A New Strategy to Improve the Efficiency of OBBP Allocation Algorithm
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Transcript of A New Strategy to Improve the Efficiency of OBBP Allocation Algorithm
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GHAZAL ROUHAFZAYSUPERVISED BYASSOC. PROF. DR. ERHAN A. İNCE
A NEW STRATEGY TO IMPROVE THE EFFICIENCY OF OBBP ALLOCATION ALGORITHM
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REFERENCES
CONCLUSION & Future Works
SIMULATION RESULTS
OBBP VS MOBBP
BROADBAND WIRELESS CHANNEL
Subchannelization schemes
OFDM VS OFDMA
INTRODUCTIONINTRODUCTION
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• Mobile WiMAX based on IEEE 802.16e is a broad band wireless access technology which has been widely accepted as the best solution for wireless broad band services.
Instead of using a single wide-band carrier, multiple narrow-band parallel subcarriers are used
OFDMA
Subchannels
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The minimum frequency-time resource unit Slot
Several slots assigned to a Mobile Station Burst
IEEE802.16e Rectangular
subc
hann
els
t
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WIMAX FRAME STRUCTURE
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56
4
75
54
51
Unused Slots
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THESIS DESCRIPTION
• Implementing Orientation Based Burst Packing algorithm
(OBBP)
• Introducing a new packing strategy in the third stage of
the OBBP frame packing algorithm (Modified OBBP)
• Comparison Between OBBP MOBBP, eOCSA for randomly
generated bursts
• Comparison Between OBBP MOBBP, eOCSA for Hata
channel model
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REFERENCES
CONCLUSION & Future Works
SIMULATION RESULTS
OBBP VS MOBBP
BROADBAND WIRELESS CHANNEL
Subchannelization schemes
OFDM VS OFDMA
INTRODUCTION
OFDM VS OFDMA
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Saving in Bandwidth
OVERLAPPED SPECTRUM OF SUBCARRIERS IN OFDM
𝐅𝐫𝐞𝐪𝐮𝐞𝐧𝐜𝐲
Overlapping subcarriers
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MULTI-USER CONCEPT OF OFDMASu
bcha
nnel
s
OFDM Symbol n
OFDM Symbol n+1
OFDM Symbol n+2
User1
User2
User3
User4
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OFDM Symbol
OFDM Symbol
OFDM Symbol
OFDM Symbol
𝑡
𝐀𝐦𝐩𝐥𝐢𝐭𝐮𝐝𝐞
Inter Symbol Interference (ISI)
EFFECT OF ISI
ISI is a form of distortion of a signal in which one symbol interferes with subsequent symbols.
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OFDM Symbol
OFDM Symbol
OFDM Symbol
OFDM Symbol
OFDM Symbol
OFDM Symbol
Guard Interval
Guard Interval
1 OFDM Symbol = L data symbols
T
T=L
OFDM SYMBOL Duration
Data SYMBOL Duration
APPLYING GUARD INTERVALS
ISI between OFDM symbols are
removedWhile >
𝜏𝜏
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Cyclic prefix
APPLYING CYCLIC PREFIX
OFDM DATA SYMBOLS
COPY AND PASTE THE LAST V SYMBOLS
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Subchannelization schemes
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SUBCARRIER TYPES
Data: Useful data transmission
Pilot: Channel estimation & Synchronization
Null: Guard Intervals & DC
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SUBCARRIER PERMUTATION MODES
Diversity (Distributed)FUSC
(Full Usage of Subchannels)
PUSC(Partial Usage of Subchannels)
Contiguous (Adjacent)AMC (Adaptive Modulation and Coding)
Downlink
The subcarriers are distributed over the entire spectrum
Subcarriers are from adjacent frequencies
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DL-PUSC2 symbol=284 pilot &24 data subcarriers
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DL-FUSC
48 data subcarriers
1- Pilot subcarriers
Constant Variable
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BROADBAND WIRELESS CHANNEL
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BROADBAND WIRELESS CHANNEL
Communication System Transmitter
Receiver
The variation of signal amplitude over frequency and time.
Fading
Pathloss Shadowing
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Path loss means the reduction in power density of the signal as it passes through the wireless channel.
𝑷 𝒓=𝑷𝒕𝝀𝟐𝑮𝒕𝑮𝒓
(𝟒𝝅𝒅 )𝟐Frii’s formula
PATH LOSS
Received power at the receiver
Transmitted power,
Transmitter gain Receiver gain
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COST HATA CHANNEL MODEL
Environments Path Loss Formulas
Urban PL= 46.3 +33.9 13.82 ) a+ (44.96.55)) +
a=3.2 4.79
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OBBP VS MOBBP
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Pre-packing Stage Main Packing Stage Packing remaining bursts
ORIENTATION BASED BURST PACKING (OBBP)
Pre-packing Stage
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PRE-PACKING STAGE
Priority Sorting
OF Calculation
Constructing OF Matrix
Burst Adaptation
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B=
𝒃𝟏+𝒃𝟐+𝒃𝟑+…+𝒃𝒏>𝑵𝒔𝒍𝒐𝒕𝒔
⨯14
𝑩′
𝐏𝐫𝐢𝐨𝐫𝐢𝐭𝐲 𝐒𝐨𝐫𝐭𝐢𝐧𝐠
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𝐎𝐫𝐢𝐞𝐧𝐭𝐚𝐭𝐢𝐨𝐧𝐅𝐚𝐜𝐭𝐨𝐫 𝐂𝐚𝐥𝐜𝐮𝐥𝐚𝐭𝐢𝐨𝐧
𝐵′= {10 ,7,4,6,10,9,4,10 }
Divisors =
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CONSTRUCTING OF MATRIX
OF_Matrix=
00000000010000000000900000000000000000007000000000600000000100000000000400000000600000010064010907604000
1
412
2
4
1×44×12×2
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BURST ADAPTATIONRemoving bursts with OFs out of the frame range from the OF_Matrix.
DL-Subframe
80 𝑂𝐹= {1×80 ,2×40 ,4×20 ,5×16 ,8×10 ,10×8 ,16×5 ,20×4 , 80×1 }60
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BURST ADAPTATION67 𝑂𝐹= {1×67 , 67×1 }
67 + 1 𝑂𝐹= {1×68 , 2×34 , 4×17 ,17×4 ,34×2 ,68×1 }
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CONSTRUCTING RP MATRIX
Rp_Matrix
0000000003000000000100000000000000000001000000000100000000300000000002000000001000000301203101102000
𝐵′= {10 ,7,4,6,10,9,4,10 }
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Pre-packing Stage Main Packing Stage Packing remaining bursts
Main Packing Stage
ORIENTATION BASED BURST PACKING (OBBP)
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MAIN PACKING STAGE
Packing set selection Packing Set Arrangement Packing Set Stuffing
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PACKING SET SELECTION
00000000010000000000900000000000000000007000000000600000000100000000000400000000600000010064010907604000
4+6+7+9+10=36
𝟑𝟔𝟐𝟎 𝟒𝟔 𝟏𝟎 𝟔𝟕𝟎𝟗𝟏𝟎
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PACKING SET SELECTION
{4, 6, 14, 18, 24, 32, 44, 50, 74, 76, 78} =
= {78, 76, 74, 50, 44, 32, 24, 18, 14, 6, 4}
𝐵max𝐿′ ={39 ,38 ,37,25 ,22 ,16 ,12 ,7 ,3 ,2 }÷𝟐
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Finding the optimal subset of bursts
𝑩𝒎𝒂𝒙𝑳
′ ={𝟑𝟗 ,𝟑𝟖 ,𝟑𝟕 ,𝟐𝟓 ,𝟐𝟐 ,𝟏𝟔 ,𝟏𝟐 ,𝟕 ,𝟑 ,𝟐 }
{38, 22}
{37, 16, 7}
{39, 12, 7, 2}
60
60
60
All elements in OF_Matrix
with the values equal to 38 and
22 will be set to zero.
If the corresponding element in Rp Matrix is equal to 1
Else corresponding element in Rp Matrix will be reduced by 1
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𝟔𝟎
𝑩𝒎𝒂𝒙𝑳
′ ={𝟑𝟗 ,𝟑𝟖 ,𝟑𝟕 ,𝟐𝟓 ,𝟐𝟐 ,𝟏𝟔 ,𝟏𝟐 ,𝟕 ,𝟑 ,𝟐 }
38
22
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PACKING SET ARRANGEMENT
Calculating sum of each group
Rearranging them in descending order based on their sums.
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PACKING SET STUFFING
We start packing bursts from the bottom-right corner of the subframe.
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ORIENTATION BASED BURST PACKING (OBBP)
Pre-packing Stage Main Packing Stage Packing remaining bursts
Packing remaining
bursts
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PACKING REMAINING BURSTS
Sorting remaining bursts in descending order
Dividing unallocated slots into rectangles with its maximum possible dimension.
Choosing the suitable rectangle for the burst
Fitting the burst in the selected rectangle.
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𝟕𝟕 {𝟏×𝟕𝟕 ,𝟕×𝟏𝟏 ,𝟏𝟏×𝟕 ,𝟕𝟕×𝟏 }
𝐀𝐯𝐚𝐢𝐥𝐚𝐛𝐥𝐞𝐫𝐞𝐜𝐭𝐚𝐧𝐠𝐥𝐞𝐬17
4060
OBBP algorithm drops the burst
MOBBP 𝟕𝟕+𝟏=𝟕𝟖{𝟏×𝟕𝟖 ,𝟐×𝟑𝟒 ,𝟑×𝟐𝟔 ,𝟔×𝟏𝟑 ,𝟏×𝟕𝟖 ,𝟏𝟑×𝟔 ,𝟐𝟔×𝟑 ,𝟕𝟖×𝟏}
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eOCSA
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SIMULATION RESULTS
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[77 63 21]
2 4 6 8 10 12 14
10
20
30
40
50
60
DL Subframe
Symbols
Sub
chan
nels
Slots
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OBBP[77 63 21]
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MOBBP[77 63 21]
78 64
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𝜼𝒑𝒌=𝑺𝒕𝒐𝒕𝒂𝒍−𝑺𝒑𝒂𝒅𝒅𝒆𝒅
𝑺𝒕𝒐𝒕𝒂𝒍
SIMULATION RESULTS
Packing Efficiency
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BSR(Burst Size Ratio)
𝐵𝑆𝑅=𝐵𝑠𝑚𝑎𝑙𝑙
𝐵𝑙𝑎𝑟𝑔𝑒50%
𝑩𝒕𝒉 20
RANDOMLY GENERATED BURSTS
Burst sizes are randomly generated in the range [2, 95].
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0.8 1 1.2 1.4 1.6 1.8 278
80
82
84
86
88
90
92
94
96
98
Offered Load
Pac
king
Effi
cien
cy
OBBP VS MOBBP
OBBPMOBBP
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0.8 1 1.2 1.4 1.6 1.8 21
1.5
2
2.5
3
3.5
Offered Load
Pad
ded
Slo
tsOBBP VS MOBBP
OBBPMOBBP
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COST-231 EXTENDED HATA CHANNEL MODEL
20 22 24 26 28 30 32 34 36 38 4070
75
80
85
90
95
100
Number of Users
Pac
king
Effi
cien
cy (%
)
OBBPMOBBPeOCSA
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REFERENCES
CONCLUSION & Future Works
SIMULATION RESULTS
OBBP VS MOBBP
BROADBAND WIRELESS CHANNEL
Subchannelization schemes
OFDM VS OFDMA
INTRODUCTION
CONCLUSION & Future Works
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• The efficiency of MOBBP algorithm is 1-3 percent better than
OBBP for randomly generated bursts and about 3-9 percent
for the realistic channel model.
• The efficiency of eOCSA is better than OBBP and MOBBP for
randomly generated bursts.
CONCLUSION
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In the future in order to provide services with desired levels
of QoS we can work on a priority-aware version of MOBBP
algorithm which can give priority to allocation of bursts
based on latency constraints.
FUTURE WORKS
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REFERENCES
CONCLUSION
SIMULATION RESULTS
OBBP VS MOBBP
BROADBAND WIRELESS CHANNEL
Subchannelization schemes
OFDM VS OFDMA
INTRODUCTION
References
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References[1] L. Nuaymi, WiMAX Technology for Broadband Wireless Access, ENSTBretagne: John Wiley & Sons Ltd, 2007.[2] IEEE 802.16-2004, IEEE Standard for Local and metropolitan area networksPart 16: Air Interface for Fixed Broadband Wireless Access Systems, NewYork, 1 October 2004.[3] "Mobile WiMAX – Part I:A Technical Overview and Performance Evaluation,"WiMAX Forum, August, 2006.[4] J. G. Andrews, A. Ghosh, R. Muhamed, Fundamentals of WiMAXUnderstanding Broadband Wireless Networking, Westford, Massachusetts.:Prentice Hall, February 2007.[5] H. Schulze and C. Lueders, Theory and Applications of OFDM and CDMAWideband Wireless Communications, Meschede, Germany: John Wiley & SonsLtd., 2005.
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[6] Y. S. Cho, J. Kim, W. Y. Yang, C. G. Kang, MIMO-OFDM WirelessCommunications With MATLAB, Clementi Loop, Singapore: John Wiley &Sons (Asia) Pte Ltd, 2010.[7] R. Prasad, OFDM for Wireless Communications Systems, Boston ,London:Artech House, Inc., 2004.[8] IEEE 802.16e,IEEE Standard for Air Interface for Broadband Wireless AccessSystems_Amendment 2: Higher Reliability Networks, Piscataway, 6 March2013.[9] D. Tse , P. Viswanath, Fundamentals of Wireless Communication, Cambridgeuniversity press, 2005.[10] M. Alshami, T. Arslan, J. Thompson and A. Erdogan, "Evaluation of Path LossModels at WiMAX Cell- edge," Edinburgh,Scotland, UK, 2011.[11] O. M. Eshanta, M. Ismail, and K. Jumari, "OBBP: An Efficient Burst PackingAlgorithm for IEEE802.16e Systems," International Scholarly ResearchNetwork ISRN Communications and Networking, Vol. 2011, Article ID 734297,,no. 10, pp. 1-9, 2011.
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[12] C. So-In, R. Jain, A-K. A. Tamimi, "OCSA: An Algorithm for Burst Mapping inIEEE 802.16e Mobile WiMAX Networks1,2," in Proceedings of the 15th Asia-Pacific Conference on Communications (APCC 2009)-013, Oct., 2009.[13] C. So-In, R. Jain, and A-K. A. Tamimi, "eOCSA: An Algorithm for BurstMapping with Strict QoS Requirements in IEEE 802.16e Mobile WiMAXNetworks," 2009.[14] T-H. Lee, C-H. Liu, J. Yau and Y-W. Kuo, "Maximum Rectangle-BasedDown-Link Burst Allocation Algorithm for WiMAX Systems," in TENCON2011 , Bali, 2011.[15] K. Bahmani, E. A. Ince, D. Arifler, "Priority-Aware Downlink Frame PackingAlgorithm for OFDMA-Based Mobile Wireless Systems," in Signal Processingand Communications Applications Conference (SIU), 2013.[16] D. Alam and R. H. Khan, "Comparative Study of Path Loss Models of WiMAXat 2.5 GHz Frequency Band," International Journal of Future GenerationCommunication and Networking, Vols. 6, No. 2, p. 14, April, 2013.
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[17] J. Vanderpypen and L. Schumacher, "Treemap-based Burst Mapping Algorithmfor Downlink Mobile WiMAX Systems," in Vehicular Technology Conference,2011.[18] R. Mardeni, T. S. Priya, "Optimised COST-231 Hata Models for WiMAX PathLoss Prediction in Suburban and Open Urban Environments," Modern AppliedScience, Vols. 4, No. 9, p. 15, September 2010.[19] D. Pareit, B. Lannoo, I. Moerman and P. Demeester, "The History of WiMAX:A Complete Survey of the Evolution in Certification and Standardization forIEEE 802.16 and WiMAX," IEEE Communications Survey & Tutorials, Vols.14, No.4, p. 29, Fourth quarter 2012.
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THANKS FOR YOUR ATTENTION