SlideShare a Scribd company logo
1 of 1
On the MDP-based Cost Minimization for Video-on-Demand Services in a Heterogeneous

                            Wireless Network with Multi-Homed Terminals


we deal with a cost minimization problem for a multi-homed mobile terminal that downloads and

plays a video-on-demand (VoD) stream. The cost consists of the user’s dissatisfaction due to

playback disruptions and communication cost for downloading the VoD stream. There are three

components in our approach: parameter estimation, threshold adjustment, and threshold

compensation. Since we do not assume any a priori knowledge about underlying random variables,

necessary parameter values are estimated online. Using the resultant estimates, we formulate the

problem as a Markov Decision Process (MDP) problem considering as if the random variables are

exponentially distributed. To solve the MDP problem efficiently, we propose a threshold adjustment

algorithm that exploits some structural properties of any optimal solution that are specific to our

problem. Finally, to handle the cases where the random variables are not exponentially distributed,

we propose a threshold compensation algorithm to compensate for the modeling error. Through

extensive simulations, we compare the performance of our scheme with those of static threshold

schemes.




                                   Ambit lick Solutions
                       Mail Id: Ambitlick@gmail.com , Ambitlicksolutions@gmail.Com

More Related Content

More from ambitlick

Ambitlick ns2 2013
Ambitlick ns2 2013Ambitlick ns2 2013
Ambitlick ns2 2013
ambitlick
 
Low cost Java IEEE Projects 2013
Low cost Java IEEE Projects 2013Low cost Java IEEE Projects 2013
Low cost Java IEEE Projects 2013
ambitlick
 
Handling selfishness in replica allocation
Handling selfishness in replica allocationHandling selfishness in replica allocation
Handling selfishness in replica allocation
ambitlick
 
Mutual distance bounding protocols
Mutual distance bounding protocolsMutual distance bounding protocols
Mutual distance bounding protocols
ambitlick
 
Moderated group authoring system for campus wide workgroups
Moderated group authoring system for campus wide workgroupsModerated group authoring system for campus wide workgroups
Moderated group authoring system for campus wide workgroups
ambitlick
 
Efficient spread spectrum communication without pre shared secrets
Efficient spread spectrum communication without pre shared secretsEfficient spread spectrum communication without pre shared secrets
Efficient spread spectrum communication without pre shared secrets
ambitlick
 
Integrated institutional portal
Integrated institutional portalIntegrated institutional portal
Integrated institutional portal
ambitlick
 
Moderated group authoring system for campus wide workgroups
Moderated group authoring system for campus wide workgroupsModerated group authoring system for campus wide workgroups
Moderated group authoring system for campus wide workgroups
ambitlick
 

More from ambitlick (20)

DCIM: Distributed Cache Invalidation Method for Maintaining Cache Consistency...
DCIM: Distributed Cache Invalidation Method for Maintaining Cache Consistency...DCIM: Distributed Cache Invalidation Method for Maintaining Cache Consistency...
DCIM: Distributed Cache Invalidation Method for Maintaining Cache Consistency...
 
Low cost Java 2013 IEEE projects
Low cost Java 2013 IEEE projectsLow cost Java 2013 IEEE projects
Low cost Java 2013 IEEE projects
 
Ambitlick ns2 2013
Ambitlick ns2 2013Ambitlick ns2 2013
Ambitlick ns2 2013
 
Low cost Java IEEE Projects 2013
Low cost Java IEEE Projects 2013Low cost Java IEEE Projects 2013
Low cost Java IEEE Projects 2013
 
Handling selfishness in replica allocation
Handling selfishness in replica allocationHandling selfishness in replica allocation
Handling selfishness in replica allocation
 
Mutual distance bounding protocols
Mutual distance bounding protocolsMutual distance bounding protocols
Mutual distance bounding protocols
 
Moderated group authoring system for campus wide workgroups
Moderated group authoring system for campus wide workgroupsModerated group authoring system for campus wide workgroups
Moderated group authoring system for campus wide workgroups
 
Efficient spread spectrum communication without pre shared secrets
Efficient spread spectrum communication without pre shared secretsEfficient spread spectrum communication without pre shared secrets
Efficient spread spectrum communication without pre shared secrets
 
IEEE -2012-13 Projects IN NS2
IEEE -2012-13 Projects IN NS2  IEEE -2012-13 Projects IN NS2
IEEE -2012-13 Projects IN NS2
 
Adaptive weight factor estimation from user review 1
Adaptive weight factor estimation from user   review 1Adaptive weight factor estimation from user   review 1
Adaptive weight factor estimation from user review 1
 
Integrated institutional portal
Integrated institutional portalIntegrated institutional portal
Integrated institutional portal
 
Embassy
EmbassyEmbassy
Embassy
 
Crm
Crm Crm
Crm
 
Mutual distance bounding protocols
Mutual distance bounding protocolsMutual distance bounding protocols
Mutual distance bounding protocols
 
Moderated group authoring system for campus wide workgroups
Moderated group authoring system for campus wide workgroupsModerated group authoring system for campus wide workgroups
Moderated group authoring system for campus wide workgroups
 
Efficient spread spectrum communication without pre shared secrets
Efficient spread spectrum communication without pre shared secretsEfficient spread spectrum communication without pre shared secrets
Efficient spread spectrum communication without pre shared secrets
 
Comments on “mabs multicast authentication based on batch signature”
Comments on “mabs multicast authentication based on batch signature”Comments on “mabs multicast authentication based on batch signature”
Comments on “mabs multicast authentication based on batch signature”
 
Energy-Efficient Protocol for Deterministic and Probabilistic Coverage In Sen...
Energy-Efficient Protocol for Deterministic and Probabilistic Coverage In Sen...Energy-Efficient Protocol for Deterministic and Probabilistic Coverage In Sen...
Energy-Efficient Protocol for Deterministic and Probabilistic Coverage In Sen...
 
Energy efficient protocol for deterministic
Energy efficient protocol for deterministicEnergy efficient protocol for deterministic
Energy efficient protocol for deterministic
 
Estimating Parameters of Multiple Heterogeneous Target Objects Using Composit...
Estimating Parameters of Multiple Heterogeneous Target Objects Using Composit...Estimating Parameters of Multiple Heterogeneous Target Objects Using Composit...
Estimating Parameters of Multiple Heterogeneous Target Objects Using Composit...
 

Recently uploaded

Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
ZurliaSoop
 
Salient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsSalient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functions
KarakKing
 
The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptx
heathfieldcps1
 

Recently uploaded (20)

Plant propagation: Sexual and Asexual propapagation.pptx
Plant propagation: Sexual and Asexual propapagation.pptxPlant propagation: Sexual and Asexual propapagation.pptx
Plant propagation: Sexual and Asexual propapagation.pptx
 
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...
Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...
Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...
 
Salient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsSalient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functions
 
How to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSHow to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POS
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptx
 
FSB Advising Checklist - Orientation 2024
FSB Advising Checklist - Orientation 2024FSB Advising Checklist - Orientation 2024
FSB Advising Checklist - Orientation 2024
 
Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)
 
On National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsOn National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan Fellows
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
 
How to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptxHow to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptx
 
Google Gemini An AI Revolution in Education.pptx
Google Gemini An AI Revolution in Education.pptxGoogle Gemini An AI Revolution in Education.pptx
Google Gemini An AI Revolution in Education.pptx
 
Fostering Friendships - Enhancing Social Bonds in the Classroom
Fostering Friendships - Enhancing Social Bonds  in the ClassroomFostering Friendships - Enhancing Social Bonds  in the Classroom
Fostering Friendships - Enhancing Social Bonds in the Classroom
 
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
 
Wellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptxWellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptx
 
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
SOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning PresentationSOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning Presentation
 

On the mdp based cost minimization for video-on-demand services in a heterogeneous wireless network with multi-homed terminals

  • 1. On the MDP-based Cost Minimization for Video-on-Demand Services in a Heterogeneous Wireless Network with Multi-Homed Terminals we deal with a cost minimization problem for a multi-homed mobile terminal that downloads and plays a video-on-demand (VoD) stream. The cost consists of the user’s dissatisfaction due to playback disruptions and communication cost for downloading the VoD stream. There are three components in our approach: parameter estimation, threshold adjustment, and threshold compensation. Since we do not assume any a priori knowledge about underlying random variables, necessary parameter values are estimated online. Using the resultant estimates, we formulate the problem as a Markov Decision Process (MDP) problem considering as if the random variables are exponentially distributed. To solve the MDP problem efficiently, we propose a threshold adjustment algorithm that exploits some structural properties of any optimal solution that are specific to our problem. Finally, to handle the cases where the random variables are not exponentially distributed, we propose a threshold compensation algorithm to compensate for the modeling error. Through extensive simulations, we compare the performance of our scheme with those of static threshold schemes. Ambit lick Solutions Mail Id: Ambitlick@gmail.com , Ambitlicksolutions@gmail.Com