SlideShare una empresa de Scribd logo
1 de 10
Descargar para leer sin conexión
An Opportunistic Scheduling Scheme
with Minimum Data-Rate Guarantees
for OFDMA
George Suveti
Cellular Data Networks
OFDM & OFDMA
OFDM
Orthogonal frequency-division multiplexing (OFDM) is a method of encoding digital data
on multiple carrier frequencies. OFDM has developed into a popular scheme for
wideband digital communication, used in applications such as digital television and audio
broadcasting, DSL Internet access, wireless networks, powerline networks, and 4G
mobile communications.
OFDMA
Orthogonal Frequency-Division Multiple Access (OFDMA) is a multi-user version of the
popular orthogonal frequency-division multiplexing (OFDM) digital modulation scheme.
Multiple access is achieved in OFDMA by assigning subsets of subcarriers to individual
users. This allows simultaneous low data rate transmission from several users.
OFDM & OFDMA
RELATED WORK
Opportunistic scheduling
In order to provide higher system capacity in a multiuser wireless environment by taking advantage of
instantaneous channel variations and giving transmission priority to the users with better channel
conditions. This is referred to as multiuser diversity and is the basis of opportunistic scheduling (OS).
OS schemes adopt a cross-layer approach to medium access control (MAC) packet scheduling by
making use of the channel state information (CSI) of each user, retrieved at the physical layer.
Techniques of opportunistic scheduling:
- schedule the users with better channel quality for transmission
- Round Robin, independently of the channel conditions form of
- proportional fair algorithms, aims at assuring a degree of fairness on a long term scale 

(e.g. choose for transmission, at each time-slot, the user with the highest ratio between its
instantaneous channel capacity and its average data rate.
Goal
To design a scheduling algorithm for a heterogeneous traffic OFDMA-based system that
will guarantee a minimum average (on a system-set time scale) data-rate for each user,
based on classes-of-service, while using opportunistic scheduling in order to maximize
the system spectral efficiency.
The algorithm considers the variations of the channel quality for each user as
compared to the average value over the considered time window, and try to schedule for
transmission, at each time-slot, the users that have greater than average channel
quality.
SCHEDULING ALGORITHM
SCHEDULING ALGORITHM
SIMULATION RESULTS
SIMULATION RESULTS
SIMULATION RESULTS
CONCLUSIONS
The proposed algorithm, by leveraging multiuser diversity, outperforms classic OS
schemes due to its ability to provide minimum data-rate guarantees for different

classes of service, while at the same time provides a high system throughput.
The hardness of the constraints as well as the level of the introduced delays can be
controlled by modifying the size of the time window over which scheduling is performed.
The inverse proportional relationship between the level of the data-rate guarantees and
the system throughput(or spectral efficiency) has been evidenced.
Further work
Extend the heuristic in order to take into account queue information and thus provide
delay guarantees.

Más contenido relacionado

La actualidad más candente

An Approach to Improve the Quality of Service in OFDMA Relay Networks via Re-...
An Approach to Improve the Quality of Service in OFDMA Relay Networks via Re-...An Approach to Improve the Quality of Service in OFDMA Relay Networks via Re-...
An Approach to Improve the Quality of Service in OFDMA Relay Networks via Re-...
iosrjce
 
rupali published paper
rupali published paperrupali published paper
rupali published paper
Roopali Singh
 

La actualidad más candente (15)

Channel feedback scheduling for wireless communications
Channel feedback scheduling for wireless communicationsChannel feedback scheduling for wireless communications
Channel feedback scheduling for wireless communications
 
MMINIMUM RESOURCE CONSUMPTIONS ROUTING FOR OPTICAL NETWORKS
MMINIMUM RESOURCE CONSUMPTIONS ROUTING FOR OPTICAL NETWORKSMMINIMUM RESOURCE CONSUMPTIONS ROUTING FOR OPTICAL NETWORKS
MMINIMUM RESOURCE CONSUMPTIONS ROUTING FOR OPTICAL NETWORKS
 
ENERGY LOCATION AWARE ROUTING PROTOCOL (ELARP) FOR WIRELESS MULTIMEDIA SENSOR...
ENERGY LOCATION AWARE ROUTING PROTOCOL (ELARP) FOR WIRELESS MULTIMEDIA SENSOR...ENERGY LOCATION AWARE ROUTING PROTOCOL (ELARP) FOR WIRELESS MULTIMEDIA SENSOR...
ENERGY LOCATION AWARE ROUTING PROTOCOL (ELARP) FOR WIRELESS MULTIMEDIA SENSOR...
 
A Survey of Various Routing and Channel Assignment Strategies for MR-MC WMNs
A Survey of Various Routing and Channel Assignment Strategies for MR-MC WMNsA Survey of Various Routing and Channel Assignment Strategies for MR-MC WMNs
A Survey of Various Routing and Channel Assignment Strategies for MR-MC WMNs
 
An Approach to Improve the Quality of Service in OFDMA Relay Networks via Re-...
An Approach to Improve the Quality of Service in OFDMA Relay Networks via Re-...An Approach to Improve the Quality of Service in OFDMA Relay Networks via Re-...
An Approach to Improve the Quality of Service in OFDMA Relay Networks via Re-...
 
rupali published paper
rupali published paperrupali published paper
rupali published paper
 
A DDRESSING T HE M ULTICHANNEL S ELECTION , S CHEDULING A ND C OORDINATION...
A DDRESSING  T HE  M ULTICHANNEL S ELECTION , S CHEDULING  A ND C OORDINATION...A DDRESSING  T HE  M ULTICHANNEL S ELECTION , S CHEDULING  A ND C OORDINATION...
A DDRESSING T HE M ULTICHANNEL S ELECTION , S CHEDULING A ND C OORDINATION...
 
journal_doublecol
journal_doublecoljournal_doublecol
journal_doublecol
 
Qo s oriented distributed routing protocols : anna university 2nd review ppt
Qo s   oriented  distributed routing  protocols : anna university 2nd review pptQo s   oriented  distributed routing  protocols : anna university 2nd review ppt
Qo s oriented distributed routing protocols : anna university 2nd review ppt
 
A CRITICAL REVIEW OF THE ROUTING PROTOCOLS FOR COGNITIVE RADIO NETWORKS AND A...
A CRITICAL REVIEW OF THE ROUTING PROTOCOLS FOR COGNITIVE RADIO NETWORKS AND A...A CRITICAL REVIEW OF THE ROUTING PROTOCOLS FOR COGNITIVE RADIO NETWORKS AND A...
A CRITICAL REVIEW OF THE ROUTING PROTOCOLS FOR COGNITIVE RADIO NETWORKS AND A...
 
Design and analysis of routing protocol for cognitive radio ad hoc networks i...
Design and analysis of routing protocol for cognitive radio ad hoc networks i...Design and analysis of routing protocol for cognitive radio ad hoc networks i...
Design and analysis of routing protocol for cognitive radio ad hoc networks i...
 
MIMO-OFDM PAPR Reduction by Residue Number System
MIMO-OFDM PAPR Reduction by Residue Number SystemMIMO-OFDM PAPR Reduction by Residue Number System
MIMO-OFDM PAPR Reduction by Residue Number System
 
Enhancement of qos in lte downlink systems using
Enhancement of qos in lte downlink systems usingEnhancement of qos in lte downlink systems using
Enhancement of qos in lte downlink systems using
 
Hierarchical Genetic Algorithm For Dynamic Channel Units Allocation in TD-CDM...
Hierarchical Genetic Algorithm For Dynamic Channel Units Allocation in TD-CDM...Hierarchical Genetic Algorithm For Dynamic Channel Units Allocation in TD-CDM...
Hierarchical Genetic Algorithm For Dynamic Channel Units Allocation in TD-CDM...
 
DYNAMIC CONGESTION CONTROL IN WDM OPTICAL NETWORK
DYNAMIC CONGESTION CONTROL IN WDM OPTICAL NETWORKDYNAMIC CONGESTION CONTROL IN WDM OPTICAL NETWORK
DYNAMIC CONGESTION CONTROL IN WDM OPTICAL NETWORK
 

Destacado

A Novel Channel Allocation And Scheduling Algorithm In
A Novel Channel Allocation And Scheduling Algorithm InA Novel Channel Allocation And Scheduling Algorithm In
A Novel Channel Allocation And Scheduling Algorithm In
guest3f5c39
 
OFDMA resource allocation in 4G wireless networks
OFDMA resource allocation in 4G wireless networksOFDMA resource allocation in 4G wireless networks
OFDMA resource allocation in 4G wireless networks
guest9bc528
 
Implementation of Wireless Channel Model in MATLAB: Simplified
Implementation of Wireless Channel Model in MATLAB: SimplifiedImplementation of Wireless Channel Model in MATLAB: Simplified
Implementation of Wireless Channel Model in MATLAB: Simplified
Rosdiadee Nordin
 
matlab code for channel estimation for ofdm
matlab code for channel estimation for ofdmmatlab code for channel estimation for ofdm
matlab code for channel estimation for ofdm
Gyana Ranjan Mati
 

Destacado (12)

content caching and scheduling in wireless networks with elastic and inelasti...
content caching and scheduling in wireless networks with elastic and inelasti...content caching and scheduling in wireless networks with elastic and inelasti...
content caching and scheduling in wireless networks with elastic and inelasti...
 
El príncep Oriol
El príncep OriolEl príncep Oriol
El príncep Oriol
 
A Novel Channel Allocation And Scheduling Algorithm In
A Novel Channel Allocation And Scheduling Algorithm InA Novel Channel Allocation And Scheduling Algorithm In
A Novel Channel Allocation And Scheduling Algorithm In
 
Recourse Management Using a Fair Share Scheduler
Recourse Management Using a Fair Share SchedulerRecourse Management Using a Fair Share Scheduler
Recourse Management Using a Fair Share Scheduler
 
OFDMA resource allocation in 4G wireless networks
OFDMA resource allocation in 4G wireless networksOFDMA resource allocation in 4G wireless networks
OFDMA resource allocation in 4G wireless networks
 
Scheduling wireless virtual networks functions
Scheduling wireless virtual networks functionsScheduling wireless virtual networks functions
Scheduling wireless virtual networks functions
 
4g lte matlab
4g lte matlab4g lte matlab
4g lte matlab
 
Implementation of Wireless Channel Model in MATLAB: Simplified
Implementation of Wireless Channel Model in MATLAB: SimplifiedImplementation of Wireless Channel Model in MATLAB: Simplified
Implementation of Wireless Channel Model in MATLAB: Simplified
 
Matlab source codes section | Download MATLAB source code freerce-codes
Matlab source codes section | Download MATLAB source code freerce-codesMatlab source codes section | Download MATLAB source code freerce-codes
Matlab source codes section | Download MATLAB source code freerce-codes
 
Ofdm
OfdmOfdm
Ofdm
 
Simulating communication systems with MATLAB: An introduction
Simulating communication systems with MATLAB: An introductionSimulating communication systems with MATLAB: An introduction
Simulating communication systems with MATLAB: An introduction
 
matlab code for channel estimation for ofdm
matlab code for channel estimation for ofdmmatlab code for channel estimation for ofdm
matlab code for channel estimation for ofdm
 

Similar a CDN - An opportunistic Scheduling Scheduling Scheme with a Minimum Date-Rate Guarantees for OFDMA

Demand assigned and packet reservation multiple access
Demand assigned and packet reservation multiple accessDemand assigned and packet reservation multiple access
Demand assigned and packet reservation multiple access
GowriLatha1
 
Performance Analysis of Wireless Networks With MDQOS
Performance Analysis of Wireless Networks With MDQOSPerformance Analysis of Wireless Networks With MDQOS
Performance Analysis of Wireless Networks With MDQOS
IJERA Editor
 
OfdmaClosed-Form Rate Outage Probability for OFDMA Multi-Hop Broadband Wirele...
OfdmaClosed-Form Rate Outage Probability for OFDMA Multi-Hop Broadband Wirele...OfdmaClosed-Form Rate Outage Probability for OFDMA Multi-Hop Broadband Wirele...
OfdmaClosed-Form Rate Outage Probability for OFDMA Multi-Hop Broadband Wirele...
IJASCSE
 

Similar a CDN - An opportunistic Scheduling Scheduling Scheme with a Minimum Date-Rate Guarantees for OFDMA (20)

Optimal Channel and Relay Assignment in Ofdmbased Multi-Relay Multi-Pair Two-...
Optimal Channel and Relay Assignment in Ofdmbased Multi-Relay Multi-Pair Two-...Optimal Channel and Relay Assignment in Ofdmbased Multi-Relay Multi-Pair Two-...
Optimal Channel and Relay Assignment in Ofdmbased Multi-Relay Multi-Pair Two-...
 
50120130405012
5012013040501250120130405012
50120130405012
 
B.I.T , MESRA [M.Tech] Assignment : MULTIPLE ACCESS TECHNIQUES FOR WIRELESS ...
B.I.T , MESRA [M.Tech] Assignment  : MULTIPLE ACCESS TECHNIQUES FOR WIRELESS ...B.I.T , MESRA [M.Tech] Assignment  : MULTIPLE ACCESS TECHNIQUES FOR WIRELESS ...
B.I.T , MESRA [M.Tech] Assignment : MULTIPLE ACCESS TECHNIQUES FOR WIRELESS ...
 
Performance Analysis of Optical Code Division Multiple Access (OCDMA) System
Performance Analysis of Optical Code Division Multiple Access (OCDMA) SystemPerformance Analysis of Optical Code Division Multiple Access (OCDMA) System
Performance Analysis of Optical Code Division Multiple Access (OCDMA) System
 
Cooperation versus multiplexing multicast scheduling algorithms for ofdma rel...
Cooperation versus multiplexing multicast scheduling algorithms for ofdma rel...Cooperation versus multiplexing multicast scheduling algorithms for ofdma rel...
Cooperation versus multiplexing multicast scheduling algorithms for ofdma rel...
 
OFDMA
OFDMAOFDMA
OFDMA
 
NOMA.pptx
NOMA.pptxNOMA.pptx
NOMA.pptx
 
Demand assigned and packet reservation multiple access
Demand assigned and packet reservation multiple accessDemand assigned and packet reservation multiple access
Demand assigned and packet reservation multiple access
 
Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)
 
K017636570
K017636570K017636570
K017636570
 
IRJET- Review on Multiple Access Techniques used in Mobile Telecommunication ...
IRJET- Review on Multiple Access Techniques used in Mobile Telecommunication ...IRJET- Review on Multiple Access Techniques used in Mobile Telecommunication ...
IRJET- Review on Multiple Access Techniques used in Mobile Telecommunication ...
 
Hp3414121418
Hp3414121418Hp3414121418
Hp3414121418
 
Performance Analysis of Wireless Networks With MDQOS
Performance Analysis of Wireless Networks With MDQOSPerformance Analysis of Wireless Networks With MDQOS
Performance Analysis of Wireless Networks With MDQOS
 
Lecture 07
Lecture 07Lecture 07
Lecture 07
 
Successful interference cancellation with Blind Equalization method for MC-CD...
Successful interference cancellation with Blind Equalization method for MC-CD...Successful interference cancellation with Blind Equalization method for MC-CD...
Successful interference cancellation with Blind Equalization method for MC-CD...
 
three
threethree
three
 
E0532630
E0532630E0532630
E0532630
 
Lte By Aziz
Lte By AzizLte By Aziz
Lte By Aziz
 
OfdmaClosed-Form Rate Outage Probability for OFDMA Multi-Hop Broadband Wirele...
OfdmaClosed-Form Rate Outage Probability for OFDMA Multi-Hop Broadband Wirele...OfdmaClosed-Form Rate Outage Probability for OFDMA Multi-Hop Broadband Wirele...
OfdmaClosed-Form Rate Outage Probability for OFDMA Multi-Hop Broadband Wirele...
 
WCN U5.pptx
WCN U5.pptxWCN U5.pptx
WCN U5.pptx
 

Último

Standard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power PlayStandard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power Play
Epec Engineered Technologies
 
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments""Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"
mphochane1998
 
scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...
scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...
scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...
HenryBriggs2
 
Integrated Test Rig For HTFE-25 - Neometrix
Integrated Test Rig For HTFE-25 - NeometrixIntegrated Test Rig For HTFE-25 - Neometrix
Integrated Test Rig For HTFE-25 - Neometrix
Neometrix_Engineering_Pvt_Ltd
 

Último (20)

Design For Accessibility: Getting it right from the start
Design For Accessibility: Getting it right from the startDesign For Accessibility: Getting it right from the start
Design For Accessibility: Getting it right from the start
 
Air Compressor reciprocating single stage
Air Compressor reciprocating single stageAir Compressor reciprocating single stage
Air Compressor reciprocating single stage
 
2016EF22_0 solar project report rooftop projects
2016EF22_0 solar project report rooftop projects2016EF22_0 solar project report rooftop projects
2016EF22_0 solar project report rooftop projects
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - V
 
Standard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power PlayStandard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power Play
 
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptxA CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
 
Engineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planesEngineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planes
 
Employee leave management system project.
Employee leave management system project.Employee leave management system project.
Employee leave management system project.
 
AIRCANVAS[1].pdf mini project for btech students
AIRCANVAS[1].pdf mini project for btech studentsAIRCANVAS[1].pdf mini project for btech students
AIRCANVAS[1].pdf mini project for btech students
 
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments""Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"
 
Navigating Complexity: The Role of Trusted Partners and VIAS3D in Dassault Sy...
Navigating Complexity: The Role of Trusted Partners and VIAS3D in Dassault Sy...Navigating Complexity: The Role of Trusted Partners and VIAS3D in Dassault Sy...
Navigating Complexity: The Role of Trusted Partners and VIAS3D in Dassault Sy...
 
scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...
scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...
scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...
 
HOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptx
HOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptxHOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptx
HOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptx
 
COST-EFFETIVE and Energy Efficient BUILDINGS ptx
COST-EFFETIVE  and Energy Efficient BUILDINGS ptxCOST-EFFETIVE  and Energy Efficient BUILDINGS ptx
COST-EFFETIVE and Energy Efficient BUILDINGS ptx
 
Integrated Test Rig For HTFE-25 - Neometrix
Integrated Test Rig For HTFE-25 - NeometrixIntegrated Test Rig For HTFE-25 - Neometrix
Integrated Test Rig For HTFE-25 - Neometrix
 
Rums floating Omkareshwar FSPV IM_16112021.pdf
Rums floating Omkareshwar FSPV IM_16112021.pdfRums floating Omkareshwar FSPV IM_16112021.pdf
Rums floating Omkareshwar FSPV IM_16112021.pdf
 
Introduction to Serverless with AWS Lambda
Introduction to Serverless with AWS LambdaIntroduction to Serverless with AWS Lambda
Introduction to Serverless with AWS Lambda
 
Unleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leapUnleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leap
 
DC MACHINE-Motoring and generation, Armature circuit equation
DC MACHINE-Motoring and generation, Armature circuit equationDC MACHINE-Motoring and generation, Armature circuit equation
DC MACHINE-Motoring and generation, Armature circuit equation
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdf
 

CDN - An opportunistic Scheduling Scheduling Scheme with a Minimum Date-Rate Guarantees for OFDMA

  • 1. An Opportunistic Scheduling Scheme with Minimum Data-Rate Guarantees for OFDMA George Suveti Cellular Data Networks
  • 2. OFDM & OFDMA OFDM Orthogonal frequency-division multiplexing (OFDM) is a method of encoding digital data on multiple carrier frequencies. OFDM has developed into a popular scheme for wideband digital communication, used in applications such as digital television and audio broadcasting, DSL Internet access, wireless networks, powerline networks, and 4G mobile communications. OFDMA Orthogonal Frequency-Division Multiple Access (OFDMA) is a multi-user version of the popular orthogonal frequency-division multiplexing (OFDM) digital modulation scheme. Multiple access is achieved in OFDMA by assigning subsets of subcarriers to individual users. This allows simultaneous low data rate transmission from several users.
  • 4. RELATED WORK Opportunistic scheduling In order to provide higher system capacity in a multiuser wireless environment by taking advantage of instantaneous channel variations and giving transmission priority to the users with better channel conditions. This is referred to as multiuser diversity and is the basis of opportunistic scheduling (OS). OS schemes adopt a cross-layer approach to medium access control (MAC) packet scheduling by making use of the channel state information (CSI) of each user, retrieved at the physical layer. Techniques of opportunistic scheduling: - schedule the users with better channel quality for transmission - Round Robin, independently of the channel conditions form of - proportional fair algorithms, aims at assuring a degree of fairness on a long term scale 
 (e.g. choose for transmission, at each time-slot, the user with the highest ratio between its instantaneous channel capacity and its average data rate.
  • 5. Goal To design a scheduling algorithm for a heterogeneous traffic OFDMA-based system that will guarantee a minimum average (on a system-set time scale) data-rate for each user, based on classes-of-service, while using opportunistic scheduling in order to maximize the system spectral efficiency. The algorithm considers the variations of the channel quality for each user as compared to the average value over the considered time window, and try to schedule for transmission, at each time-slot, the users that have greater than average channel quality. SCHEDULING ALGORITHM
  • 10. CONCLUSIONS The proposed algorithm, by leveraging multiuser diversity, outperforms classic OS schemes due to its ability to provide minimum data-rate guarantees for different
 classes of service, while at the same time provides a high system throughput. The hardness of the constraints as well as the level of the introduced delays can be controlled by modifying the size of the time window over which scheduling is performed. The inverse proportional relationship between the level of the data-rate guarantees and the system throughput(or spectral efficiency) has been evidenced. Further work Extend the heuristic in order to take into account queue information and thus provide delay guarantees.