SlideShare a Scribd company logo
1 of 6
Download to read offline
David Bracewell, et al. (Eds): AIAA 2011,CS & IT 03, pp. 21–26 , 2011.
© CS & IT-CSCP 2011 DOI : 10.5121/csit.2011.1303
BER ENHANCEMENT OF MIMO-CDMA BASED ON
SPACE-TIME BLOCK CODES
P. Sreesudha1
, M. Vijaya Lakshmi2
1
Student M.Tech, Dept. of ECE, GNITS, Hyderabad, India
sree.sudha38@gmail.com
2
Associate Professor, Dept. of ECE, GNITS, Hyderabad, India
mvlakshmi_gnits@yahoo.co.in
ABSTRACT
Now a days, the demand for wireless communication systems with high data rates and high
capacity has dramatically increased. CDMA (Code Division Multiple access) plays an
important role in modern wireless communication systems. MIMO refers to links with multiple
antennas at the transmitter and receiver side. CDMA with MIMO is a very promising technique
beyond 3G and 4G wireless communications. The BER performance of MIMO-CDMA system
depends on its spreading strategy. In this paper MIMO-CDMA system is designed with STBC
(Space-Time Block Code) matrices for spreading. The proposed technique outperforms the t-
design permutation spreading method and also the conventional method. Simulation results
shows that gain improvement with STBC approach as compared to other existing techniques.
KEYWORDS
CDMA, BER performance, MIMO-CDMA, STBC
1. INTRODUCTION
CDMA is an underlying technology used in 3G and 2G. Wireless systems with multiple transmit
and receive antennas systems are an important part of discussions on future wireless
communication systems. In rich scattering environments, these systems offer large capacity gains
[1].
In MIMO-CDMA to improve the bit error rate performance parity bit selected spreading
sequences are introduced initially [2], in this linear block coding technique is used. In that Parity
bits are used to select the spreading sequence from a set of orthogonal spreading sequences. The
information bits are then spread by this spreading sequence. At the receiver, the spreading code
employed is determined from the outputs of the filters that are matched to each spreading
sequence. The information bits are then determined from the output of the specific matched filter.
Error correction is then performed by assuming that the parity bits are correct. So compared to
conventional system BER is improved, but some sort of self interference occurred due to
summing of all transmitted signals. T-designs spreading permutations scheme was introduced
later to improve the BER performance in MIMO-CDMA, this technique improves the BER
compared to block coding approach but additional complexity introduces [3].
Recently, there are a large number of research papers on use of multiple input multiple output
(MIMO) in CDMA transmission to combat multipath fading and provide spatial diversity.
22 Computer Science & Information Technology (CS & IT)
Among them, space time spreading (STS) and space time block coding (STBC) are the most
efficient method due to its provision of full spatial diversity and simple linear decoder in [4]. The
combination of space–time block coding (STBC) and direct-sequence code-division multiple
access (DS-CDMA) has the potential to increase the performance of multiple users in a cellular
network.
The paper is organized as follows: In section 2, MIMO-CDMA system is designed with
conventional approach, In Section 3, t-design permutation spreading is implemented, In Section
4, Space-Time Block Code technique is used for spreading permutation of MIMO-CDMA
system, In section 5, Simulation results are discussed, and the paper is concluded in Section 6.
2. CONVENTIONAL MIMO-CDMA
Third generation cellular systems employ direct sequence code-division multiple-access (DS-
CDMA) as the channel access scheme. In conventional MIMO-CDMA systems, unique codes are
assigned per user.
In conventional MIMO-CDMA, each user use a different spreading code for each transmitting
antenna. In conventional MIMO-CDMA system the spreading waveforms are fixed.
Wmi =Cmi (t-nT) ---------------------------- (1)
Where Wmi is the spreading waveform for i th data stream of user m and Cmi is the orthogonal
spreading sequence.
Each antenna uses one spreading waveform, for Nt =4 antennas system 4 spreading waveforms
are required per user. At the receiver side, the received data is given bank of matched filters.
Based on the matched filters decision, the transmitted data is estimated.
3. MIMO-CDMA WITH T-DESIGNS
MIMO-CDMA with Parity bit selected spreading is discussed in [2]. In parity bit selected
spreading sequence technique, based on the calculated parity bits the spreading waveform is
selected for each antenna. In this approach, for each user 2(n-k)
spreading sequences will be
assigned. Where n-k is the number of parity bits of the code.
The system MIMO-CDMA with t-design permutation spreading is similar to parity bit selected
spreading. In this technique, all possible message vectors are divided in to cosets and depending
on which coset that messages comes then the corresponding permutation of spreading waveforms
are assigned for each antenna in to groups.
Now M is a set of all possible message vectors, contains 16 elements. M is divided into 8 possible
cosets. The MIMO-CDMA system is designed with Nt=Nr=4 antennas, and N=8. On signalling
interval, the message to be transmitted is {m1, m2,…mNt}.
The cosets are M1={0000 1111},M2={0001 1110}, M3={0010 1101}, M4={0011 1100}
M5={0100 1011}, M6={0101 1010}, M7={0110 1001}, M8={0111 1000}.
And the spreading sequences are assigned to the antennas as shown in TABLE I. for example, if
the message comes from M1, then spreading waveforms for four antennas are c1,c3,c5 and
c7correspondingly, that is shown in the first row of the TABLE I.
The received vector at the output of matched filters of the system is
{ /jl i b r ij jlr b E N nα= + If wi(t) = cl(t)
{ jln Otherwise
Computer Science & Information Technology (CS & IT) 23
TABLE I. T-DESIGNS PERMUTATION SPREADING TABLE FOR 4 TRANSMIT ANTENNAS
Coset
Message
Vectors 1
( )w t
2 ( )w t 3 ( )w t
4 ( )w t
M1
0000
1111
C1(t) C3(t) C5(t) C7(t)
M2
0001
1110
C8(t) C1(t) C4(t) C5(t)
M3
0010
1101
C2(t) C4(t) C3(t) C8(t)
M4
0011
1100
C5(t) C2(t) C6(t) C3(t)
M5
0100
1011
C6(t) C7(t) C1(t) C4(t)
M6
0101
1010
C3(t) C6(t) C8(t) C1(t)
M7
0110
1001
C7(t) C8(t) C2(t) C6(t)
M8
0111
1000
C4(t) C5(t) C7(t) C2(t)
4. SPACE-TIME BLOCK CODE APPROACH
The MIMO-CDMA system employing STBC permutation spreading [5] is shown in Fig 1. The
input bit stream is converted into Nt parallel data streams. And these bits are given to spreading
sequence selector that selects Nt spreading waveforms, then these data bits are modulated with
BPSK modulation, then each bit is spread by using spreading waveform. On a given signalling
interval Nt spreading waveforms will be selected from N orthogonal spreading waveforms.
And at the receiver side, the output of each antenna is given to a bank of matched filters, and
according to matched filter decision, the transmitted data is estimated.
The spreading assignment is done based on 8x8 STBC matrix. And the matrix [6] is given as:
c1 c2 c3 c4 c5 c6 c7 c8
-c2 c1 c4 -c3 c6 -c5 -c8 c7
-c3 c4 c1 c2 c7 c8 -c5 -c6
-c4 c3 c2 c1 c8 -c7 c6 -c5
-c5 -c6 -c7 -c8 c1 c2 c3 c4
-c6 c5 -c8 c7 -c2 c1 -c4 c3
-c7 c8 c5 -c6 -c3 c4 c1 -c2
-c8 -c7 c6 c5 -c4 -c3 c2 c1
24 Computer Science & Information Technology (CS & IT)
Fig 1: MIMO-CDMA system with STBC spreading permutation for 4 transmit and 4 receive
antennas.
Here the columns of 1,5,8, and 6 of above matrix shown are assigned to columns 1,2,3,4 of
TABLE II.
The received vector r = ub+n ,
Where r = [ 11 12 18 21 41 48, ,..., ,..., ,..., ,...,r r r r r r ] and
n= [ 11 12 18 21 41 48, ,..., ,..., ,..., ,...,n n n n n n ]
where ub is the received data vector that depends on the transmitted data vector without noise.
And b = [b1,b2,b3,b4] in case of 4x4 antenna system.
For example if m = [0,0,0,1] then b=[-1,-1,-1, 1] and
ub = [0, - 11α ,0,0, 41α ,- 21α ,- 31α ,0,0,- 12α ,0,0, 42α ,- 22α , - 32α , 0, 0,- 13α , 0, 0, 43α ,- 23α ,- 33α ,0,0,-
14α ,0,0, 44α ,- 24α ,- 34α ,0]
Maximum likely hood detection is performed to detect the data. And squared Euclidean distance
is found between the received vector and all other possible received vectors and the value which
is minimum will be taken as the transmitted message.
The above expression finds the squared Euclidean distance between the received vector and all
possible remaining vectors and the vector which gives the smallest distance that is the transmitted
message.
Computer Science & Information Technology (CS & IT) 25
TABLE II. STBC PERMUTATION SPREADING TABLE FOR 4 TRANSMIT ANTENNAS
Coset
Message
Vectors 1
( )w t 2 ( )w t 3 ( )w t 4 ( )w t
M1
0000
1111
C1(t) C5(t) C8(t) C6(t)
M2
0001
1110
C2(t) C6(t) C7(t) C5(t)
M3
0010
1101
C3(t) C7(t) C6(t) C8(t)
M4
0011
1100
C4(t) C8(t) C5(t) C7(t)
M5
0100
1011
C5(t) C1(t) C4(t) C2(t)
M6
0101
1010
C6(t) C2(t) C3(t) C1(t)
M7
0110
1001
C7(t) C3(t) C2(t) C4(t)
M8
0111
1000
C8(t) C4(t) C1(t) C3(t)
5. SIMULATION RESULTS
MIMO-CDMA system with 4 transmit and 4 receive antennas are considered in this proposed
technique and existing techniques .Simulation results for BER (bit error rate) performances are
presented for 4x4 antenna system.
From Fig. 2 we see that MIMO-CDMA system employing STBC permutation spreading giving
the better BER performance as compared to t-designs method, and conventional spreading also
taken as reference. And here the proposed technique outperforms the conventional and t-designs.
From TABLE I, we can see that in t-design permutation spreading table, there is no code
symmetry between different cosets, that leads to some degrees of freedom are lost, when MLD
(maximum likelihood detection) is performed at the receiver. So that cause to slight increment of
BER. But the system with STBC spreading, the permutation spreading table provides code
symmetry between different cosets, so that gives better BER performance.
5. CONCLUSIONS
Code division multiple access technology, has been widely used in mobile communications,
because of its high spectrum efficiency, low transmit power.
The T-designs Permutation Spreading method does not provide code symmetry so some sorts of
degrees of freedom are lost in the squared Euclidean distance between different messages. The
lack of code symmetry increases the BER.
The STBC technique create dependency between the data streams and provide performance
improvement compared to conventional spreading. And code symmetry also provides by
using space-time block codes. Space–time block coding is a simple and method for transmission
using multiple transmit antennas in a wireless communication systems.
STBC codes have a very simple maximum-likelihood decoding algorithm which is only based on
linear processing. They provide full diversity given by transmit and receive antennas. Bit error
rate performance also improves compared to the conventional and t-designs permutation
spreading techniques.
26 Computer Science & Information Technology (CS & IT)
Fig. 2. BER performance for conventional, t-designs and
STBC for 4x1 and 4x4 antenna system.
In this paper, MIMO-CDMA system with conventional, t-designs permutation spreading and
STBC techniques has been analyzed. Both 4x1 and 4x4 systems are designed.
And in 4x1 antenna system proposed STBC systems have 1.2 dB gain over T-design permutation
system.
The system with 4x4 antenna system proposed STBC systems have 0.2 dB gain over T-design
permutation system.
REFERENCES
[1] Matthias stege and Fettweis G, “Multistratum-permutation codes for Multiple input multiple output-
communication”, IEEE Communication Letters, Vol. 21, June 2003, Page No. 774-782.
[2] Amours C.D, and Chouinard J, “Parity bit selected and permutation spreading for MIMO-CDMA
systems, in Proc. IEEE Vehicular Technology, Apr 2007, Page No. 1475-1479.
[3] Adel Omar D, and Amours C.D, “Spreading strategies for MIMO-CDMA in presence of channel
estimation errors and spatial correlation”, Vehicular Technology Conference, Nov 2009, Page No. 1-
5.
[4] Nordin Bin Ramli, Tetsuki Taniguchi and Yoshio Karasawa,” Sub band Adaptive Array for MIMO
STBC CDMA System”, IEICE Trans. Fundamentals, Vol. E90–A, Oct. 2007, Page No. 2309-2317.
[5] Min Shi, Amours C.D, “Design of Spreading Permutations for MIMO-CDMA based on Space-Time
Block Codes”, IEEE Communication Letters, Vol. 14, Jan 2010, Page No. 36-38.
[6] V. Tarokh, H. Jafarkhani, and A. R. Calderbank, “Space-time block codes from orthogonal designs,”
IEEE Trans. Inf. Theory, vol. 45, pp. 1456- 1467, July 1999.

More Related Content

What's hot

A Network Selection Algorithm for supporting Drone Services in 5G Network Arc...
A Network Selection Algorithm for supporting Drone Services in 5G Network Arc...A Network Selection Algorithm for supporting Drone Services in 5G Network Arc...
A Network Selection Algorithm for supporting Drone Services in 5G Network Arc...University of Piraeus
 
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
 
IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...
IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...
IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...IJCNCJournal
 
Block diagonalization for Multi-user MIMO Beamforming Performance over Rician...
Block diagonalization for Multi-user MIMO Beamforming Performance over Rician...Block diagonalization for Multi-user MIMO Beamforming Performance over Rician...
Block diagonalization for Multi-user MIMO Beamforming Performance over Rician...IRJET Journal
 
Mimo application notes
Mimo application notesMimo application notes
Mimo application notesranjan_sharma
 
Design and analysis of mimo system for uwb communication
Design and analysis of mimo system for uwb communicationDesign and analysis of mimo system for uwb communication
Design and analysis of mimo system for uwb communicationijwmn
 
Performance Analysis of CIR and Path Loss Propagation Models in the Downlink ...
Performance Analysis of CIR and Path Loss Propagation Models in the Downlink ...Performance Analysis of CIR and Path Loss Propagation Models in the Downlink ...
Performance Analysis of CIR and Path Loss Propagation Models in the Downlink ...ijtsrd
 
Combining SFBC_OFDM Systems with SVD Assisted Multiuser Transmitter and Multi...
Combining SFBC_OFDM Systems with SVD Assisted Multiuser Transmitter and Multi...Combining SFBC_OFDM Systems with SVD Assisted Multiuser Transmitter and Multi...
Combining SFBC_OFDM Systems with SVD Assisted Multiuser Transmitter and Multi...IOSR Journals
 
Bit Error Rate Performance of MIMO Spatial Multiplexing with MPSK Modulation ...
Bit Error Rate Performance of MIMO Spatial Multiplexing with MPSK Modulation ...Bit Error Rate Performance of MIMO Spatial Multiplexing with MPSK Modulation ...
Bit Error Rate Performance of MIMO Spatial Multiplexing with MPSK Modulation ...ijsrd.com
 
V.karthikeyan published article1
V.karthikeyan published article1V.karthikeyan published article1
V.karthikeyan published article1KARTHIKEYAN V
 
Adaptive transmit diversity selection (atds) based on stbc and sfbc fir 2 x1 ...
Adaptive transmit diversity selection (atds) based on stbc and sfbc fir 2 x1 ...Adaptive transmit diversity selection (atds) based on stbc and sfbc fir 2 x1 ...
Adaptive transmit diversity selection (atds) based on stbc and sfbc fir 2 x1 ...eSAT Publishing House
 
1 ijaems nov-2015-1-a comparative performance analysis of 4x4 mimo-ofdm syste...
1 ijaems nov-2015-1-a comparative performance analysis of 4x4 mimo-ofdm syste...1 ijaems nov-2015-1-a comparative performance analysis of 4x4 mimo-ofdm syste...
1 ijaems nov-2015-1-a comparative performance analysis of 4x4 mimo-ofdm syste...INFOGAIN PUBLICATION
 
BER performance simulation in a multi user MIMO Presentation
BER performance simulation in a multi user MIMO PresentationBER performance simulation in a multi user MIMO Presentation
BER performance simulation in a multi user MIMO PresentationVikas Pandey
 
Cn (cs 604) objective question
Cn (cs 604) objective questionCn (cs 604) objective question
Cn (cs 604) objective questionAmit Ku Rathore
 
Effect of fiber distance on various sac ocdma detection techniques
Effect of fiber distance on various sac ocdma detection techniquesEffect of fiber distance on various sac ocdma detection techniques
Effect of fiber distance on various sac ocdma detection techniqueseSAT Publishing House
 

What's hot (17)

A Network Selection Algorithm for supporting Drone Services in 5G Network Arc...
A Network Selection Algorithm for supporting Drone Services in 5G Network Arc...A Network Selection Algorithm for supporting Drone Services in 5G Network Arc...
A Network Selection Algorithm for supporting Drone Services in 5G Network Arc...
 
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
 
IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...
IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...
IMPROVEMENT OF LTE DOWNLINK SYSTEM PERFORMANCES USING THE LAGRANGE POLYNOMIAL...
 
Anritsu
Anritsu Anritsu
Anritsu
 
Block diagonalization for Multi-user MIMO Beamforming Performance over Rician...
Block diagonalization for Multi-user MIMO Beamforming Performance over Rician...Block diagonalization for Multi-user MIMO Beamforming Performance over Rician...
Block diagonalization for Multi-user MIMO Beamforming Performance over Rician...
 
Mimo application notes
Mimo application notesMimo application notes
Mimo application notes
 
Design and analysis of mimo system for uwb communication
Design and analysis of mimo system for uwb communicationDesign and analysis of mimo system for uwb communication
Design and analysis of mimo system for uwb communication
 
Performance Analysis of CIR and Path Loss Propagation Models in the Downlink ...
Performance Analysis of CIR and Path Loss Propagation Models in the Downlink ...Performance Analysis of CIR and Path Loss Propagation Models in the Downlink ...
Performance Analysis of CIR and Path Loss Propagation Models in the Downlink ...
 
Combining SFBC_OFDM Systems with SVD Assisted Multiuser Transmitter and Multi...
Combining SFBC_OFDM Systems with SVD Assisted Multiuser Transmitter and Multi...Combining SFBC_OFDM Systems with SVD Assisted Multiuser Transmitter and Multi...
Combining SFBC_OFDM Systems with SVD Assisted Multiuser Transmitter and Multi...
 
Bit Error Rate Performance of MIMO Spatial Multiplexing with MPSK Modulation ...
Bit Error Rate Performance of MIMO Spatial Multiplexing with MPSK Modulation ...Bit Error Rate Performance of MIMO Spatial Multiplexing with MPSK Modulation ...
Bit Error Rate Performance of MIMO Spatial Multiplexing with MPSK Modulation ...
 
V.karthikeyan published article1
V.karthikeyan published article1V.karthikeyan published article1
V.karthikeyan published article1
 
Adaptive transmit diversity selection (atds) based on stbc and sfbc fir 2 x1 ...
Adaptive transmit diversity selection (atds) based on stbc and sfbc fir 2 x1 ...Adaptive transmit diversity selection (atds) based on stbc and sfbc fir 2 x1 ...
Adaptive transmit diversity selection (atds) based on stbc and sfbc fir 2 x1 ...
 
1 ijaems nov-2015-1-a comparative performance analysis of 4x4 mimo-ofdm syste...
1 ijaems nov-2015-1-a comparative performance analysis of 4x4 mimo-ofdm syste...1 ijaems nov-2015-1-a comparative performance analysis of 4x4 mimo-ofdm syste...
1 ijaems nov-2015-1-a comparative performance analysis of 4x4 mimo-ofdm syste...
 
BER performance simulation in a multi user MIMO Presentation
BER performance simulation in a multi user MIMO PresentationBER performance simulation in a multi user MIMO Presentation
BER performance simulation in a multi user MIMO Presentation
 
Cn (cs 604) objective question
Cn (cs 604) objective questionCn (cs 604) objective question
Cn (cs 604) objective question
 
C010211624
C010211624C010211624
C010211624
 
Effect of fiber distance on various sac ocdma detection techniques
Effect of fiber distance on various sac ocdma detection techniquesEffect of fiber distance on various sac ocdma detection techniques
Effect of fiber distance on various sac ocdma detection techniques
 

Similar to BER ENHANCEMENT OF MIMO-CDMA BASED ON SPACE-TIME BLOCK CODES

Multi user performance on mc cdma single relay cooperative system by distribu...
Multi user performance on mc cdma single relay cooperative system by distribu...Multi user performance on mc cdma single relay cooperative system by distribu...
Multi user performance on mc cdma single relay cooperative system by distribu...IJCNCJournal
 
MC CDMA PERFORMANCE ON SINGLE RELAY COOPERATIVE SYSTEM BY DIVERSITY TECHNIQUE...
MC CDMA PERFORMANCE ON SINGLE RELAY COOPERATIVE SYSTEM BY DIVERSITY TECHNIQUE...MC CDMA PERFORMANCE ON SINGLE RELAY COOPERATIVE SYSTEM BY DIVERSITY TECHNIQUE...
MC CDMA PERFORMANCE ON SINGLE RELAY COOPERATIVE SYSTEM BY DIVERSITY TECHNIQUE...cscpconf
 
Mc cdma performance on single
Mc cdma performance on singleMc cdma performance on single
Mc cdma performance on singlecsandit
 
Performance of the MIMO-MC-CDMA System with MMSE Equalization
Performance of the MIMO-MC-CDMA System with MMSE EqualizationPerformance of the MIMO-MC-CDMA System with MMSE Equalization
Performance of the MIMO-MC-CDMA System with MMSE EqualizationTamilarasan N
 
Iaetsd vlsi implementation of spatial modulation receiver
Iaetsd vlsi implementation of spatial modulation receiverIaetsd vlsi implementation of spatial modulation receiver
Iaetsd vlsi implementation of spatial modulation receiverIaetsd Iaetsd
 
PERFORMANCE ANALYSIS OF CLIPPED STBC CODED MIMO OFDM SYSTEM
PERFORMANCE ANALYSIS OF CLIPPED STBC CODED MIMO OFDM SYSTEMPERFORMANCE ANALYSIS OF CLIPPED STBC CODED MIMO OFDM SYSTEM
PERFORMANCE ANALYSIS OF CLIPPED STBC CODED MIMO OFDM SYSTEMIAEME Publication
 
Capsulization of Existing Space Time Techniques
Capsulization of Existing Space Time TechniquesCapsulization of Existing Space Time Techniques
Capsulization of Existing Space Time TechniquesIJEEE
 
Performance Enhancement in SU and MU MIMO-OFDM Technique for Wireless Communi...
Performance Enhancement in SU and MU MIMO-OFDM Technique for Wireless Communi...Performance Enhancement in SU and MU MIMO-OFDM Technique for Wireless Communi...
Performance Enhancement in SU and MU MIMO-OFDM Technique for Wireless Communi...IJECEIAES
 
Comparitive analysis of bit error rates of multiple input multiple output tra...
Comparitive analysis of bit error rates of multiple input multiple output tra...Comparitive analysis of bit error rates of multiple input multiple output tra...
Comparitive analysis of bit error rates of multiple input multiple output tra...slinpublishers
 
MATLAB Implementation of Multiuser Code Division Multiple Access
MATLAB Implementation of Multiuser Code Division Multiple AccessMATLAB Implementation of Multiuser Code Division Multiple Access
MATLAB Implementation of Multiuser Code Division Multiple AccessAshishDPatel1
 
Performance of spatial multiplexing,
Performance of spatial multiplexing,Performance of spatial multiplexing,
Performance of spatial multiplexing,ijmnct
 
Multiuser Detection with Decision-feedback Detectors and PIC in MC-CDMA System
Multiuser Detection with Decision-feedback Detectors and PIC in MC-CDMA SystemMultiuser Detection with Decision-feedback Detectors and PIC in MC-CDMA System
Multiuser Detection with Decision-feedback Detectors and PIC in MC-CDMA SystemTELKOMNIKA JOURNAL
 
IMPLEMENTATION OF JOINT NETWORK CHANNEL DECODING ALGORITHM FOR MULTIPLE ACCES...
IMPLEMENTATION OF JOINT NETWORK CHANNEL DECODING ALGORITHM FOR MULTIPLE ACCES...IMPLEMENTATION OF JOINT NETWORK CHANNEL DECODING ALGORITHM FOR MULTIPLE ACCES...
IMPLEMENTATION OF JOINT NETWORK CHANNEL DECODING ALGORITHM FOR MULTIPLE ACCES...cscpconf
 
Implementation of Joint Network Channel Decoding Algorithm for Multiple Acces...
Implementation of Joint Network Channel Decoding Algorithm for Multiple Acces...Implementation of Joint Network Channel Decoding Algorithm for Multiple Acces...
Implementation of Joint Network Channel Decoding Algorithm for Multiple Acces...csandit
 
MIMO Channel Estimation Using the LS and MMSE Algorithm
MIMO Channel Estimation Using the LS and MMSE AlgorithmMIMO Channel Estimation Using the LS and MMSE Algorithm
MIMO Channel Estimation Using the LS and MMSE AlgorithmIOSRJECE
 
PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...
PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...
PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...Journal For Research
 
Iterative qr decompostion channel estimation for
Iterative qr decompostion channel estimation forIterative qr decompostion channel estimation for
Iterative qr decompostion channel estimation foreSAT Publishing House
 
Transceiver Design for MIMO Systems with Individual Transmit Power Constraints
Transceiver Design for MIMO Systems with Individual Transmit Power ConstraintsTransceiver Design for MIMO Systems with Individual Transmit Power Constraints
Transceiver Design for MIMO Systems with Individual Transmit Power ConstraintsIJECEIAES
 

Similar to BER ENHANCEMENT OF MIMO-CDMA BASED ON SPACE-TIME BLOCK CODES (20)

Multi user performance on mc cdma single relay cooperative system by distribu...
Multi user performance on mc cdma single relay cooperative system by distribu...Multi user performance on mc cdma single relay cooperative system by distribu...
Multi user performance on mc cdma single relay cooperative system by distribu...
 
MC CDMA PERFORMANCE ON SINGLE RELAY COOPERATIVE SYSTEM BY DIVERSITY TECHNIQUE...
MC CDMA PERFORMANCE ON SINGLE RELAY COOPERATIVE SYSTEM BY DIVERSITY TECHNIQUE...MC CDMA PERFORMANCE ON SINGLE RELAY COOPERATIVE SYSTEM BY DIVERSITY TECHNIQUE...
MC CDMA PERFORMANCE ON SINGLE RELAY COOPERATIVE SYSTEM BY DIVERSITY TECHNIQUE...
 
Mc cdma performance on single
Mc cdma performance on singleMc cdma performance on single
Mc cdma performance on single
 
Performance of the MIMO-MC-CDMA System with MMSE Equalization
Performance of the MIMO-MC-CDMA System with MMSE EqualizationPerformance of the MIMO-MC-CDMA System with MMSE Equalization
Performance of the MIMO-MC-CDMA System with MMSE Equalization
 
Iaetsd vlsi implementation of spatial modulation receiver
Iaetsd vlsi implementation of spatial modulation receiverIaetsd vlsi implementation of spatial modulation receiver
Iaetsd vlsi implementation of spatial modulation receiver
 
PERFORMANCE ANALYSIS OF CLIPPED STBC CODED MIMO OFDM SYSTEM
PERFORMANCE ANALYSIS OF CLIPPED STBC CODED MIMO OFDM SYSTEMPERFORMANCE ANALYSIS OF CLIPPED STBC CODED MIMO OFDM SYSTEM
PERFORMANCE ANALYSIS OF CLIPPED STBC CODED MIMO OFDM SYSTEM
 
Capsulization of Existing Space Time Techniques
Capsulization of Existing Space Time TechniquesCapsulization of Existing Space Time Techniques
Capsulization of Existing Space Time Techniques
 
Performance Enhancement in SU and MU MIMO-OFDM Technique for Wireless Communi...
Performance Enhancement in SU and MU MIMO-OFDM Technique for Wireless Communi...Performance Enhancement in SU and MU MIMO-OFDM Technique for Wireless Communi...
Performance Enhancement in SU and MU MIMO-OFDM Technique for Wireless Communi...
 
Comparitive analysis of bit error rates of multiple input multiple output tra...
Comparitive analysis of bit error rates of multiple input multiple output tra...Comparitive analysis of bit error rates of multiple input multiple output tra...
Comparitive analysis of bit error rates of multiple input multiple output tra...
 
MIMO Communications
MIMO CommunicationsMIMO Communications
MIMO Communications
 
MATLAB Implementation of Multiuser Code Division Multiple Access
MATLAB Implementation of Multiuser Code Division Multiple AccessMATLAB Implementation of Multiuser Code Division Multiple Access
MATLAB Implementation of Multiuser Code Division Multiple Access
 
Performance of spatial multiplexing,
Performance of spatial multiplexing,Performance of spatial multiplexing,
Performance of spatial multiplexing,
 
Multiuser Detection with Decision-feedback Detectors and PIC in MC-CDMA System
Multiuser Detection with Decision-feedback Detectors and PIC in MC-CDMA SystemMultiuser Detection with Decision-feedback Detectors and PIC in MC-CDMA System
Multiuser Detection with Decision-feedback Detectors and PIC in MC-CDMA System
 
IMPLEMENTATION OF JOINT NETWORK CHANNEL DECODING ALGORITHM FOR MULTIPLE ACCES...
IMPLEMENTATION OF JOINT NETWORK CHANNEL DECODING ALGORITHM FOR MULTIPLE ACCES...IMPLEMENTATION OF JOINT NETWORK CHANNEL DECODING ALGORITHM FOR MULTIPLE ACCES...
IMPLEMENTATION OF JOINT NETWORK CHANNEL DECODING ALGORITHM FOR MULTIPLE ACCES...
 
Implementation of Joint Network Channel Decoding Algorithm for Multiple Acces...
Implementation of Joint Network Channel Decoding Algorithm for Multiple Acces...Implementation of Joint Network Channel Decoding Algorithm for Multiple Acces...
Implementation of Joint Network Channel Decoding Algorithm for Multiple Acces...
 
MIMO Channel Estimation Using the LS and MMSE Algorithm
MIMO Channel Estimation Using the LS and MMSE AlgorithmMIMO Channel Estimation Using the LS and MMSE Algorithm
MIMO Channel Estimation Using the LS and MMSE Algorithm
 
PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...
PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...
PERFORMANCE ANALYSIS OF QOS PARAMETERS LIKE PSNR, MAE & RMSE USED IN IMAGE TR...
 
LTE
LTELTE
LTE
 
Iterative qr decompostion channel estimation for
Iterative qr decompostion channel estimation forIterative qr decompostion channel estimation for
Iterative qr decompostion channel estimation for
 
Transceiver Design for MIMO Systems with Individual Transmit Power Constraints
Transceiver Design for MIMO Systems with Individual Transmit Power ConstraintsTransceiver Design for MIMO Systems with Individual Transmit Power Constraints
Transceiver Design for MIMO Systems with Individual Transmit Power Constraints
 

More from cscpconf

ANALYSIS OF LAND SURFACE DEFORMATION GRADIENT BY DINSAR
ANALYSIS OF LAND SURFACE DEFORMATION GRADIENT BY DINSAR ANALYSIS OF LAND SURFACE DEFORMATION GRADIENT BY DINSAR
ANALYSIS OF LAND SURFACE DEFORMATION GRADIENT BY DINSAR cscpconf
 
4D AUTOMATIC LIP-READING FOR SPEAKER'S FACE IDENTIFCATION
4D AUTOMATIC LIP-READING FOR SPEAKER'S FACE IDENTIFCATION4D AUTOMATIC LIP-READING FOR SPEAKER'S FACE IDENTIFCATION
4D AUTOMATIC LIP-READING FOR SPEAKER'S FACE IDENTIFCATIONcscpconf
 
MOVING FROM WATERFALL TO AGILE PROCESS IN SOFTWARE ENGINEERING CAPSTONE PROJE...
MOVING FROM WATERFALL TO AGILE PROCESS IN SOFTWARE ENGINEERING CAPSTONE PROJE...MOVING FROM WATERFALL TO AGILE PROCESS IN SOFTWARE ENGINEERING CAPSTONE PROJE...
MOVING FROM WATERFALL TO AGILE PROCESS IN SOFTWARE ENGINEERING CAPSTONE PROJE...cscpconf
 
PROMOTING STUDENT ENGAGEMENT USING SOCIAL MEDIA TECHNOLOGIES
PROMOTING STUDENT ENGAGEMENT USING SOCIAL MEDIA TECHNOLOGIESPROMOTING STUDENT ENGAGEMENT USING SOCIAL MEDIA TECHNOLOGIES
PROMOTING STUDENT ENGAGEMENT USING SOCIAL MEDIA TECHNOLOGIEScscpconf
 
A SURVEY ON QUESTION ANSWERING SYSTEMS: THE ADVANCES OF FUZZY LOGIC
A SURVEY ON QUESTION ANSWERING SYSTEMS: THE ADVANCES OF FUZZY LOGICA SURVEY ON QUESTION ANSWERING SYSTEMS: THE ADVANCES OF FUZZY LOGIC
A SURVEY ON QUESTION ANSWERING SYSTEMS: THE ADVANCES OF FUZZY LOGICcscpconf
 
DYNAMIC PHONE WARPING – A METHOD TO MEASURE THE DISTANCE BETWEEN PRONUNCIATIONS
DYNAMIC PHONE WARPING – A METHOD TO MEASURE THE DISTANCE BETWEEN PRONUNCIATIONS DYNAMIC PHONE WARPING – A METHOD TO MEASURE THE DISTANCE BETWEEN PRONUNCIATIONS
DYNAMIC PHONE WARPING – A METHOD TO MEASURE THE DISTANCE BETWEEN PRONUNCIATIONS cscpconf
 
INTELLIGENT ELECTRONIC ASSESSMENT FOR SUBJECTIVE EXAMS
INTELLIGENT ELECTRONIC ASSESSMENT FOR SUBJECTIVE EXAMS INTELLIGENT ELECTRONIC ASSESSMENT FOR SUBJECTIVE EXAMS
INTELLIGENT ELECTRONIC ASSESSMENT FOR SUBJECTIVE EXAMS cscpconf
 
TWO DISCRETE BINARY VERSIONS OF AFRICAN BUFFALO OPTIMIZATION METAHEURISTIC
TWO DISCRETE BINARY VERSIONS OF AFRICAN BUFFALO OPTIMIZATION METAHEURISTICTWO DISCRETE BINARY VERSIONS OF AFRICAN BUFFALO OPTIMIZATION METAHEURISTIC
TWO DISCRETE BINARY VERSIONS OF AFRICAN BUFFALO OPTIMIZATION METAHEURISTICcscpconf
 
DETECTION OF ALGORITHMICALLY GENERATED MALICIOUS DOMAIN
DETECTION OF ALGORITHMICALLY GENERATED MALICIOUS DOMAINDETECTION OF ALGORITHMICALLY GENERATED MALICIOUS DOMAIN
DETECTION OF ALGORITHMICALLY GENERATED MALICIOUS DOMAINcscpconf
 
GLOBAL MUSIC ASSET ASSURANCE DIGITAL CURRENCY: A DRM SOLUTION FOR STREAMING C...
GLOBAL MUSIC ASSET ASSURANCE DIGITAL CURRENCY: A DRM SOLUTION FOR STREAMING C...GLOBAL MUSIC ASSET ASSURANCE DIGITAL CURRENCY: A DRM SOLUTION FOR STREAMING C...
GLOBAL MUSIC ASSET ASSURANCE DIGITAL CURRENCY: A DRM SOLUTION FOR STREAMING C...cscpconf
 
IMPORTANCE OF VERB SUFFIX MAPPING IN DISCOURSE TRANSLATION SYSTEM
IMPORTANCE OF VERB SUFFIX MAPPING IN DISCOURSE TRANSLATION SYSTEMIMPORTANCE OF VERB SUFFIX MAPPING IN DISCOURSE TRANSLATION SYSTEM
IMPORTANCE OF VERB SUFFIX MAPPING IN DISCOURSE TRANSLATION SYSTEMcscpconf
 
EXACT SOLUTIONS OF A FAMILY OF HIGHER-DIMENSIONAL SPACE-TIME FRACTIONAL KDV-T...
EXACT SOLUTIONS OF A FAMILY OF HIGHER-DIMENSIONAL SPACE-TIME FRACTIONAL KDV-T...EXACT SOLUTIONS OF A FAMILY OF HIGHER-DIMENSIONAL SPACE-TIME FRACTIONAL KDV-T...
EXACT SOLUTIONS OF A FAMILY OF HIGHER-DIMENSIONAL SPACE-TIME FRACTIONAL KDV-T...cscpconf
 
AUTOMATED PENETRATION TESTING: AN OVERVIEW
AUTOMATED PENETRATION TESTING: AN OVERVIEWAUTOMATED PENETRATION TESTING: AN OVERVIEW
AUTOMATED PENETRATION TESTING: AN OVERVIEWcscpconf
 
CLASSIFICATION OF ALZHEIMER USING fMRI DATA AND BRAIN NETWORK
CLASSIFICATION OF ALZHEIMER USING fMRI DATA AND BRAIN NETWORKCLASSIFICATION OF ALZHEIMER USING fMRI DATA AND BRAIN NETWORK
CLASSIFICATION OF ALZHEIMER USING fMRI DATA AND BRAIN NETWORKcscpconf
 
VALIDATION METHOD OF FUZZY ASSOCIATION RULES BASED ON FUZZY FORMAL CONCEPT AN...
VALIDATION METHOD OF FUZZY ASSOCIATION RULES BASED ON FUZZY FORMAL CONCEPT AN...VALIDATION METHOD OF FUZZY ASSOCIATION RULES BASED ON FUZZY FORMAL CONCEPT AN...
VALIDATION METHOD OF FUZZY ASSOCIATION RULES BASED ON FUZZY FORMAL CONCEPT AN...cscpconf
 
PROBABILITY BASED CLUSTER EXPANSION OVERSAMPLING TECHNIQUE FOR IMBALANCED DATA
PROBABILITY BASED CLUSTER EXPANSION OVERSAMPLING TECHNIQUE FOR IMBALANCED DATAPROBABILITY BASED CLUSTER EXPANSION OVERSAMPLING TECHNIQUE FOR IMBALANCED DATA
PROBABILITY BASED CLUSTER EXPANSION OVERSAMPLING TECHNIQUE FOR IMBALANCED DATAcscpconf
 
CHARACTER AND IMAGE RECOGNITION FOR DATA CATALOGING IN ECOLOGICAL RESEARCH
CHARACTER AND IMAGE RECOGNITION FOR DATA CATALOGING IN ECOLOGICAL RESEARCHCHARACTER AND IMAGE RECOGNITION FOR DATA CATALOGING IN ECOLOGICAL RESEARCH
CHARACTER AND IMAGE RECOGNITION FOR DATA CATALOGING IN ECOLOGICAL RESEARCHcscpconf
 
SOCIAL MEDIA ANALYTICS FOR SENTIMENT ANALYSIS AND EVENT DETECTION IN SMART CI...
SOCIAL MEDIA ANALYTICS FOR SENTIMENT ANALYSIS AND EVENT DETECTION IN SMART CI...SOCIAL MEDIA ANALYTICS FOR SENTIMENT ANALYSIS AND EVENT DETECTION IN SMART CI...
SOCIAL MEDIA ANALYTICS FOR SENTIMENT ANALYSIS AND EVENT DETECTION IN SMART CI...cscpconf
 
SOCIAL NETWORK HATE SPEECH DETECTION FOR AMHARIC LANGUAGE
SOCIAL NETWORK HATE SPEECH DETECTION FOR AMHARIC LANGUAGESOCIAL NETWORK HATE SPEECH DETECTION FOR AMHARIC LANGUAGE
SOCIAL NETWORK HATE SPEECH DETECTION FOR AMHARIC LANGUAGEcscpconf
 
GENERAL REGRESSION NEURAL NETWORK BASED POS TAGGING FOR NEPALI TEXT
GENERAL REGRESSION NEURAL NETWORK BASED POS TAGGING FOR NEPALI TEXTGENERAL REGRESSION NEURAL NETWORK BASED POS TAGGING FOR NEPALI TEXT
GENERAL REGRESSION NEURAL NETWORK BASED POS TAGGING FOR NEPALI TEXTcscpconf
 

More from cscpconf (20)

ANALYSIS OF LAND SURFACE DEFORMATION GRADIENT BY DINSAR
ANALYSIS OF LAND SURFACE DEFORMATION GRADIENT BY DINSAR ANALYSIS OF LAND SURFACE DEFORMATION GRADIENT BY DINSAR
ANALYSIS OF LAND SURFACE DEFORMATION GRADIENT BY DINSAR
 
4D AUTOMATIC LIP-READING FOR SPEAKER'S FACE IDENTIFCATION
4D AUTOMATIC LIP-READING FOR SPEAKER'S FACE IDENTIFCATION4D AUTOMATIC LIP-READING FOR SPEAKER'S FACE IDENTIFCATION
4D AUTOMATIC LIP-READING FOR SPEAKER'S FACE IDENTIFCATION
 
MOVING FROM WATERFALL TO AGILE PROCESS IN SOFTWARE ENGINEERING CAPSTONE PROJE...
MOVING FROM WATERFALL TO AGILE PROCESS IN SOFTWARE ENGINEERING CAPSTONE PROJE...MOVING FROM WATERFALL TO AGILE PROCESS IN SOFTWARE ENGINEERING CAPSTONE PROJE...
MOVING FROM WATERFALL TO AGILE PROCESS IN SOFTWARE ENGINEERING CAPSTONE PROJE...
 
PROMOTING STUDENT ENGAGEMENT USING SOCIAL MEDIA TECHNOLOGIES
PROMOTING STUDENT ENGAGEMENT USING SOCIAL MEDIA TECHNOLOGIESPROMOTING STUDENT ENGAGEMENT USING SOCIAL MEDIA TECHNOLOGIES
PROMOTING STUDENT ENGAGEMENT USING SOCIAL MEDIA TECHNOLOGIES
 
A SURVEY ON QUESTION ANSWERING SYSTEMS: THE ADVANCES OF FUZZY LOGIC
A SURVEY ON QUESTION ANSWERING SYSTEMS: THE ADVANCES OF FUZZY LOGICA SURVEY ON QUESTION ANSWERING SYSTEMS: THE ADVANCES OF FUZZY LOGIC
A SURVEY ON QUESTION ANSWERING SYSTEMS: THE ADVANCES OF FUZZY LOGIC
 
DYNAMIC PHONE WARPING – A METHOD TO MEASURE THE DISTANCE BETWEEN PRONUNCIATIONS
DYNAMIC PHONE WARPING – A METHOD TO MEASURE THE DISTANCE BETWEEN PRONUNCIATIONS DYNAMIC PHONE WARPING – A METHOD TO MEASURE THE DISTANCE BETWEEN PRONUNCIATIONS
DYNAMIC PHONE WARPING – A METHOD TO MEASURE THE DISTANCE BETWEEN PRONUNCIATIONS
 
INTELLIGENT ELECTRONIC ASSESSMENT FOR SUBJECTIVE EXAMS
INTELLIGENT ELECTRONIC ASSESSMENT FOR SUBJECTIVE EXAMS INTELLIGENT ELECTRONIC ASSESSMENT FOR SUBJECTIVE EXAMS
INTELLIGENT ELECTRONIC ASSESSMENT FOR SUBJECTIVE EXAMS
 
TWO DISCRETE BINARY VERSIONS OF AFRICAN BUFFALO OPTIMIZATION METAHEURISTIC
TWO DISCRETE BINARY VERSIONS OF AFRICAN BUFFALO OPTIMIZATION METAHEURISTICTWO DISCRETE BINARY VERSIONS OF AFRICAN BUFFALO OPTIMIZATION METAHEURISTIC
TWO DISCRETE BINARY VERSIONS OF AFRICAN BUFFALO OPTIMIZATION METAHEURISTIC
 
DETECTION OF ALGORITHMICALLY GENERATED MALICIOUS DOMAIN
DETECTION OF ALGORITHMICALLY GENERATED MALICIOUS DOMAINDETECTION OF ALGORITHMICALLY GENERATED MALICIOUS DOMAIN
DETECTION OF ALGORITHMICALLY GENERATED MALICIOUS DOMAIN
 
GLOBAL MUSIC ASSET ASSURANCE DIGITAL CURRENCY: A DRM SOLUTION FOR STREAMING C...
GLOBAL MUSIC ASSET ASSURANCE DIGITAL CURRENCY: A DRM SOLUTION FOR STREAMING C...GLOBAL MUSIC ASSET ASSURANCE DIGITAL CURRENCY: A DRM SOLUTION FOR STREAMING C...
GLOBAL MUSIC ASSET ASSURANCE DIGITAL CURRENCY: A DRM SOLUTION FOR STREAMING C...
 
IMPORTANCE OF VERB SUFFIX MAPPING IN DISCOURSE TRANSLATION SYSTEM
IMPORTANCE OF VERB SUFFIX MAPPING IN DISCOURSE TRANSLATION SYSTEMIMPORTANCE OF VERB SUFFIX MAPPING IN DISCOURSE TRANSLATION SYSTEM
IMPORTANCE OF VERB SUFFIX MAPPING IN DISCOURSE TRANSLATION SYSTEM
 
EXACT SOLUTIONS OF A FAMILY OF HIGHER-DIMENSIONAL SPACE-TIME FRACTIONAL KDV-T...
EXACT SOLUTIONS OF A FAMILY OF HIGHER-DIMENSIONAL SPACE-TIME FRACTIONAL KDV-T...EXACT SOLUTIONS OF A FAMILY OF HIGHER-DIMENSIONAL SPACE-TIME FRACTIONAL KDV-T...
EXACT SOLUTIONS OF A FAMILY OF HIGHER-DIMENSIONAL SPACE-TIME FRACTIONAL KDV-T...
 
AUTOMATED PENETRATION TESTING: AN OVERVIEW
AUTOMATED PENETRATION TESTING: AN OVERVIEWAUTOMATED PENETRATION TESTING: AN OVERVIEW
AUTOMATED PENETRATION TESTING: AN OVERVIEW
 
CLASSIFICATION OF ALZHEIMER USING fMRI DATA AND BRAIN NETWORK
CLASSIFICATION OF ALZHEIMER USING fMRI DATA AND BRAIN NETWORKCLASSIFICATION OF ALZHEIMER USING fMRI DATA AND BRAIN NETWORK
CLASSIFICATION OF ALZHEIMER USING fMRI DATA AND BRAIN NETWORK
 
VALIDATION METHOD OF FUZZY ASSOCIATION RULES BASED ON FUZZY FORMAL CONCEPT AN...
VALIDATION METHOD OF FUZZY ASSOCIATION RULES BASED ON FUZZY FORMAL CONCEPT AN...VALIDATION METHOD OF FUZZY ASSOCIATION RULES BASED ON FUZZY FORMAL CONCEPT AN...
VALIDATION METHOD OF FUZZY ASSOCIATION RULES BASED ON FUZZY FORMAL CONCEPT AN...
 
PROBABILITY BASED CLUSTER EXPANSION OVERSAMPLING TECHNIQUE FOR IMBALANCED DATA
PROBABILITY BASED CLUSTER EXPANSION OVERSAMPLING TECHNIQUE FOR IMBALANCED DATAPROBABILITY BASED CLUSTER EXPANSION OVERSAMPLING TECHNIQUE FOR IMBALANCED DATA
PROBABILITY BASED CLUSTER EXPANSION OVERSAMPLING TECHNIQUE FOR IMBALANCED DATA
 
CHARACTER AND IMAGE RECOGNITION FOR DATA CATALOGING IN ECOLOGICAL RESEARCH
CHARACTER AND IMAGE RECOGNITION FOR DATA CATALOGING IN ECOLOGICAL RESEARCHCHARACTER AND IMAGE RECOGNITION FOR DATA CATALOGING IN ECOLOGICAL RESEARCH
CHARACTER AND IMAGE RECOGNITION FOR DATA CATALOGING IN ECOLOGICAL RESEARCH
 
SOCIAL MEDIA ANALYTICS FOR SENTIMENT ANALYSIS AND EVENT DETECTION IN SMART CI...
SOCIAL MEDIA ANALYTICS FOR SENTIMENT ANALYSIS AND EVENT DETECTION IN SMART CI...SOCIAL MEDIA ANALYTICS FOR SENTIMENT ANALYSIS AND EVENT DETECTION IN SMART CI...
SOCIAL MEDIA ANALYTICS FOR SENTIMENT ANALYSIS AND EVENT DETECTION IN SMART CI...
 
SOCIAL NETWORK HATE SPEECH DETECTION FOR AMHARIC LANGUAGE
SOCIAL NETWORK HATE SPEECH DETECTION FOR AMHARIC LANGUAGESOCIAL NETWORK HATE SPEECH DETECTION FOR AMHARIC LANGUAGE
SOCIAL NETWORK HATE SPEECH DETECTION FOR AMHARIC LANGUAGE
 
GENERAL REGRESSION NEURAL NETWORK BASED POS TAGGING FOR NEPALI TEXT
GENERAL REGRESSION NEURAL NETWORK BASED POS TAGGING FOR NEPALI TEXTGENERAL REGRESSION NEURAL NETWORK BASED POS TAGGING FOR NEPALI TEXT
GENERAL REGRESSION NEURAL NETWORK BASED POS TAGGING FOR NEPALI TEXT
 

Recently uploaded

Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingTechSoup
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Celine George
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introductionMaksud Ahmed
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxiammrhaywood
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationnomboosow
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAssociation for Project Management
 
Separation of Lanthanides/ Lanthanides and Actinides
Separation of Lanthanides/ Lanthanides and ActinidesSeparation of Lanthanides/ Lanthanides and Actinides
Separation of Lanthanides/ Lanthanides and ActinidesFatimaKhan178732
 
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...Sapna Thakur
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13Steve Thomason
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityGeoBlogs
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
The byproduct of sericulture in different industries.pptx
The byproduct of sericulture in different industries.pptxThe byproduct of sericulture in different industries.pptx
The byproduct of sericulture in different industries.pptxShobhayan Kirtania
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpinRaunakKeshri1
 
Russian Call Girls in Andheri Airport Mumbai WhatsApp 9167673311 💞 Full Nigh...
Russian Call Girls in Andheri Airport Mumbai WhatsApp  9167673311 💞 Full Nigh...Russian Call Girls in Andheri Airport Mumbai WhatsApp  9167673311 💞 Full Nigh...
Russian Call Girls in Andheri Airport Mumbai WhatsApp 9167673311 💞 Full Nigh...Pooja Nehwal
 
CARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxCARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxGaneshChakor2
 
Arihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfArihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfchloefrazer622
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformChameera Dedduwage
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactdawncurless
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Disha Kariya
 

Recently uploaded (20)

Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communication
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
Separation of Lanthanides/ Lanthanides and Actinides
Separation of Lanthanides/ Lanthanides and ActinidesSeparation of Lanthanides/ Lanthanides and Actinides
Separation of Lanthanides/ Lanthanides and Actinides
 
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
The byproduct of sericulture in different industries.pptx
The byproduct of sericulture in different industries.pptxThe byproduct of sericulture in different industries.pptx
The byproduct of sericulture in different industries.pptx
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpin
 
Russian Call Girls in Andheri Airport Mumbai WhatsApp 9167673311 💞 Full Nigh...
Russian Call Girls in Andheri Airport Mumbai WhatsApp  9167673311 💞 Full Nigh...Russian Call Girls in Andheri Airport Mumbai WhatsApp  9167673311 💞 Full Nigh...
Russian Call Girls in Andheri Airport Mumbai WhatsApp 9167673311 💞 Full Nigh...
 
CARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxCARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptx
 
Arihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfArihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdf
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy Reform
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 

BER ENHANCEMENT OF MIMO-CDMA BASED ON SPACE-TIME BLOCK CODES

  • 1. David Bracewell, et al. (Eds): AIAA 2011,CS & IT 03, pp. 21–26 , 2011. © CS & IT-CSCP 2011 DOI : 10.5121/csit.2011.1303 BER ENHANCEMENT OF MIMO-CDMA BASED ON SPACE-TIME BLOCK CODES P. Sreesudha1 , M. Vijaya Lakshmi2 1 Student M.Tech, Dept. of ECE, GNITS, Hyderabad, India sree.sudha38@gmail.com 2 Associate Professor, Dept. of ECE, GNITS, Hyderabad, India mvlakshmi_gnits@yahoo.co.in ABSTRACT Now a days, the demand for wireless communication systems with high data rates and high capacity has dramatically increased. CDMA (Code Division Multiple access) plays an important role in modern wireless communication systems. MIMO refers to links with multiple antennas at the transmitter and receiver side. CDMA with MIMO is a very promising technique beyond 3G and 4G wireless communications. The BER performance of MIMO-CDMA system depends on its spreading strategy. In this paper MIMO-CDMA system is designed with STBC (Space-Time Block Code) matrices for spreading. The proposed technique outperforms the t- design permutation spreading method and also the conventional method. Simulation results shows that gain improvement with STBC approach as compared to other existing techniques. KEYWORDS CDMA, BER performance, MIMO-CDMA, STBC 1. INTRODUCTION CDMA is an underlying technology used in 3G and 2G. Wireless systems with multiple transmit and receive antennas systems are an important part of discussions on future wireless communication systems. In rich scattering environments, these systems offer large capacity gains [1]. In MIMO-CDMA to improve the bit error rate performance parity bit selected spreading sequences are introduced initially [2], in this linear block coding technique is used. In that Parity bits are used to select the spreading sequence from a set of orthogonal spreading sequences. The information bits are then spread by this spreading sequence. At the receiver, the spreading code employed is determined from the outputs of the filters that are matched to each spreading sequence. The information bits are then determined from the output of the specific matched filter. Error correction is then performed by assuming that the parity bits are correct. So compared to conventional system BER is improved, but some sort of self interference occurred due to summing of all transmitted signals. T-designs spreading permutations scheme was introduced later to improve the BER performance in MIMO-CDMA, this technique improves the BER compared to block coding approach but additional complexity introduces [3]. Recently, there are a large number of research papers on use of multiple input multiple output (MIMO) in CDMA transmission to combat multipath fading and provide spatial diversity.
  • 2. 22 Computer Science & Information Technology (CS & IT) Among them, space time spreading (STS) and space time block coding (STBC) are the most efficient method due to its provision of full spatial diversity and simple linear decoder in [4]. The combination of space–time block coding (STBC) and direct-sequence code-division multiple access (DS-CDMA) has the potential to increase the performance of multiple users in a cellular network. The paper is organized as follows: In section 2, MIMO-CDMA system is designed with conventional approach, In Section 3, t-design permutation spreading is implemented, In Section 4, Space-Time Block Code technique is used for spreading permutation of MIMO-CDMA system, In section 5, Simulation results are discussed, and the paper is concluded in Section 6. 2. CONVENTIONAL MIMO-CDMA Third generation cellular systems employ direct sequence code-division multiple-access (DS- CDMA) as the channel access scheme. In conventional MIMO-CDMA systems, unique codes are assigned per user. In conventional MIMO-CDMA, each user use a different spreading code for each transmitting antenna. In conventional MIMO-CDMA system the spreading waveforms are fixed. Wmi =Cmi (t-nT) ---------------------------- (1) Where Wmi is the spreading waveform for i th data stream of user m and Cmi is the orthogonal spreading sequence. Each antenna uses one spreading waveform, for Nt =4 antennas system 4 spreading waveforms are required per user. At the receiver side, the received data is given bank of matched filters. Based on the matched filters decision, the transmitted data is estimated. 3. MIMO-CDMA WITH T-DESIGNS MIMO-CDMA with Parity bit selected spreading is discussed in [2]. In parity bit selected spreading sequence technique, based on the calculated parity bits the spreading waveform is selected for each antenna. In this approach, for each user 2(n-k) spreading sequences will be assigned. Where n-k is the number of parity bits of the code. The system MIMO-CDMA with t-design permutation spreading is similar to parity bit selected spreading. In this technique, all possible message vectors are divided in to cosets and depending on which coset that messages comes then the corresponding permutation of spreading waveforms are assigned for each antenna in to groups. Now M is a set of all possible message vectors, contains 16 elements. M is divided into 8 possible cosets. The MIMO-CDMA system is designed with Nt=Nr=4 antennas, and N=8. On signalling interval, the message to be transmitted is {m1, m2,…mNt}. The cosets are M1={0000 1111},M2={0001 1110}, M3={0010 1101}, M4={0011 1100} M5={0100 1011}, M6={0101 1010}, M7={0110 1001}, M8={0111 1000}. And the spreading sequences are assigned to the antennas as shown in TABLE I. for example, if the message comes from M1, then spreading waveforms for four antennas are c1,c3,c5 and c7correspondingly, that is shown in the first row of the TABLE I. The received vector at the output of matched filters of the system is { /jl i b r ij jlr b E N nα= + If wi(t) = cl(t) { jln Otherwise
  • 3. Computer Science & Information Technology (CS & IT) 23 TABLE I. T-DESIGNS PERMUTATION SPREADING TABLE FOR 4 TRANSMIT ANTENNAS Coset Message Vectors 1 ( )w t 2 ( )w t 3 ( )w t 4 ( )w t M1 0000 1111 C1(t) C3(t) C5(t) C7(t) M2 0001 1110 C8(t) C1(t) C4(t) C5(t) M3 0010 1101 C2(t) C4(t) C3(t) C8(t) M4 0011 1100 C5(t) C2(t) C6(t) C3(t) M5 0100 1011 C6(t) C7(t) C1(t) C4(t) M6 0101 1010 C3(t) C6(t) C8(t) C1(t) M7 0110 1001 C7(t) C8(t) C2(t) C6(t) M8 0111 1000 C4(t) C5(t) C7(t) C2(t) 4. SPACE-TIME BLOCK CODE APPROACH The MIMO-CDMA system employing STBC permutation spreading [5] is shown in Fig 1. The input bit stream is converted into Nt parallel data streams. And these bits are given to spreading sequence selector that selects Nt spreading waveforms, then these data bits are modulated with BPSK modulation, then each bit is spread by using spreading waveform. On a given signalling interval Nt spreading waveforms will be selected from N orthogonal spreading waveforms. And at the receiver side, the output of each antenna is given to a bank of matched filters, and according to matched filter decision, the transmitted data is estimated. The spreading assignment is done based on 8x8 STBC matrix. And the matrix [6] is given as: c1 c2 c3 c4 c5 c6 c7 c8 -c2 c1 c4 -c3 c6 -c5 -c8 c7 -c3 c4 c1 c2 c7 c8 -c5 -c6 -c4 c3 c2 c1 c8 -c7 c6 -c5 -c5 -c6 -c7 -c8 c1 c2 c3 c4 -c6 c5 -c8 c7 -c2 c1 -c4 c3 -c7 c8 c5 -c6 -c3 c4 c1 -c2 -c8 -c7 c6 c5 -c4 -c3 c2 c1
  • 4. 24 Computer Science & Information Technology (CS & IT) Fig 1: MIMO-CDMA system with STBC spreading permutation for 4 transmit and 4 receive antennas. Here the columns of 1,5,8, and 6 of above matrix shown are assigned to columns 1,2,3,4 of TABLE II. The received vector r = ub+n , Where r = [ 11 12 18 21 41 48, ,..., ,..., ,..., ,...,r r r r r r ] and n= [ 11 12 18 21 41 48, ,..., ,..., ,..., ,...,n n n n n n ] where ub is the received data vector that depends on the transmitted data vector without noise. And b = [b1,b2,b3,b4] in case of 4x4 antenna system. For example if m = [0,0,0,1] then b=[-1,-1,-1, 1] and ub = [0, - 11α ,0,0, 41α ,- 21α ,- 31α ,0,0,- 12α ,0,0, 42α ,- 22α , - 32α , 0, 0,- 13α , 0, 0, 43α ,- 23α ,- 33α ,0,0,- 14α ,0,0, 44α ,- 24α ,- 34α ,0] Maximum likely hood detection is performed to detect the data. And squared Euclidean distance is found between the received vector and all other possible received vectors and the value which is minimum will be taken as the transmitted message. The above expression finds the squared Euclidean distance between the received vector and all possible remaining vectors and the vector which gives the smallest distance that is the transmitted message.
  • 5. Computer Science & Information Technology (CS & IT) 25 TABLE II. STBC PERMUTATION SPREADING TABLE FOR 4 TRANSMIT ANTENNAS Coset Message Vectors 1 ( )w t 2 ( )w t 3 ( )w t 4 ( )w t M1 0000 1111 C1(t) C5(t) C8(t) C6(t) M2 0001 1110 C2(t) C6(t) C7(t) C5(t) M3 0010 1101 C3(t) C7(t) C6(t) C8(t) M4 0011 1100 C4(t) C8(t) C5(t) C7(t) M5 0100 1011 C5(t) C1(t) C4(t) C2(t) M6 0101 1010 C6(t) C2(t) C3(t) C1(t) M7 0110 1001 C7(t) C3(t) C2(t) C4(t) M8 0111 1000 C8(t) C4(t) C1(t) C3(t) 5. SIMULATION RESULTS MIMO-CDMA system with 4 transmit and 4 receive antennas are considered in this proposed technique and existing techniques .Simulation results for BER (bit error rate) performances are presented for 4x4 antenna system. From Fig. 2 we see that MIMO-CDMA system employing STBC permutation spreading giving the better BER performance as compared to t-designs method, and conventional spreading also taken as reference. And here the proposed technique outperforms the conventional and t-designs. From TABLE I, we can see that in t-design permutation spreading table, there is no code symmetry between different cosets, that leads to some degrees of freedom are lost, when MLD (maximum likelihood detection) is performed at the receiver. So that cause to slight increment of BER. But the system with STBC spreading, the permutation spreading table provides code symmetry between different cosets, so that gives better BER performance. 5. CONCLUSIONS Code division multiple access technology, has been widely used in mobile communications, because of its high spectrum efficiency, low transmit power. The T-designs Permutation Spreading method does not provide code symmetry so some sorts of degrees of freedom are lost in the squared Euclidean distance between different messages. The lack of code symmetry increases the BER. The STBC technique create dependency between the data streams and provide performance improvement compared to conventional spreading. And code symmetry also provides by using space-time block codes. Space–time block coding is a simple and method for transmission using multiple transmit antennas in a wireless communication systems. STBC codes have a very simple maximum-likelihood decoding algorithm which is only based on linear processing. They provide full diversity given by transmit and receive antennas. Bit error rate performance also improves compared to the conventional and t-designs permutation spreading techniques.
  • 6. 26 Computer Science & Information Technology (CS & IT) Fig. 2. BER performance for conventional, t-designs and STBC for 4x1 and 4x4 antenna system. In this paper, MIMO-CDMA system with conventional, t-designs permutation spreading and STBC techniques has been analyzed. Both 4x1 and 4x4 systems are designed. And in 4x1 antenna system proposed STBC systems have 1.2 dB gain over T-design permutation system. The system with 4x4 antenna system proposed STBC systems have 0.2 dB gain over T-design permutation system. REFERENCES [1] Matthias stege and Fettweis G, “Multistratum-permutation codes for Multiple input multiple output- communication”, IEEE Communication Letters, Vol. 21, June 2003, Page No. 774-782. [2] Amours C.D, and Chouinard J, “Parity bit selected and permutation spreading for MIMO-CDMA systems, in Proc. IEEE Vehicular Technology, Apr 2007, Page No. 1475-1479. [3] Adel Omar D, and Amours C.D, “Spreading strategies for MIMO-CDMA in presence of channel estimation errors and spatial correlation”, Vehicular Technology Conference, Nov 2009, Page No. 1- 5. [4] Nordin Bin Ramli, Tetsuki Taniguchi and Yoshio Karasawa,” Sub band Adaptive Array for MIMO STBC CDMA System”, IEICE Trans. Fundamentals, Vol. E90–A, Oct. 2007, Page No. 2309-2317. [5] Min Shi, Amours C.D, “Design of Spreading Permutations for MIMO-CDMA based on Space-Time Block Codes”, IEEE Communication Letters, Vol. 14, Jan 2010, Page No. 36-38. [6] V. Tarokh, H. Jafarkhani, and A. R. Calderbank, “Space-time block codes from orthogonal designs,” IEEE Trans. Inf. Theory, vol. 45, pp. 1456- 1467, July 1999.