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IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 742
ENHANCEMENT OF Qos IN LTE DOWNLINK SYSTEMS USING
FREQUENCY DIVERSITY SELECTIVITY SCHEDULING
S.Sharmila1
, C.Veera lakshmi2
1
PG Student/Dept. of ECE, M.Kumarasamy college of Engineering, Karur, India
2
Assistant professor/Dept. of ECE, M.Kumarasamy college of Engineering, Karur, India
Abstract
LTE is a broadband wireless access network offers rich suite of multimedia applications and developed by Third generation
partnership project is designed to support ubiquitous delivery of multimedia services. For this reason, numerous research groups are
annoying to utilize its concert. Scheduling and resource allocations are the vital components of wireless data schemes. The CSI
(channel state information) makes possible to acclimatize transmissions to channel conditions, which is essential for achieving
reliable communication with high data rates in systems. To assist resource allocation, classification algorithm is used to identify
mobility users. According to the taxonomy, Frequency diversity and selectivity scheduling algorithm is proposed to synchronies low
mobility user for multi user diversity and high mobility user for frequency diversity. Continuous rate adaptation is used to make best
use of the channel spectral efficiency given a limited number of time-frequency resource blocks. The capacity allocation allocates the
total capacity among each of the base stations in an amount that corresponds to the predictable traffic load at each base station. It is
verified by simulation that throughput and capacity is increased for the proposed algorithm.
Keywords—Long term evolution (LTE), OFDMA, Frequency diversity,Multi user diversity,Channel quality
indicator,Resource block, Proportional fair scheduling,Channel state information.
-----------------------------------------------------------------------***-------------------------------------------------------------------
1. INTRODUCTION
Long Term Evolution (LTE) is a radio proposal technology
which was used to accomplish superior crest throughputs than
High Speed Packet Access .LTE is typical choice for wireless
Communication of soaring rapidity data rate for mobile phones
with elevated capacity support. It depends on GSM/EDGE
system technologies, mounting capacity and speed using a
dissimilar radio edge together with interior network
improvements. With the mobile networks migrating towards
LTE and all-IP networks, people are interested to connect to the
Internet anytime, anywhere and from the world. In disparity,
OFDM is not a stable covering in modulation methods. The
amplitude and time segment of every information or data is
stable in each symbol. There can be several large peaks in an
OFDM symbol. The Radio Frequency power amplifier must be
proficient of achieving peak power and requires a superior
speaker to knob a given standard control where extract is not
worn Efficiency is therefore lower [1]. To overcome the
drawback of OFDM, OFDMA is in use as the multiplexing
design in the LTE downlink. 802.11a is the finest technique to
portray OFDMA is by distinct it with a packet-tilting
networking method. In 802.11a, Carrier-Sense Multiple Access
(CSMA) is the multiplexing process. Downlink and uplink
traffic from the regular admission point to mobile customer
stations is the type of practical apparatus that create LTE for
better-quality above 3G technologies is the well-organized use
of OFDMA collective with MIMO well-groomed antenna in
uplink and downlink radio transmission. The structural design
of LTE is shown in Fig -1
Fig- 1: LTE Architecture
OFDMA is a hopeful applicant because it not only take over
OFDM resistance to inter symbol intrusion and frequency
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 743
selective fading ,but also make efficient multi user diversity by
performing the channel fading as a channel methods. It supports
packet oriented approaches which explains the terms of
efficiency and latency. The dissimilarity between OFDM and
OFDMA is that OFDMA has the ability to allocate a subset of
subcarriers to users, make use of multi-user diversity.
F. Capozzi, G. Piro peak proposed that, the data rates for the
downlink is 100mbps and uplink carries 50 mbps [2].Diversity
scheme is a process for improving the stability of a message
gesture by using additional communication channels with
diverse individuality. Diversity plays a momentous role in
fading and co-channel interference and eliminates error bursts.
Frequency diversity supplies the signal or certain information
using numerous frequency channels or thickens over a
extensive spectrum that is exaggerated by frequency-selective
fading Arrangement or selection of user is specified as;at any
given time the transmitter selects the most excellent user
according to the channel behavior of the transmitter and
receiver
The remainder of the paper is structured as follows. In section
II, explains different accessible scheduling and resource
allocation algorithms. Section III addresses the existing FDSS
scheduling scheme. Section IV explains the proposed
algorithm. Section V evaluates and examines the performance
of the continuous rate adaptation algorithm through simulations
and finally, conclusion is haggard in section VI.
2. RELATED WORK
In this section, we present existing scheduling and resource
allocation schemes which are classified based on several
factors. The scheduling strategy evaluates the best user to
transmit through a specified time period .By instinct; we want
to consign resource to users with excellent channel
circumstances so the resource can be used more proficiently
and make available of fairness or Qos guarantees to every
single one customers. For example, allowing only users close to
the base station to transmit with high transmission power may
result in very high system throughput, but may starve other
users. The block diagram of scheduling and resource allocation
is shown in Fig-2.
Fig - 2: Scheduling and Resource Allocation
T.Dikamba [3] proposed a scheduling strategy assigns resource
blocks to the user with the unsurpassed radio link environment.
In sort to execute scheduling, end points propel Channel
Quality Indicator (CQI) to the correct foundation location (BS).
Fundamentally in the downlink, the BS supplies reference
signal (downlink channel) to terminals. These reference signals
are worn by user apparatus for the extents of the CQI. A
advanced CQI value in a sense it has better channel condition.
S. Husain proposed Round Robin scheduling is a non-attentive
scheduling format that lets users take turns in via the collective
resources (time/RBs),devoid of taking the on the spot channel
conditions into consideration. Consequently, it offers enormous
fairness amid the users in radio resource obligation, but reduce
the system throughput performance. The improvement of
round-robin scheduling is the reduced processing time in view
of the fact that the base station does not require to surrender
transmission time to notify the users in each block about their
owed slot points. On the other hand due to the stochastic
temperament of the wireless channel, it is not potential to afford
rigid QoS guarantees, i.e., if the channel is in a deep fade it is
not probable to accomplish the SINR restriction. In Time and
Frequency sphere of influence Round Robin (TFDRR)
manifold users are permitted to be scheduled within one TTI in
a repeated order Fairness is very important but may have
unusual implications in wired and wireless systems. In wired
networks, when a convinced quantity of resource is allocated to
a user, it is correspondent to conceding the user definite amount
of throughput/performance assessment. Conversely, the amount
of resource and the performance values are not unswervingly
associated J. Fan, Q. Yin [5] proposed a novel resource
allocation depends on MCS feedback and considers the realistic
limitation in LTE systems that the RB’s allocated to the
identical user in any specified TTI be obliged to utilize the
same MCS were taken in to account; it can be simply functional
to the downlink communication of LTE systems. Adaptive
resource allocation can achieve significant capacity gain over
non adaptive TDMA.H. Kim [6] proposed user mobility
prediction methods have been submitted in the literature. These
may be worn for resource reservation and service pre-
configuration/ altered copy in prospect wireless systems to
afford QoS guarantees. Though, our examination of some of
these methods by means of deliberate cellular concert shows
that these models do not precisely correspond to the mobility
patterns of users..
D. Calabuig [7] Dynamic RRM schemes adaptively fine-tune
the radio network parameters to the load transfer, place of user,
mobility user, QOS requirements, base station density, etc.
Dynamic radio resource management methods are measured in
the propose of wireless network, which diminish physical cell
which is more luxurious.
A. Mills, D. Lister [8] proposed frequency diversity scheduling
where the signal is transmitted by means of numerous
frequency channels or multiply over a spacious spectrum that is
QOS
Requirements
Scheduling Traffic
Characteristics
Buffer Status Resource
Allocation
CSI of Users
Power
Allocation
Users/Antenna Data rate
Adaptation
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 744
exaggerated by frequency-selective fading. The FDS move
toward to allocate a user the orthogonal subcarriers far and wide
speckled more than an complete frequency band, achieving
frequency diversity gain.
3. FREQUENCY DIVERSITY AND SELECTIVITY
SCHEDULING
The main goal is to allocate the resources to the mobility users,
whereas resource allocation is a special case of scheduling.
Scheduling for different mobility’s i.e high- or low-mobility
users has been studied. It has been found that multi-user
diversity scheduling is superior for the low-mobility users [10]
– [11] while frequency diversity scheduling facilitated the high
mobility users [8]. As a result, we develop a novel scheduling
algorithm which makes use of both multiuser and frequency
diversity (FDSS) simultaneously and the capacity for the
mobility users is also determined. To develop FDSS algorithm,
User Classification algorithm is used to identify high or low
mobility users. This work was done by M.H.Habaebi, J.Chebil
[11] proposed that, the CQI techniques were selected and their
performance will be calculated in terms of average throughput
and Block Error Rate (BLER) for the individual UEs (user
equipments) and the overall network.
3.1 User Classification Algorithm
A novel user classification algorithm is used to classify high-
and low-mobility users. Exact speed of the user is not needed
for our scheduling [18], only certain speed is needed i.e. mobile
speed or a user is with low-mobility or high-mobility. The user
mobility classification is not highly complex. By performing
field test, cross-over point can be found. Based on the
classification, scheduling algorithm is then proposed. If the
speed of user is higher than the crossover point called high
mobility users and if the speed of user is lower than the
crossover point called low mobility users. In LTE only limited
feedback information is needed.
The condition for High mobility user is:
σ2
k>= σ2
T (1)
The condition for Low mobility user is:
σ2
k<= σ2
T (2)
3.2 FDSS Algorithm
In frequency diversity, signal is supplied using a number of
frequency channels or extend over a large band that is
exaggerated by frequency selective fading. In multi-user
diversity, many users will be there and according to channel
conditions best user is selected. It is also called as frequency
selectivity. Frequency diversity and Multi user diversity jointly
together called as FDSS algorithm. To identify whether the user
is within mobility or not, we need to find the variance which is
given by,
σ2
k, m = 1/N-1∑n=1 (Ck, m., n - µ k, m) (3)
Where,
µ k, m = 1/N ∑n=1 Ck,m,n (4)
Denote Ck, m, n to be the reported channel quality indicator (CQI)
of user k for Resource Block Groups m at transmission time
interval (TTI) n. If user k is with high mobility, then Ck, m, n
varies with n quickly. Otherwise, it changes slowly with TTI
(n).Resource block group is that small amount of user is
scheduled to a user Resource block group is that small amount
of user is scheduled to a user. It has 12 subcarrier in frequency
domain and 14 OFDM symbols in time province [19].
Proportional Fairness is used to select the users with respect to
instant rate divided by average rate; resulting performance is
higher than round robin which allocates a channel in a time slot.
Jianwei Huang [13] proposed an algorithm in proportional fair
scheduler in the context of high data rate (HDR) system. In the
first time slot, the terminals with higher CQI are scheduled. In
the second slot of time, the scheduled terminals are cyclically in
turn. On the third slot period the process is repeated again
alternately [15]. Channel capacity is the good and tightens
upper bound on the time of information that can be constantly
transmitted over a system. It is specified by,
C=B log 2 (1+s/n) (5)
C is measured in bits per second , if the natural logarithm is
used; haughty B is in hertz; the signal and noise powers S and N
are calculated in watts.
4. CONTINUOUS RATE ADAPTATION
In the proposed approach, structure throughput, QoS control,
and scheduling justice are jointly incorporated into a framework
to energetically execute radio resource-allocation for numerous
users, and successfully prefer optimal system parameters such
as power and modulation rate to acclimatize to the unreliable
channel quality of each resource block. In such systems,
frequency-time resources are vigorously shared mutually
between users to enhance overall spectral efficiency. At the
compassion of the LTE transmission idea is the use of shared-
channel transmission, in which time-frequency resources are
animatedly distributed amongst users. This is comparable to the
come near to be taken in High-Speed Downlink Packet Access
(HSDPA). On the other hand, scheduling in LTE can receive
channel variation into account not only in the time field, as with
HSPA, but also in the frequency area [21] - [22].
Here, we first concentrate on the optimum power and
continuous rate adaptation for solitary resource block of an
LTE-based system less than total transmission power limitation
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 745
for the base-station communication. The results are unmitigated
to continuous rate adaptation in a multi-user situation under
power and portion of time-frequency resource block limitations.
The most important objective of this manuscript is to find in
cooperation optimum power and continuous-rate in conditions
of time-varying and frequency-selective fading channel reaction
The scheduler pedals, for every instantaneous of time, to which
users the shared resources should be given. It also evaluates the
data rate used for every bond. Conversely LTE has, in adding
together to the time domain, right to use the resources in
frequency field, due to the employ of OFDM technology in the
downlink. Consequently the scheduler can, for every one
frequency region, select the user with the satisfactory channel
conditions. But, scheduling in LTE can achieve channel
variation into account not only in the time field, as with HSPA,
but also in the frequency area. Every user allocates a number of
resource blocks in the time-frequency Since sub-channels and
time-slots are independent, the total average data rate of the j th
user larger than the complete frequency bandwidth B and I
time-slots, is equivalent to the amount of standard user data
rates in excess of all resource blocks and is specified by,
R j= ∑N
n=1 ∑I
i=1 R j, n, i (5)
For that reason, over the multi-user system, the scheduling and
resource-allocation judgment can be viewed as deciding a rate
R j = (R1, R2…RJ). The method starts by allocating a
percentage (x jni) of the initial sub-carrier (n = 1) in time-slot (i
= 1) to J users. This then followed for each and every one sub-
carriers surrounded by the same time-slot. When a proportion of
sub-carriers in the ith time-slot are allocated to every user, this
progression iterates over the enduring time-slots.
5. PERFORMANCE ANALYSIS
The simulation model is implemented by using MATLAB tool.
The Typical Urban channel model has been fraction of the
toolbox for researchers and developers in the wireless
announcement in view of the fact that the before years of GSM.
This fastidious representation was depend on radio channel
capacity was demonstrated, used to conclude the require and
performance of the equalizer in GSM .In this section, we will
reveal the performance of the proposed continuous rate
adaptation algorithm and compared with a existing FDSS
algorithm which is a blend of high- and low-mobility users in
realistic LTE exploitation scenarios.
In Fig-3 the graph is shown for proposed algorithm which is a
mixture of low and high mobility users. Proportional Fairness
(PF) is a scheduling algorithm which is used to maximize the
system throughput, and give at least a minimal level of service
to all the users. The Fig-4 is shown for SNR Vs Throughput.
Throughput refers to how much data can be transferred from
one location to another in a given amount of time. SNR is
defined as the ratio of signal power to the noise power, often
expressed in decibels. Signal-to-noise ratio is sometimes used
informally to refer to the ratio of useful information to false or
irrelevant data in a conversation or exchange. While SNR
increases, the throughput is also increased. The throughput is
increased and compared with FDSS algorithm.
The fig-5 is shown for SNR Vs BER.SNR has more noise and
less noise.The bit error rate or bit error ratio (BER) is the
number of bit errors divided by the total number of transferred
bits during a studied time interval. BER is a unit less
performance measure, often expressed as a percentage. In
digital transmission, the number of bit errors is the number of
received bits of a data stream over a communication channel
that have been altered due to noise, interference, distortion or
bit synchronization errors.
Fig - 3: Frequency Vs Proportional Fairness
Fig-4: SNR Vs Throughput
0.65
0.7
0.75
0.8
0.85
0.9
0.95
1
1.05
0 5 10 15 20 25 30
Throughput
SNR
Fdss
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 746
Fig-5: BER Vs SNR
The fig-6 is shown for SNR Vs Capacity. Channel capacity is
the tightest upper bound on the rate of information that can be
reliably transmitted over a channel. In fig-7 shows spectral
efficiency of the capacity. Spectral efficiency is the rate of
information which reliably transmits over a communication
channel in a given bandwidth. It is a measure of the quantity of
users or services that can be simultaneously supported by a
limited radio frequency bandwidth
Fig-6: SNR Vs Capacity
Fig-7: Capacity Vs Spectral Efficiency
6. CONCLUSIONS
In this paper we have developed a user classification algorithm.
Based on the classification, we propose a scheduling algorithm
for different mobilities in LTE downlink systems. The proposed
algorithm increases spectral efficiency. The proposed algorithm
is compared with frequency diversity selectivity scheduling.
The capacity for the mobility users is also determined. In
continuous rate adaptation, throughput and capacity is increased
when compared to the existing one. The experimental results
show that the proposed system results in significant
performance improvement.
REFERENCES
[1] J. Zyren Dr. Wes McCoy, Technical Editor “Overview
of the 3gpp long term evolution physical layer” July
2007
[2] F. Capozzi, G.Piro, Student Member, IEEE, L.A. Grieco,
Member, IEEE, G. Boggia, Senior Member, IEEE, and
P. Camarda. “Downlink Packet Scheduling in LTE
Cellular Networks” VOL. 15, NO. 2, 2013
[3] T.Dikamba. “Downlink Scheduling in 3GPP Long Term
Evolution (LTE)”. MSc Thesis, TUDelft, March 2011
[4] S. Hussain. “Dynamic radio resource management in
3GPP LTE”Blekinge Institute of Technology 2009.
[5] J. Fan, Q. Yin, G. Y. Li, B. Peng, and X. Zhu, “Adaptive
block- level resource allocation in OFDMA networks,”
in IEEE Trans. Wireless Commun., vol. 10,, pp. 3966–
3972 2011.
[6] H. Kim and Y. Han, “A proportional fair scheduling for
multicarrier transmission systems,” IEEE Commun. Lett,
vol. 9, no. 3, pp. 210-212 Mar. 2005.
[7] D. Calabuig, J. F. Monserrat, D. Gomez- Barquero and
O. Lazaro, “An Efficient Dynamic Resource Allocation
Algorithm for Packet Switched Communication
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0 5 10 15 20 25 30
BER
SNR
continuous rate
Fdss
0
0.5
1
1.5
2
2.5
3
3.5
0 5 10 15 20 25 30
capacity
SNR
Fdss
0.65
0.7
0.75
0.8
0.85
0.9
0.95
1
1.05
0 0.5 1 1.5 2 2.5 3 3.5
spectralefficiency
capacity
Fdss
continuous rate
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 747
Networks Based on Hopfield Neural Excitation
Method”.
[8] A. Mills, D. Lister, M. D.Vos, and Y. Ji, “The impact of
MS velocity on the performance of frequency selective
scheduling in IEEE 802.16 Mobile WiMAX,” in 2010
IEEE Consumer Commun. And Networking Conf., pp.
1–5.
[9] S. J. Lee, “Trade-off between frequency diversity gain
and frequency Selective scheduling gain in OFDMA
systems in spatial diversity, IEEE Commun. Lett, vol.
11, no. 6, pp. 507–509, Jun. 2007.
[10] R. Kwan, Cyril Leung, and Jie Zhang “Multiuser
scheduling on the downlink of an LTE cellular system,
“Research Lett. In Commun, vol. 2008, pp. 1–3, Jan.
2008.
[11] M. H. Habaebi, j. chebil, a.g. al- sakkaf and t. h. dahawi
“Comparison between scheduling techniques in long
term evolution” IEEE Transactions on Vehicular
Technology, Vol. 59, No. 9, November 2010
[12] T.Rapperport “Wireless Communication: Principles and
Practice Prentice Hall ,2002
[13] J.Huang, Vijay Subramanian, R. Berry, and R. Agrawal
“Scheduling and Resource Allocation in OFDMA
Wireless Systems” February 2009.
[14] T. Girici,,Jonathan R. Agre, and Anthony “Proportional
Fair Scheduling Algorithm OFDMA-Based Wireless
Systems with QoS Constraints” Journal of
Communications And Networks, Vol. 12, No. 1,
February 2010
[15] O. Iosif and I. Banica. “ On the Analysis of Packet
Scheduling in Downlink 3GPP LTE System”
Proceedings of the 4th International Conference on
Communication Theory, Reliability and Quality of
Service, Budapest, 17-22 April 2011, pp. 99-102..
[16] H. Kim and Y. Han, “A proportional fair scheduling for
multicarrier transmission systems,” IEEE Commun. Lett,
vol. 9, no. 3, pp. 210-212 Mar. 2005.
[17] J. Chan and A. Seneviratne, “A practical user mobility
prediction algorithm for supporting adaptive qos in
wireless networks,” IEEE International Conf. on
Networks, pp. 104–111 1999.
[18] International Telecommunication Union, “Guidelines for
evaluation of radio interface technologies for IMT-
Advanced,” ITU-R, Report M.2135-1, 2010
[19] S. N. Donthi and N. B. Mehta, “Joint performance
analysis of channel quality indicator feedback schemes
and frequency-domain scheduling for LTE,” IEEE
Trans. Veh. Technol., vol. 60, no. 7, pp. 3096–3109,
Sep. 2011.
[20] Varanese, N.; Vicario, J.L.; Spagnolini, U.,”On the
Asymptotic Throughput of OFDMA Systems with Best
M CQI Feedback, “Wireless Communications Letters,
IEEE , vol.1, no.3, pp.145,148, June 2012.
[21] J. Huang, V.G. Subramanian, R. Agrawal, R.A.
Berry,“Downlink scheduling and resource allocation for
ofdm systems,” Wireless Communications, IEEE
Transactions on, vol. 8, no. 1, pp. 288 –296, Jan. 2009.
[22] E. Dahlman, S. Parkvall, J. Skold, and P. Beming, 3G
Evolution, Second Edition: HSPA and LTE for Mobile
Broadband. Academic Press, 2008.

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Enhancement of qos in lte downlink systems using

  • 1. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 742 ENHANCEMENT OF Qos IN LTE DOWNLINK SYSTEMS USING FREQUENCY DIVERSITY SELECTIVITY SCHEDULING S.Sharmila1 , C.Veera lakshmi2 1 PG Student/Dept. of ECE, M.Kumarasamy college of Engineering, Karur, India 2 Assistant professor/Dept. of ECE, M.Kumarasamy college of Engineering, Karur, India Abstract LTE is a broadband wireless access network offers rich suite of multimedia applications and developed by Third generation partnership project is designed to support ubiquitous delivery of multimedia services. For this reason, numerous research groups are annoying to utilize its concert. Scheduling and resource allocations are the vital components of wireless data schemes. The CSI (channel state information) makes possible to acclimatize transmissions to channel conditions, which is essential for achieving reliable communication with high data rates in systems. To assist resource allocation, classification algorithm is used to identify mobility users. According to the taxonomy, Frequency diversity and selectivity scheduling algorithm is proposed to synchronies low mobility user for multi user diversity and high mobility user for frequency diversity. Continuous rate adaptation is used to make best use of the channel spectral efficiency given a limited number of time-frequency resource blocks. The capacity allocation allocates the total capacity among each of the base stations in an amount that corresponds to the predictable traffic load at each base station. It is verified by simulation that throughput and capacity is increased for the proposed algorithm. Keywords—Long term evolution (LTE), OFDMA, Frequency diversity,Multi user diversity,Channel quality indicator,Resource block, Proportional fair scheduling,Channel state information. -----------------------------------------------------------------------***------------------------------------------------------------------- 1. INTRODUCTION Long Term Evolution (LTE) is a radio proposal technology which was used to accomplish superior crest throughputs than High Speed Packet Access .LTE is typical choice for wireless Communication of soaring rapidity data rate for mobile phones with elevated capacity support. It depends on GSM/EDGE system technologies, mounting capacity and speed using a dissimilar radio edge together with interior network improvements. With the mobile networks migrating towards LTE and all-IP networks, people are interested to connect to the Internet anytime, anywhere and from the world. In disparity, OFDM is not a stable covering in modulation methods. The amplitude and time segment of every information or data is stable in each symbol. There can be several large peaks in an OFDM symbol. The Radio Frequency power amplifier must be proficient of achieving peak power and requires a superior speaker to knob a given standard control where extract is not worn Efficiency is therefore lower [1]. To overcome the drawback of OFDM, OFDMA is in use as the multiplexing design in the LTE downlink. 802.11a is the finest technique to portray OFDMA is by distinct it with a packet-tilting networking method. In 802.11a, Carrier-Sense Multiple Access (CSMA) is the multiplexing process. Downlink and uplink traffic from the regular admission point to mobile customer stations is the type of practical apparatus that create LTE for better-quality above 3G technologies is the well-organized use of OFDMA collective with MIMO well-groomed antenna in uplink and downlink radio transmission. The structural design of LTE is shown in Fig -1 Fig- 1: LTE Architecture OFDMA is a hopeful applicant because it not only take over OFDM resistance to inter symbol intrusion and frequency
  • 2. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 743 selective fading ,but also make efficient multi user diversity by performing the channel fading as a channel methods. It supports packet oriented approaches which explains the terms of efficiency and latency. The dissimilarity between OFDM and OFDMA is that OFDMA has the ability to allocate a subset of subcarriers to users, make use of multi-user diversity. F. Capozzi, G. Piro peak proposed that, the data rates for the downlink is 100mbps and uplink carries 50 mbps [2].Diversity scheme is a process for improving the stability of a message gesture by using additional communication channels with diverse individuality. Diversity plays a momentous role in fading and co-channel interference and eliminates error bursts. Frequency diversity supplies the signal or certain information using numerous frequency channels or thickens over a extensive spectrum that is exaggerated by frequency-selective fading Arrangement or selection of user is specified as;at any given time the transmitter selects the most excellent user according to the channel behavior of the transmitter and receiver The remainder of the paper is structured as follows. In section II, explains different accessible scheduling and resource allocation algorithms. Section III addresses the existing FDSS scheduling scheme. Section IV explains the proposed algorithm. Section V evaluates and examines the performance of the continuous rate adaptation algorithm through simulations and finally, conclusion is haggard in section VI. 2. RELATED WORK In this section, we present existing scheduling and resource allocation schemes which are classified based on several factors. The scheduling strategy evaluates the best user to transmit through a specified time period .By instinct; we want to consign resource to users with excellent channel circumstances so the resource can be used more proficiently and make available of fairness or Qos guarantees to every single one customers. For example, allowing only users close to the base station to transmit with high transmission power may result in very high system throughput, but may starve other users. The block diagram of scheduling and resource allocation is shown in Fig-2. Fig - 2: Scheduling and Resource Allocation T.Dikamba [3] proposed a scheduling strategy assigns resource blocks to the user with the unsurpassed radio link environment. In sort to execute scheduling, end points propel Channel Quality Indicator (CQI) to the correct foundation location (BS). Fundamentally in the downlink, the BS supplies reference signal (downlink channel) to terminals. These reference signals are worn by user apparatus for the extents of the CQI. A advanced CQI value in a sense it has better channel condition. S. Husain proposed Round Robin scheduling is a non-attentive scheduling format that lets users take turns in via the collective resources (time/RBs),devoid of taking the on the spot channel conditions into consideration. Consequently, it offers enormous fairness amid the users in radio resource obligation, but reduce the system throughput performance. The improvement of round-robin scheduling is the reduced processing time in view of the fact that the base station does not require to surrender transmission time to notify the users in each block about their owed slot points. On the other hand due to the stochastic temperament of the wireless channel, it is not potential to afford rigid QoS guarantees, i.e., if the channel is in a deep fade it is not probable to accomplish the SINR restriction. In Time and Frequency sphere of influence Round Robin (TFDRR) manifold users are permitted to be scheduled within one TTI in a repeated order Fairness is very important but may have unusual implications in wired and wireless systems. In wired networks, when a convinced quantity of resource is allocated to a user, it is correspondent to conceding the user definite amount of throughput/performance assessment. Conversely, the amount of resource and the performance values are not unswervingly associated J. Fan, Q. Yin [5] proposed a novel resource allocation depends on MCS feedback and considers the realistic limitation in LTE systems that the RB’s allocated to the identical user in any specified TTI be obliged to utilize the same MCS were taken in to account; it can be simply functional to the downlink communication of LTE systems. Adaptive resource allocation can achieve significant capacity gain over non adaptive TDMA.H. Kim [6] proposed user mobility prediction methods have been submitted in the literature. These may be worn for resource reservation and service pre- configuration/ altered copy in prospect wireless systems to afford QoS guarantees. Though, our examination of some of these methods by means of deliberate cellular concert shows that these models do not precisely correspond to the mobility patterns of users.. D. Calabuig [7] Dynamic RRM schemes adaptively fine-tune the radio network parameters to the load transfer, place of user, mobility user, QOS requirements, base station density, etc. Dynamic radio resource management methods are measured in the propose of wireless network, which diminish physical cell which is more luxurious. A. Mills, D. Lister [8] proposed frequency diversity scheduling where the signal is transmitted by means of numerous frequency channels or multiply over a spacious spectrum that is QOS Requirements Scheduling Traffic Characteristics Buffer Status Resource Allocation CSI of Users Power Allocation Users/Antenna Data rate Adaptation
  • 3. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 744 exaggerated by frequency-selective fading. The FDS move toward to allocate a user the orthogonal subcarriers far and wide speckled more than an complete frequency band, achieving frequency diversity gain. 3. FREQUENCY DIVERSITY AND SELECTIVITY SCHEDULING The main goal is to allocate the resources to the mobility users, whereas resource allocation is a special case of scheduling. Scheduling for different mobility’s i.e high- or low-mobility users has been studied. It has been found that multi-user diversity scheduling is superior for the low-mobility users [10] – [11] while frequency diversity scheduling facilitated the high mobility users [8]. As a result, we develop a novel scheduling algorithm which makes use of both multiuser and frequency diversity (FDSS) simultaneously and the capacity for the mobility users is also determined. To develop FDSS algorithm, User Classification algorithm is used to identify high or low mobility users. This work was done by M.H.Habaebi, J.Chebil [11] proposed that, the CQI techniques were selected and their performance will be calculated in terms of average throughput and Block Error Rate (BLER) for the individual UEs (user equipments) and the overall network. 3.1 User Classification Algorithm A novel user classification algorithm is used to classify high- and low-mobility users. Exact speed of the user is not needed for our scheduling [18], only certain speed is needed i.e. mobile speed or a user is with low-mobility or high-mobility. The user mobility classification is not highly complex. By performing field test, cross-over point can be found. Based on the classification, scheduling algorithm is then proposed. If the speed of user is higher than the crossover point called high mobility users and if the speed of user is lower than the crossover point called low mobility users. In LTE only limited feedback information is needed. The condition for High mobility user is: σ2 k>= σ2 T (1) The condition for Low mobility user is: σ2 k<= σ2 T (2) 3.2 FDSS Algorithm In frequency diversity, signal is supplied using a number of frequency channels or extend over a large band that is exaggerated by frequency selective fading. In multi-user diversity, many users will be there and according to channel conditions best user is selected. It is also called as frequency selectivity. Frequency diversity and Multi user diversity jointly together called as FDSS algorithm. To identify whether the user is within mobility or not, we need to find the variance which is given by, σ2 k, m = 1/N-1∑n=1 (Ck, m., n - µ k, m) (3) Where, µ k, m = 1/N ∑n=1 Ck,m,n (4) Denote Ck, m, n to be the reported channel quality indicator (CQI) of user k for Resource Block Groups m at transmission time interval (TTI) n. If user k is with high mobility, then Ck, m, n varies with n quickly. Otherwise, it changes slowly with TTI (n).Resource block group is that small amount of user is scheduled to a user Resource block group is that small amount of user is scheduled to a user. It has 12 subcarrier in frequency domain and 14 OFDM symbols in time province [19]. Proportional Fairness is used to select the users with respect to instant rate divided by average rate; resulting performance is higher than round robin which allocates a channel in a time slot. Jianwei Huang [13] proposed an algorithm in proportional fair scheduler in the context of high data rate (HDR) system. In the first time slot, the terminals with higher CQI are scheduled. In the second slot of time, the scheduled terminals are cyclically in turn. On the third slot period the process is repeated again alternately [15]. Channel capacity is the good and tightens upper bound on the time of information that can be constantly transmitted over a system. It is specified by, C=B log 2 (1+s/n) (5) C is measured in bits per second , if the natural logarithm is used; haughty B is in hertz; the signal and noise powers S and N are calculated in watts. 4. CONTINUOUS RATE ADAPTATION In the proposed approach, structure throughput, QoS control, and scheduling justice are jointly incorporated into a framework to energetically execute radio resource-allocation for numerous users, and successfully prefer optimal system parameters such as power and modulation rate to acclimatize to the unreliable channel quality of each resource block. In such systems, frequency-time resources are vigorously shared mutually between users to enhance overall spectral efficiency. At the compassion of the LTE transmission idea is the use of shared- channel transmission, in which time-frequency resources are animatedly distributed amongst users. This is comparable to the come near to be taken in High-Speed Downlink Packet Access (HSDPA). On the other hand, scheduling in LTE can receive channel variation into account not only in the time field, as with HSPA, but also in the frequency area [21] - [22]. Here, we first concentrate on the optimum power and continuous rate adaptation for solitary resource block of an LTE-based system less than total transmission power limitation
  • 4. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 745 for the base-station communication. The results are unmitigated to continuous rate adaptation in a multi-user situation under power and portion of time-frequency resource block limitations. The most important objective of this manuscript is to find in cooperation optimum power and continuous-rate in conditions of time-varying and frequency-selective fading channel reaction The scheduler pedals, for every instantaneous of time, to which users the shared resources should be given. It also evaluates the data rate used for every bond. Conversely LTE has, in adding together to the time domain, right to use the resources in frequency field, due to the employ of OFDM technology in the downlink. Consequently the scheduler can, for every one frequency region, select the user with the satisfactory channel conditions. But, scheduling in LTE can achieve channel variation into account not only in the time field, as with HSPA, but also in the frequency area. Every user allocates a number of resource blocks in the time-frequency Since sub-channels and time-slots are independent, the total average data rate of the j th user larger than the complete frequency bandwidth B and I time-slots, is equivalent to the amount of standard user data rates in excess of all resource blocks and is specified by, R j= ∑N n=1 ∑I i=1 R j, n, i (5) For that reason, over the multi-user system, the scheduling and resource-allocation judgment can be viewed as deciding a rate R j = (R1, R2…RJ). The method starts by allocating a percentage (x jni) of the initial sub-carrier (n = 1) in time-slot (i = 1) to J users. This then followed for each and every one sub- carriers surrounded by the same time-slot. When a proportion of sub-carriers in the ith time-slot are allocated to every user, this progression iterates over the enduring time-slots. 5. PERFORMANCE ANALYSIS The simulation model is implemented by using MATLAB tool. The Typical Urban channel model has been fraction of the toolbox for researchers and developers in the wireless announcement in view of the fact that the before years of GSM. This fastidious representation was depend on radio channel capacity was demonstrated, used to conclude the require and performance of the equalizer in GSM .In this section, we will reveal the performance of the proposed continuous rate adaptation algorithm and compared with a existing FDSS algorithm which is a blend of high- and low-mobility users in realistic LTE exploitation scenarios. In Fig-3 the graph is shown for proposed algorithm which is a mixture of low and high mobility users. Proportional Fairness (PF) is a scheduling algorithm which is used to maximize the system throughput, and give at least a minimal level of service to all the users. The Fig-4 is shown for SNR Vs Throughput. Throughput refers to how much data can be transferred from one location to another in a given amount of time. SNR is defined as the ratio of signal power to the noise power, often expressed in decibels. Signal-to-noise ratio is sometimes used informally to refer to the ratio of useful information to false or irrelevant data in a conversation or exchange. While SNR increases, the throughput is also increased. The throughput is increased and compared with FDSS algorithm. The fig-5 is shown for SNR Vs BER.SNR has more noise and less noise.The bit error rate or bit error ratio (BER) is the number of bit errors divided by the total number of transferred bits during a studied time interval. BER is a unit less performance measure, often expressed as a percentage. In digital transmission, the number of bit errors is the number of received bits of a data stream over a communication channel that have been altered due to noise, interference, distortion or bit synchronization errors. Fig - 3: Frequency Vs Proportional Fairness Fig-4: SNR Vs Throughput 0.65 0.7 0.75 0.8 0.85 0.9 0.95 1 1.05 0 5 10 15 20 25 30 Throughput SNR Fdss
  • 5. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 746 Fig-5: BER Vs SNR The fig-6 is shown for SNR Vs Capacity. Channel capacity is the tightest upper bound on the rate of information that can be reliably transmitted over a channel. In fig-7 shows spectral efficiency of the capacity. Spectral efficiency is the rate of information which reliably transmits over a communication channel in a given bandwidth. It is a measure of the quantity of users or services that can be simultaneously supported by a limited radio frequency bandwidth Fig-6: SNR Vs Capacity Fig-7: Capacity Vs Spectral Efficiency 6. CONCLUSIONS In this paper we have developed a user classification algorithm. Based on the classification, we propose a scheduling algorithm for different mobilities in LTE downlink systems. The proposed algorithm increases spectral efficiency. The proposed algorithm is compared with frequency diversity selectivity scheduling. The capacity for the mobility users is also determined. In continuous rate adaptation, throughput and capacity is increased when compared to the existing one. The experimental results show that the proposed system results in significant performance improvement. REFERENCES [1] J. Zyren Dr. Wes McCoy, Technical Editor “Overview of the 3gpp long term evolution physical layer” July 2007 [2] F. Capozzi, G.Piro, Student Member, IEEE, L.A. Grieco, Member, IEEE, G. Boggia, Senior Member, IEEE, and P. Camarda. “Downlink Packet Scheduling in LTE Cellular Networks” VOL. 15, NO. 2, 2013 [3] T.Dikamba. “Downlink Scheduling in 3GPP Long Term Evolution (LTE)”. MSc Thesis, TUDelft, March 2011 [4] S. Hussain. “Dynamic radio resource management in 3GPP LTE”Blekinge Institute of Technology 2009. [5] J. Fan, Q. Yin, G. Y. Li, B. Peng, and X. Zhu, “Adaptive block- level resource allocation in OFDMA networks,” in IEEE Trans. Wireless Commun., vol. 10,, pp. 3966– 3972 2011. [6] H. Kim and Y. Han, “A proportional fair scheduling for multicarrier transmission systems,” IEEE Commun. Lett, vol. 9, no. 3, pp. 210-212 Mar. 2005. [7] D. Calabuig, J. F. Monserrat, D. Gomez- Barquero and O. Lazaro, “An Efficient Dynamic Resource Allocation Algorithm for Packet Switched Communication 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0 5 10 15 20 25 30 BER SNR continuous rate Fdss 0 0.5 1 1.5 2 2.5 3 3.5 0 5 10 15 20 25 30 capacity SNR Fdss 0.65 0.7 0.75 0.8 0.85 0.9 0.95 1 1.05 0 0.5 1 1.5 2 2.5 3 3.5 spectralefficiency capacity Fdss continuous rate
  • 6. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 747 Networks Based on Hopfield Neural Excitation Method”. [8] A. Mills, D. Lister, M. D.Vos, and Y. Ji, “The impact of MS velocity on the performance of frequency selective scheduling in IEEE 802.16 Mobile WiMAX,” in 2010 IEEE Consumer Commun. And Networking Conf., pp. 1–5. [9] S. J. Lee, “Trade-off between frequency diversity gain and frequency Selective scheduling gain in OFDMA systems in spatial diversity, IEEE Commun. Lett, vol. 11, no. 6, pp. 507–509, Jun. 2007. [10] R. Kwan, Cyril Leung, and Jie Zhang “Multiuser scheduling on the downlink of an LTE cellular system, “Research Lett. In Commun, vol. 2008, pp. 1–3, Jan. 2008. [11] M. H. Habaebi, j. chebil, a.g. al- sakkaf and t. h. dahawi “Comparison between scheduling techniques in long term evolution” IEEE Transactions on Vehicular Technology, Vol. 59, No. 9, November 2010 [12] T.Rapperport “Wireless Communication: Principles and Practice Prentice Hall ,2002 [13] J.Huang, Vijay Subramanian, R. Berry, and R. Agrawal “Scheduling and Resource Allocation in OFDMA Wireless Systems” February 2009. [14] T. Girici,,Jonathan R. Agre, and Anthony “Proportional Fair Scheduling Algorithm OFDMA-Based Wireless Systems with QoS Constraints” Journal of Communications And Networks, Vol. 12, No. 1, February 2010 [15] O. Iosif and I. Banica. “ On the Analysis of Packet Scheduling in Downlink 3GPP LTE System” Proceedings of the 4th International Conference on Communication Theory, Reliability and Quality of Service, Budapest, 17-22 April 2011, pp. 99-102.. [16] H. Kim and Y. Han, “A proportional fair scheduling for multicarrier transmission systems,” IEEE Commun. Lett, vol. 9, no. 3, pp. 210-212 Mar. 2005. [17] J. Chan and A. Seneviratne, “A practical user mobility prediction algorithm for supporting adaptive qos in wireless networks,” IEEE International Conf. on Networks, pp. 104–111 1999. [18] International Telecommunication Union, “Guidelines for evaluation of radio interface technologies for IMT- Advanced,” ITU-R, Report M.2135-1, 2010 [19] S. N. Donthi and N. B. Mehta, “Joint performance analysis of channel quality indicator feedback schemes and frequency-domain scheduling for LTE,” IEEE Trans. Veh. Technol., vol. 60, no. 7, pp. 3096–3109, Sep. 2011. [20] Varanese, N.; Vicario, J.L.; Spagnolini, U.,”On the Asymptotic Throughput of OFDMA Systems with Best M CQI Feedback, “Wireless Communications Letters, IEEE , vol.1, no.3, pp.145,148, June 2012. [21] J. Huang, V.G. Subramanian, R. Agrawal, R.A. Berry,“Downlink scheduling and resource allocation for ofdm systems,” Wireless Communications, IEEE Transactions on, vol. 8, no. 1, pp. 288 –296, Jan. 2009. [22] E. Dahlman, S. Parkvall, J. Skold, and P. Beming, 3G Evolution, Second Edition: HSPA and LTE for Mobile Broadband. Academic Press, 2008.