SlideShare a Scribd company logo
INNOVATIVE SCHEMES FOR RESOURCE ALLOCATION IN
THE CLOUD FOR MEDIA STREAMING APPLICATIONS
ABSTRACT
Media streaming applications have recently attracted a large number of users in the
Internet. With the advent of these bandwidth-intensive applications, it is economically inefficient
to provide streaming distribution with guaranteed QoS relying only on central resources at a
media content provider. Cloud computing offers an elastic infrastructure that media content
providers (e.g., Video on Demand (VoD) providers) can use to obtain streaming resources that
match the demand. Media content providers are charged for the amount of resources allocated
(reserved) in the cloud. Most of the existing cloud providers employ a pricing model for the
reserved resources that is based on non-linear time-discount tariffs (e.g., Amazon CloudFront
and Amazon EC2). Such a pricing scheme offers discount rates depending non-linearly on the
period of time during which the resources are reserved in the cloud. In this case, an open
problem is to decide on both the right amount of resources reserved in the cloud, and their
reservation time such that the financial cost on the media content provider is minimized. We
propose a simple—easy to implement—algorithm for resource reservation that maximally
exploits discounted rates offered in the tariffs, while ensuring that sufficient resources are
reserved in the cloud. Based on the prediction of demand for streaming capacity, our algorithm is
carefully designed to reduce the risk of making wrong resource allocation decisions. The results
of our numerical evaluations and simulations show that the proposed algorithm significantly
reduces the monetary cost of resource allocations in the cloud as compared to other conventional
schemes.

More Related Content

What's hot

Demonstrating 100 Gbps in and out of the public Clouds
Demonstrating 100 Gbps in and out of the public CloudsDemonstrating 100 Gbps in and out of the public Clouds
Demonstrating 100 Gbps in and out of the public Clouds
Igor Sfiligoi
 
Resource provisioning optimization in cloud computing
Resource provisioning optimization in cloud computingResource provisioning optimization in cloud computing
Resource provisioning optimization in cloud computing
Masoumeh_tajvidi
 
Cost Optimization as Major Architectural Consideration for Cloud Application
Cost Optimization as Major Architectural Consideration for Cloud ApplicationCost Optimization as Major Architectural Consideration for Cloud Application
Cost Optimization as Major Architectural Consideration for Cloud Application
Udayan Banerjee
 
Worldwide LHC Computing Grid - Ian Bird -HNSciCloud Prototype Phase kickoff M...
Worldwide LHC Computing Grid - Ian Bird -HNSciCloud Prototype Phase kickoff M...Worldwide LHC Computing Grid - Ian Bird -HNSciCloud Prototype Phase kickoff M...
Worldwide LHC Computing Grid - Ian Bird -HNSciCloud Prototype Phase kickoff M...
Helix Nebula The Science Cloud
 
Fred wuensch total virtualization and cloud computing
Fred wuensch   total virtualization and cloud computingFred wuensch   total virtualization and cloud computing
Fred wuensch total virtualization and cloud computing
m_sushil29
 
Fred wuensch total virtualization and cloud computingf
Fred wuensch   total virtualization and cloud computingfFred wuensch   total virtualization and cloud computingf
Fred wuensch total virtualization and cloud computingf
Subhash Kumar
 
Helix Nebula Cloud Procurement Activities
Helix Nebula Cloud Procurement ActivitiesHelix Nebula Cloud Procurement Activities
Helix Nebula Cloud Procurement Activities
Helix Nebula The Science Cloud
 

What's hot (7)

Demonstrating 100 Gbps in and out of the public Clouds
Demonstrating 100 Gbps in and out of the public CloudsDemonstrating 100 Gbps in and out of the public Clouds
Demonstrating 100 Gbps in and out of the public Clouds
 
Resource provisioning optimization in cloud computing
Resource provisioning optimization in cloud computingResource provisioning optimization in cloud computing
Resource provisioning optimization in cloud computing
 
Cost Optimization as Major Architectural Consideration for Cloud Application
Cost Optimization as Major Architectural Consideration for Cloud ApplicationCost Optimization as Major Architectural Consideration for Cloud Application
Cost Optimization as Major Architectural Consideration for Cloud Application
 
Worldwide LHC Computing Grid - Ian Bird -HNSciCloud Prototype Phase kickoff M...
Worldwide LHC Computing Grid - Ian Bird -HNSciCloud Prototype Phase kickoff M...Worldwide LHC Computing Grid - Ian Bird -HNSciCloud Prototype Phase kickoff M...
Worldwide LHC Computing Grid - Ian Bird -HNSciCloud Prototype Phase kickoff M...
 
Fred wuensch total virtualization and cloud computing
Fred wuensch   total virtualization and cloud computingFred wuensch   total virtualization and cloud computing
Fred wuensch total virtualization and cloud computing
 
Fred wuensch total virtualization and cloud computingf
Fred wuensch   total virtualization and cloud computingfFred wuensch   total virtualization and cloud computingf
Fred wuensch total virtualization and cloud computingf
 
Helix Nebula Cloud Procurement Activities
Helix Nebula Cloud Procurement ActivitiesHelix Nebula Cloud Procurement Activities
Helix Nebula Cloud Procurement Activities
 

Similar to INNOVATIVE SCHEMES FOR RESOURCE ALLOCATION IN THE CLOUD FOR MEDIA STREAMING APPLICATIONS

International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)
inventionjournals
 
[IJET-V2I2P11] Authors:Pradeep Landge, Ashish Naware , Pooja Mete, Saif Maniy...
[IJET-V2I2P11] Authors:Pradeep Landge, Ashish Naware , Pooja Mete, Saif Maniy...[IJET-V2I2P11] Authors:Pradeep Landge, Ashish Naware , Pooja Mete, Saif Maniy...
[IJET-V2I2P11] Authors:Pradeep Landge, Ashish Naware , Pooja Mete, Saif Maniy...
IJET - International Journal of Engineering and Techniques
 
Psdot 1 optimization of resource provisioning cost in cloud computing
Psdot 1 optimization of resource provisioning cost in cloud computingPsdot 1 optimization of resource provisioning cost in cloud computing
Psdot 1 optimization of resource provisioning cost in cloud computing
ZTech Proje
 
Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...
Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...
Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...
nexgentechnology
 
COST-MINIMIZING DYNAMIC MIGRATION OF CONTENT DISTRIBUTION SERVICES INTO HYBR...
 COST-MINIMIZING DYNAMIC MIGRATION OF CONTENT DISTRIBUTION SERVICES INTO HYBR... COST-MINIMIZING DYNAMIC MIGRATION OF CONTENT DISTRIBUTION SERVICES INTO HYBR...
COST-MINIMIZING DYNAMIC MIGRATION OF CONTENT DISTRIBUTION SERVICES INTO HYBR...
Nexgen Technology
 
Cost minimizing dynamic migration of content
Cost minimizing dynamic migration of contentCost minimizing dynamic migration of content
Cost minimizing dynamic migration of content
nexgentech15
 
E42053035
E42053035E42053035
E42053035
IJERA Editor
 
Content Delivery Network - Exploring the Power
Content Delivery Network - Exploring the PowerContent Delivery Network - Exploring the Power
Content Delivery Network - Exploring the Power
incmagazineseo
 
A SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTING
A SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTINGA SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTING
A SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTING
ijccsa
 
A SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTING
A SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTINGA SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTING
A SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTING
ijccsa
 
A Survey on Resource Allocation in Cloud Computing
A Survey on Resource Allocation in Cloud ComputingA Survey on Resource Allocation in Cloud Computing
A Survey on Resource Allocation in Cloud Computing
neirew J
 
Cost minimizing dynamic migration of content
Cost minimizing dynamic migration of contentCost minimizing dynamic migration of content
Cost minimizing dynamic migration of content
Shakas Technologies
 
An Efficient Distributed Control Law for Load Balancing in Content Delivery N...
An Efficient Distributed Control Law for Load Balancing in Content Delivery N...An Efficient Distributed Control Law for Load Balancing in Content Delivery N...
An Efficient Distributed Control Law for Load Balancing in Content Delivery N...
IJMER
 
Survey on Dynamic Resource Allocation Strategy in Cloud Computing Environment
Survey on Dynamic Resource Allocation Strategy in Cloud Computing EnvironmentSurvey on Dynamic Resource Allocation Strategy in Cloud Computing Environment
Survey on Dynamic Resource Allocation Strategy in Cloud Computing Environment
Editor IJCATR
 
Cloud Computing IEEE 2014 Projects
Cloud Computing IEEE 2014 ProjectsCloud Computing IEEE 2014 Projects
Cloud Computing IEEE 2014 Projects
Vijay Karan
 
Cloud computing-ieee-2014-projects
Cloud computing-ieee-2014-projectsCloud computing-ieee-2014-projects
Cloud computing-ieee-2014-projects
Vijay Karan
 
Cloud CDN Hosting
Cloud CDN HostingCloud CDN Hosting
Cloud CDN Hosting
ComputeHost
 
35 content distribution with dynamic migration of services for minimum cost u...
35 content distribution with dynamic migration of services for minimum cost u...35 content distribution with dynamic migration of services for minimum cost u...
35 content distribution with dynamic migration of services for minimum cost u...
INFOGAIN PUBLICATION
 
Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...
Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...
Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...
1crore projects
 
Linked List Implementation of Discount Pricing in Cloud
Linked List Implementation of Discount Pricing in CloudLinked List Implementation of Discount Pricing in Cloud
Linked List Implementation of Discount Pricing in Cloud
paperpublications3
 

Similar to INNOVATIVE SCHEMES FOR RESOURCE ALLOCATION IN THE CLOUD FOR MEDIA STREAMING APPLICATIONS (20)

International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)
 
[IJET-V2I2P11] Authors:Pradeep Landge, Ashish Naware , Pooja Mete, Saif Maniy...
[IJET-V2I2P11] Authors:Pradeep Landge, Ashish Naware , Pooja Mete, Saif Maniy...[IJET-V2I2P11] Authors:Pradeep Landge, Ashish Naware , Pooja Mete, Saif Maniy...
[IJET-V2I2P11] Authors:Pradeep Landge, Ashish Naware , Pooja Mete, Saif Maniy...
 
Psdot 1 optimization of resource provisioning cost in cloud computing
Psdot 1 optimization of resource provisioning cost in cloud computingPsdot 1 optimization of resource provisioning cost in cloud computing
Psdot 1 optimization of resource provisioning cost in cloud computing
 
Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...
Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...
Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...
 
COST-MINIMIZING DYNAMIC MIGRATION OF CONTENT DISTRIBUTION SERVICES INTO HYBR...
 COST-MINIMIZING DYNAMIC MIGRATION OF CONTENT DISTRIBUTION SERVICES INTO HYBR... COST-MINIMIZING DYNAMIC MIGRATION OF CONTENT DISTRIBUTION SERVICES INTO HYBR...
COST-MINIMIZING DYNAMIC MIGRATION OF CONTENT DISTRIBUTION SERVICES INTO HYBR...
 
Cost minimizing dynamic migration of content
Cost minimizing dynamic migration of contentCost minimizing dynamic migration of content
Cost minimizing dynamic migration of content
 
E42053035
E42053035E42053035
E42053035
 
Content Delivery Network - Exploring the Power
Content Delivery Network - Exploring the PowerContent Delivery Network - Exploring the Power
Content Delivery Network - Exploring the Power
 
A SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTING
A SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTINGA SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTING
A SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTING
 
A SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTING
A SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTINGA SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTING
A SURVEY ON RESOURCE ALLOCATION IN CLOUD COMPUTING
 
A Survey on Resource Allocation in Cloud Computing
A Survey on Resource Allocation in Cloud ComputingA Survey on Resource Allocation in Cloud Computing
A Survey on Resource Allocation in Cloud Computing
 
Cost minimizing dynamic migration of content
Cost minimizing dynamic migration of contentCost minimizing dynamic migration of content
Cost minimizing dynamic migration of content
 
An Efficient Distributed Control Law for Load Balancing in Content Delivery N...
An Efficient Distributed Control Law for Load Balancing in Content Delivery N...An Efficient Distributed Control Law for Load Balancing in Content Delivery N...
An Efficient Distributed Control Law for Load Balancing in Content Delivery N...
 
Survey on Dynamic Resource Allocation Strategy in Cloud Computing Environment
Survey on Dynamic Resource Allocation Strategy in Cloud Computing EnvironmentSurvey on Dynamic Resource Allocation Strategy in Cloud Computing Environment
Survey on Dynamic Resource Allocation Strategy in Cloud Computing Environment
 
Cloud Computing IEEE 2014 Projects
Cloud Computing IEEE 2014 ProjectsCloud Computing IEEE 2014 Projects
Cloud Computing IEEE 2014 Projects
 
Cloud computing-ieee-2014-projects
Cloud computing-ieee-2014-projectsCloud computing-ieee-2014-projects
Cloud computing-ieee-2014-projects
 
Cloud CDN Hosting
Cloud CDN HostingCloud CDN Hosting
Cloud CDN Hosting
 
35 content distribution with dynamic migration of services for minimum cost u...
35 content distribution with dynamic migration of services for minimum cost u...35 content distribution with dynamic migration of services for minimum cost u...
35 content distribution with dynamic migration of services for minimum cost u...
 
Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...
Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...
Cost-Minimizing Dynamic Migration of Content Distribution Services into Hybri...
 
Linked List Implementation of Discount Pricing in Cloud
Linked List Implementation of Discount Pricing in CloudLinked List Implementation of Discount Pricing in Cloud
Linked List Implementation of Discount Pricing in Cloud
 

More from I3E Technologies

Add
AddAdd
Design of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulatorDesign of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulator
I3E Technologies
 
An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...
I3E Technologies
 
Aging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logicAging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logic
I3E Technologies
 
A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...
I3E Technologies
 
A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...
I3E Technologies
 
A combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fftA combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fft
I3E Technologies
 
Reverse converter design via parallel prefix adders novel components, method...
Reverse converter design via parallel prefix adders  novel components, method...Reverse converter design via parallel prefix adders  novel components, method...
Reverse converter design via parallel prefix adders novel components, method...
I3E Technologies
 
Pre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encodingPre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encoding
I3E Technologies
 
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
I3E Technologies
 
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
I3E Technologies
 
Ultrasparse ac link converters
Ultrasparse ac link convertersUltrasparse ac link converters
Ultrasparse ac link converters
I3E Technologies
 
Single inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converterSingle inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converter
I3E Technologies
 
Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...
I3E Technologies
 
Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...
I3E Technologies
 
Reliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost convertersReliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost converters
I3E Technologies
 
Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...
I3E Technologies
 
Pfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor drivePfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor drive
I3E Technologies
 
Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...
I3E Technologies
 
Online variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverterOnline variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverter
I3E Technologies
 

More from I3E Technologies (20)

Add
AddAdd
Add
 
Design of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulatorDesign of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulator
 
An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...
 
Aging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logicAging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logic
 
A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...
 
A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...
 
A combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fftA combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fft
 
Reverse converter design via parallel prefix adders novel components, method...
Reverse converter design via parallel prefix adders  novel components, method...Reverse converter design via parallel prefix adders  novel components, method...
Reverse converter design via parallel prefix adders novel components, method...
 
Pre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encodingPre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encoding
 
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
 
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
 
Ultrasparse ac link converters
Ultrasparse ac link convertersUltrasparse ac link converters
Ultrasparse ac link converters
 
Single inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converterSingle inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converter
 
Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...
 
Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...
 
Reliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost convertersReliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost converters
 
Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...
 
Pfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor drivePfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor drive
 
Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...
 
Online variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverterOnline variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverter
 

Recently uploaded

Design and optimization of ion propulsion drone
Design and optimization of ion propulsion droneDesign and optimization of ion propulsion drone
Design and optimization of ion propulsion drone
bjmsejournal
 
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
VICTOR MAESTRE RAMIREZ
 
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
IJECEIAES
 
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.pptUnit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
KrishnaveniKrishnara1
 
Embedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoringEmbedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoring
IJECEIAES
 
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by AnantLLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
Anant Corporation
 
Properties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptxProperties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptx
MDSABBIROJJAMANPAYEL
 
Curve Fitting in Numerical Methods Regression
Curve Fitting in Numerical Methods RegressionCurve Fitting in Numerical Methods Regression
Curve Fitting in Numerical Methods Regression
Nada Hikmah
 
Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...
bijceesjournal
 
integral complex analysis chapter 06 .pdf
integral complex analysis chapter 06 .pdfintegral complex analysis chapter 06 .pdf
integral complex analysis chapter 06 .pdf
gaafergoudaay7aga
 
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
Yasser Mahgoub
 
Engineering Drawings Lecture Detail Drawings 2014.pdf
Engineering Drawings Lecture Detail Drawings 2014.pdfEngineering Drawings Lecture Detail Drawings 2014.pdf
Engineering Drawings Lecture Detail Drawings 2014.pdf
abbyasa1014
 
Mechanical Engineering on AAI Summer Training Report-003.pdf
Mechanical Engineering on AAI Summer Training Report-003.pdfMechanical Engineering on AAI Summer Training Report-003.pdf
Mechanical Engineering on AAI Summer Training Report-003.pdf
21UME003TUSHARDEB
 
Certificates - Mahmoud Mohamed Moursi Ahmed
Certificates - Mahmoud Mohamed Moursi AhmedCertificates - Mahmoud Mohamed Moursi Ahmed
Certificates - Mahmoud Mohamed Moursi Ahmed
Mahmoud Morsy
 
spirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptxspirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptx
Madan Karki
 
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
insn4465
 
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
IJECEIAES
 
ITSM Integration with MuleSoft.pptx
ITSM  Integration with MuleSoft.pptxITSM  Integration with MuleSoft.pptx
ITSM Integration with MuleSoft.pptx
VANDANAMOHANGOUDA
 
22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt
KrishnaveniKrishnara1
 
Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...
IJECEIAES
 

Recently uploaded (20)

Design and optimization of ion propulsion drone
Design and optimization of ion propulsion droneDesign and optimization of ion propulsion drone
Design and optimization of ion propulsion drone
 
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
 
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
 
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.pptUnit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
 
Embedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoringEmbedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoring
 
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by AnantLLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
 
Properties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptxProperties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptx
 
Curve Fitting in Numerical Methods Regression
Curve Fitting in Numerical Methods RegressionCurve Fitting in Numerical Methods Regression
Curve Fitting in Numerical Methods Regression
 
Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...
 
integral complex analysis chapter 06 .pdf
integral complex analysis chapter 06 .pdfintegral complex analysis chapter 06 .pdf
integral complex analysis chapter 06 .pdf
 
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
 
Engineering Drawings Lecture Detail Drawings 2014.pdf
Engineering Drawings Lecture Detail Drawings 2014.pdfEngineering Drawings Lecture Detail Drawings 2014.pdf
Engineering Drawings Lecture Detail Drawings 2014.pdf
 
Mechanical Engineering on AAI Summer Training Report-003.pdf
Mechanical Engineering on AAI Summer Training Report-003.pdfMechanical Engineering on AAI Summer Training Report-003.pdf
Mechanical Engineering on AAI Summer Training Report-003.pdf
 
Certificates - Mahmoud Mohamed Moursi Ahmed
Certificates - Mahmoud Mohamed Moursi AhmedCertificates - Mahmoud Mohamed Moursi Ahmed
Certificates - Mahmoud Mohamed Moursi Ahmed
 
spirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptxspirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptx
 
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
 
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
 
ITSM Integration with MuleSoft.pptx
ITSM  Integration with MuleSoft.pptxITSM  Integration with MuleSoft.pptx
ITSM Integration with MuleSoft.pptx
 
22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt
 
Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...
 

INNOVATIVE SCHEMES FOR RESOURCE ALLOCATION IN THE CLOUD FOR MEDIA STREAMING APPLICATIONS

  • 1. INNOVATIVE SCHEMES FOR RESOURCE ALLOCATION IN THE CLOUD FOR MEDIA STREAMING APPLICATIONS ABSTRACT Media streaming applications have recently attracted a large number of users in the Internet. With the advent of these bandwidth-intensive applications, it is economically inefficient to provide streaming distribution with guaranteed QoS relying only on central resources at a media content provider. Cloud computing offers an elastic infrastructure that media content providers (e.g., Video on Demand (VoD) providers) can use to obtain streaming resources that match the demand. Media content providers are charged for the amount of resources allocated (reserved) in the cloud. Most of the existing cloud providers employ a pricing model for the reserved resources that is based on non-linear time-discount tariffs (e.g., Amazon CloudFront and Amazon EC2). Such a pricing scheme offers discount rates depending non-linearly on the period of time during which the resources are reserved in the cloud. In this case, an open problem is to decide on both the right amount of resources reserved in the cloud, and their reservation time such that the financial cost on the media content provider is minimized. We propose a simple—easy to implement—algorithm for resource reservation that maximally exploits discounted rates offered in the tariffs, while ensuring that sufficient resources are reserved in the cloud. Based on the prediction of demand for streaming capacity, our algorithm is carefully designed to reduce the risk of making wrong resource allocation decisions. The results of our numerical evaluations and simulations show that the proposed algorithm significantly reduces the monetary cost of resource allocations in the cloud as compared to other conventional schemes.