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Introduction. Scheduling schemes play a key role in the system performance of broadband wireless systems.Scheduling scheme is defined as the method of user selection and how to allocate available resources to selected user.Multimedia service scheduling schemes take into account the different data
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1. Scheduling Schemes for Multimedia Service in Wireless OFDM Systems Paper by Haiying Julie Zhu and Roshdy H.M. Hafez
Presentation by Deepa Jandhyala
2. Introduction Scheduling schemes play a key role in the system performance of broadband wireless systems.
Scheduling scheme is defined as the method of user selection and how to allocate available resources to selected user.
Multimedia service scheduling schemes take into account the different data rate requirements for services such as video and internet surfing.
3. What is OFDM? OFDM stands for Orthogonal Frequency Division Multiplexing and is a modulation technique for transmitting large amounts of digital data over a radio wave.
The implementation relies on very high speed digital signal processing
Allows for transmission of different data rate requirements in multimedia servicing while combating signal fading.
The primary advantage of OFDM over single-carrier schemes is its ability to cope with severe channel conditions
4. Use of Radio Resources Problems:
Scarcity of radio resources
Diverse quality of service (QOS) requirements
Wireless channel conditions complicate scheduling and radio resource management.
Solution:
Use a Scheduler to allocate resources
Key component across physical (PHY) and medium access control (MAC) layers.
5. Radio Resources Scheduling scheme intelligently allocates radio resources to achieve high system performance in terms of efficiency and fairness.
Efficiency measured by system throughput
Unfair to those far away or with bad channel conditions
Absolute fairness may lead to low bandwidth efficiency
Need effective TRADE-OFF between Efficiency and Fairness
6. Main topics of Paper Conventional Scheduling Schemes Round Robin (RR) and Maximum Signal-to-Noise Ratio (MaxSNR)
Proportional Fair (PF) scheme provides trade-off between efficiency and fairness in TDMA (time division multiple access) and CDMA (code division multiple access) systems
Paper extends PF scheme to include Orthogonal frequency-division multiplexing (OFDM)-based systems called as (OPF)
Proposes 3 variations on OPF for multirate multimedia services:
Adaptive OPF (AOPF)
Multimedia AOPF (MAOPF
Normalized MAOPF (NMAOPF)
Comparison of all scheduling schemes using efficiency and fairness criteria
7. RR and MaxSNR Round Robin (RR)
Runs scheduling in a fixed cycle
Each user is allocated time slots in a ring fashion
Transmission will not be regenerated to same user before all other users have been serviced
Scheduling scheme is “fair”…all users get equal time slots
Maximum Signal-to-Noise Ratio (MaxSNR)
All active users are ranked periodically by SNR values
Highest SNR user gets allocated time slots
Possible for same users to rescheduled before other users
Scheduling scheme is “efficient”…high system throughput
8. Proportional Fair (PF) Selects user with maximal priority metric defined by the formula:
j = selected user, i = user index,
N = total number of users,
Di(t)= current supportable data rate
Ri(t-1) = average experienced rate by this user
User is selected when it has a good channel (high Di(t)) to keep system throughput high
Users with bad channels are also considered since their they have low average rate Ri(t – 1)
9. OFDM Version of PF (OPF) Implemented in 802.16a OFDM-based system
User selection Criterion:
I = selected user index, i = user index,
N = total number of users, j = symbol index (OFDM value)
Di,j = supportable rate of symbol j of user i
Ri,j = avg experience rate until symbol j of user i
10. Adaptive OPF (AOPF) Assumption that all users are active at all times
Criterion:
Same as OPF except for adaptive component ni,j to equalize the value of Di,j/Ri,j, and M is the total number of symbols in each frame (OFDM)
11. Multimedia Adaptive OPF (MAOPF) Based on AOPF with added parameter for required data rate of user Ri_r, j
Criterion:
12. Normalized MAOPF (NMAOPF) Normalization is done to provide better user satisfaction and average user rates
Criterion:
13. Comparison of AOPF, MAOPF, NMAOPF AOPF considers supportable and experienced data rates (fairness for location of user and changes in wireless channel rate)
MAOPF takes into account also the data rate requirement for each user (fairness for users with different data requirement for multimedia services)
NMAOPF adds normalization factor to get better user satisfaction rates
14. Simulations of Scheduling Schemes Joint PHY and MAC layer simulations
Implemented in C++ and MatLab
Users are uniformly distributed around the base station within 1.5km
15 users, 1 base station
15. Efficiency: System Throughput Comparison
16. System Throughput Comparison Results RR has lowest throughput
OPF improves system throughput over RR by 10 Mb/s
AOPF and MAOPF slightly lower than MaxSNR
NMAOPF is slightly higher than MaxSNR over 50 Mb/s traffic load
17. Efficiency: Mean Delay Comparison
18. Mean Delay Comparison Results Mean packet Delay – mean value of packet completion time
Instant of packet arrives until the user receives the packet
OPF and all proposed schemes are better than MaxSNR in throughput range between 38 to 48 Mb/s…but worse above 48 Mb/s, except NMAOPF
NMAOPF and MaxSNR are almost the same
19. Fairness: User Satisfaction Rate Comparison
20. User Satisfaction rate Comparison Results User Satisfaction rate – ratio of satisfied (no blocking on arrival and no dropped packets) users to total users
OPF outperforms RR and MaxSNR, and gives the highest user satisfaction rate when throughput is larger than 35 Mb/s
AOPF and MAOPF have worst fairness rate
NMAOPF is better than RR and MaxSNR but worse than OPF
21. Fairness:Average User Rate Comparison
22. Average user rate comparison Results Average user rate – sum of user rate divided by number of users.
NMAOPF performs a little better than OPF
Other trends are similar to User satisfaction rate comparison graph
Results show that OPF and other schemes support not only users with high rates but also high experienced (average) rates.
Supports throughput for user with bad channel connection so user will not ‘starve’ if they do not get first time around.
23. Conclusion OPF increases system throughput by 10Mb/s over RR, and gives highest user satisfaction rate as well as average user rate.
Compared to RR and MaxSNR, OPF provides better trade-off in terms of mediated throughput and best fairness.
Results for the 3 new proposed schemes:
AOPF and MAOPF improve system throughput and delay statistics at the cost of fairness.
NMAOPF breaks the supposed upper bound of throughput without sacrificing fairness.
NAMOPF is the best overall proposed scheme in terms of efficiency and fairness.
24. References H. Zhu, R. Hafez, “Scheduling Schemes for Multimedia Service in Wireless OFDM Systems”, IEEE Wireless Communications, October 2007, pp. 99-105.
E. Crozier, A. Klein, “WiMAX’s technology for LOS and NLOS environments”, WiMax Forum, www.wimaxforum.org/technology/downloads/WiMAXNLOSgeneral-versionaug04.pdf
http://www.sss-mag.com/ofdm.html
http://en.wikipedia.org/wiki/COFDM