22 transmit and received MIMO antennas, as shown in Figure 4, less than 10bps/Hz of capacity is seen at and SNR of 20dB. This value goes down gradually as we move from right to left in the value of SNR. Rest of the cases, pictured in Figure4, show a relative decrease with respect to i. i. d. in capacity observed from -10dB to 20 dB. The descent of capacity is the effect of scattering matrix while using Equation 5. Moreover, at transmitter and receiver, the correlation matrices are defined as[15]. 𝐑 𝑻 = 𝐑 𝟏/𝟐 (𝐑 𝟏/𝟐 ) 𝐇 , (2) 𝐑 𝐑 = 𝐑 𝟏/𝟐 (𝐑 𝟏/𝟐 ) 𝐇 , (3) Where „R‟ is the receive correlation matrix at transmitter and receiver. On the other hand the capacity equation for independent identically distribute channel matrix „H‟ is discussed in[16] 𝑪 = 𝒍𝒐𝒈 𝟐 𝒅𝒆𝒕 𝑰 𝑵𝒓 + 𝑷 𝒕 𝑵 𝟎 𝑵 𝒕 𝑯𝑯 𝑯 𝒃𝒑𝒔/𝑯𝒛. (4) In addition, in the presence of scattering parameters the modified form of capacity equation is elaborated in[17]-[19] 𝑪 = 𝒍𝒐𝒈 𝟐 𝒅𝒆𝒕 𝑰 𝑵𝒓 + 𝑷 𝒕 𝑵 𝟎 𝑵 𝒕 𝝋 𝒓 𝑯𝑯 𝑯 𝒃𝒑𝒔/𝑯𝒛, (5) where 𝑰 𝑵𝒓 is the identity matrix of number of received antenna as. 𝑷𝒕 is transmit power and 𝑯 is the channel matrix, 𝑯 𝑯 is the conjugate transpose of channel matrx, 𝝋 𝒓 is the received correlation matrix in term of scat- tering parameters and defined as[19] 𝝋 𝒓 = 𝟏 𝝆 𝒔 𝝆 𝒔 ∗ 𝟏 , where 𝝆 𝒔 is shown in Equation(). It is valid only when perfect channel state information is available at receiver [20].The percentage decrease in capacity with respect to scattering matrix for 22 MIMO is depicted in Figure 5. These plots shown pointing to point descent in capacity with respect to SNR value in dB. For 22 MIMO an- tenna system less than 80 percentage decrease in capacity is cleared in case of partially and fully correlated en- vironment. This value goes down and reaches 30, 20 and 10 percent in capacity, by looking in the value of SNR at 20 dB. The values against this decrease are shown in Table(I).
  • 4. Effect of Scattering Parameters On MIMO System Capacity www.iosrjournals.org 80 | Page Figure 4:Comparision of i.i.d. and correlated 2×2 MIMO channel in the presence of scattering parameters. Figure 5: % age reduction in capacity from i.i.d. for 2×2 MIMO channel. II. Conclusions In this paper, we exposed the analysis of correlated MIMO channels using scattering parameters. The scat- tering matrix is extracted using scattering parameters obtained from proposed MIMO antenna design. Then the comparative analysis of 22 MIMO system is discussed. In fact, we elaborated the capacity of the MIMO an- tenna array in partially and fully correlated atmosphere. This environment of capacity is compared with i.i.d. in the presence of scattering matrix for the above mentioned cases. These observations are shown in Figure 4. The decline in percentage is also elaborated in Figure 5. The value against these descents of percentage is shown in Table I. Table I % age decrease in capacity for Nt = Nr= 2 in the presence of scattering parameters References [1] G. J. Foschini,„„Layered space-time architecture for wireless communication in a fading environment when using a multi - element antenna‟‟, Bell Labs Technical Journal, vol. 10, pp 41-59, 1996. [2] S. M. Alamouti, „„A simple transmit diversity technique for wireless communications‟‟, IEEE Journal on Selected Areas in Commu- nications, vol. 16, pp. 1451–1458, 1998. [3] A. F. Molisch, „„Wireless Communications‟‟. West Sussex, England: John Wiley and Sons, 2005. [4] S. Haykin, M. Moher, „„Modren Wireless Comunications‟‟, Pearson Education, 2005. [5] Y. S. Cho, J. Kim, W. Y. Yang, and C. G. Kang, „„MIMO-OFDM Wireless Communication with MATLAB‟‟. John Wiley and Sons, 2010. [6] R. Janaswamy, „„ Effect of element mutual coupling ont the capacity of fixed length linear array‟‟, IEEE Antenna and Wireless Propagation Letter, Vol. 1, Pg. 157-160, 2002. [7] W. F. Tsen and H. Li, „„ IEEE Antenna and Wireless Propagation Letter, Vol. 8, pp 1295-1298, 2009. [8] Y. Fan, Y. Fei, B. K. Lau, and J. S. Thompson. “Optimal single-port matching impedance for capacity maximization in compact MIMO arrays”. IEEE Transaction on Antenna and Propagation, vol. 56(no. 11): pp 3566–3575, 2008. [9] C. A. Balanis. Antenna Theory and Design. John Wiley & Sons, 2003. [10] P. S. Kildal and K. Rosengren. “Correlation and capacity of MIMO systemsand mutual coupling, radiation efficiency, and diversity gain of their antennas:Simulation and measurements in reverberation chamber and anechoicchamber”. IEEE Communication Magazine, vol. 12(no. 12):pages 102–112,2004. [11] J. W. Wallance and M. A. Jensen. “Mutual coupling in MIMO WirelessSystem a rigorous network theory analysis”. IEEE Transaction on WirelessCommunication, vol. 3(no. 4):pages 1317–1325, 2004. [12] T. Svantesson. “Correlation and Channel Capacity of MIMO system employingmultimode antennas”. IEEE Transaction on Vehicular Technology, vol. 51(no. 6):pages 2440–2447, 2007. [13] S. Lu, H. T. Hui, and M. Bialkowski. “Optimizing MIMO channel capacities under the influence of antenna mutual coupling”. IEEE Antenna WirelessPropagation Letter, vol. 7:pages 287–290, 2008. [14] X. Chen, P. S. Kildal, J. Carlsson, and J. Yang. “Comparison of ergodic capacitiesfrom wideband MIMO antenna measurements in reverberation chamberand anechoic chamber”. IEEE Antenna and Wireless Propagation Letter,vol. 10:pages 446–449, 2011.
  • 5. Effect of Scattering Parameters On MIMO System Capacity www.iosrjournals.org 81 | Page [15] Z. N. Chen, X. N. Low, and S. P. Terence. “Analysis and Optimization ofCompact Suspended Plate MIMO Antennas”. IEEE Trans- action on Antennaand Propagation, vol. 59(no. 1):pages 263–269, 2011. [16] Ada S. Y. Poon, R. W. Brodersen, and D. N. C. Tse. “The Signal Dimensionsin Multiple-Antenna Channels”. Global Telecommuni- cations Conference, vol.3:pages 1247–1251, 2003. [17] J. Thaysen and K. B. Jakobsen. “Envelope Correlation in (N,N) MIMOantenna arrray from scattering parameters”. Micro. Opt. Tech. Letter, vol.48(no. 5):pages 832–834, 2006. [18] M. K. Ozdemir, E. Arvas, and H. Arslan. “Dynamics of spatial correlationand implications on MIMO systems”. IEEE Communication Magazine, vol.42(no. 6):pages S14–S19, 2004. [19] S. Dossche, S. Blanch, and J. Romeu. “Optimum antenna matching to minimize signal correlation on a two-port antenna diversity system”. ElectronicLetter, vol. 40(no. 19):pages 1162–1165, 2004. [20] J. Zhao and J. Wang. “Correlation reduction in antennas with metamaterialbased on newly designed SRRs ”. Asia-Paci_c Symposium on Electromagneticand Compatibility, 12-10:pages 981–984, April 2010.