SlideShare ist ein Scribd-Unternehmen logo
1 von 1
Downloaden Sie, um offline zu lesen
#13/ 19, 1st Floor, Municipal Colony, Kangayanellore Road, Gandhi Nagar, Vellore – 6.
Off: 0416-2247353 / 6066663 Mo: +91 9500218218
Website: www.shakastech.com, Email - id: shakastech@gmail.com,
info@shakastech.com
PERFORMANCE ANALYSIS OF MOBILE DATA OFFLOADING IN
HETEROGENEOUS NETWORKS
ABSTRACT:
An unprecedented increase in the mobile data traffic volume has been recently
reported due to the extensive use of smartphones, tablets and laptops. This is a major concern
for mobile network operators, who are forced to often operate very close to their capacity
limits. Recently, different solutions have been proposed to overcome this problem. The
deployment of additional infrastructure, the use of more advanced technologies (LTE), or
offloading some traffic through Femtocells and WiFi are some of the solutions. Out of these,
WiFi presents some key advantages such as its already widespread deployment and low cost.
While benefits to operators have already been documented, it is less clear how much and
under what conditions the user gains as well. Additionally, the increasingly heterogeneous
deployment of cellular networks (partial 4G coverage, small cells, etc.) further complicates
the picture regarding both operator- and user-related performance of data offloading. To this
end, in this paper we propose a queueing analytic model that can be used to understand the
performance improvements achievable by WiFibased data offloading, as a function of WiFi
availability and performance, user mobility and traffic load, and the coverage ratio and
respective rates of different cellular technologies available. We validate our theory against
simulations for realistic scenarios and parameters, and provide some initial insights as to the
offloading gains expected in practice.

Weitere ähnliche Inhalte

Was ist angesagt?

Australian Computer Society’s Telecommunications Society of Australia NBN Pol...
Australian Computer Society’s Telecommunications Society of Australia NBN Pol...Australian Computer Society’s Telecommunications Society of Australia NBN Pol...
Australian Computer Society’s Telecommunications Society of Australia NBN Pol...Helen Thompson
 
Gsma data-demand-explained-june-2015
Gsma data-demand-explained-june-2015Gsma data-demand-explained-june-2015
Gsma data-demand-explained-june-2015Ketut Widya
 
Driving New Mobility Business Models - Deloitte
Driving New Mobility Business Models - DeloitteDriving New Mobility Business Models - Deloitte
Driving New Mobility Business Models - DeloittetechUK
 
Leveraging LTE to thrive in new market conditions
Leveraging LTE to thrive in new market conditionsLeveraging LTE to thrive in new market conditions
Leveraging LTE to thrive in new market conditionsCPqD
 
Connected and Autonomous Vehicles: Unlocking the Opportunities - SMMT
Connected and Autonomous Vehicles: Unlocking the Opportunities - SMMTConnected and Autonomous Vehicles: Unlocking the Opportunities - SMMT
Connected and Autonomous Vehicles: Unlocking the Opportunities - SMMTtechUK
 
Taiwan: 2025 Mobile Economy Forecast
Taiwan: 2025 Mobile Economy ForecastTaiwan: 2025 Mobile Economy Forecast
Taiwan: 2025 Mobile Economy ForecastForest Interactive
 
Gsma presentation on 5 g the path to the next generation
Gsma presentation on 5 g the path to the next generationGsma presentation on 5 g the path to the next generation
Gsma presentation on 5 g the path to the next generationRefilwe Ramatlo
 
Intelligent Mobility for High Traffic People Destinations - Conigital
Intelligent Mobility for High Traffic People Destinations - ConigitalIntelligent Mobility for High Traffic People Destinations - Conigital
Intelligent Mobility for High Traffic People Destinations - ConigitaltechUK
 
Mobile operator subscriptions, spectrum, ownership & infrastructure
Mobile operator subscriptions, spectrum, ownership & infrastructureMobile operator subscriptions, spectrum, ownership & infrastructure
Mobile operator subscriptions, spectrum, ownership & infrastructurebrown06
 
Japan Mobile Internet Report: Carriers, Handsets, Content and Services Preview
Japan Mobile Internet Report: Carriers, Handsets, Content and Services PreviewJapan Mobile Internet Report: Carriers, Handsets, Content and Services Preview
Japan Mobile Internet Report: Carriers, Handsets, Content and Services PreviewChristopher Billich
 
The 5G Wireless Ecosystem: 2015 - 2025 - Technologies, Applications, Vertical...
The 5G Wireless Ecosystem: 2015 - 2025 - Technologies, Applications, Vertical...The 5G Wireless Ecosystem: 2015 - 2025 - Technologies, Applications, Vertical...
The 5G Wireless Ecosystem: 2015 - 2025 - Technologies, Applications, Vertical...LeeSam111
 
Only connect? Emerging ICT options and opportunities for farmers
Only connect? Emerging ICT options and opportunities for farmersOnly connect? Emerging ICT options and opportunities for farmers
Only connect? Emerging ICT options and opportunities for farmersIAALD Community
 
Creative Economy Digital Frontiers
Creative Economy Digital FrontiersCreative Economy Digital Frontiers
Creative Economy Digital FrontiersSKromberg
 
Social Networks, Dominance And Interoperability
Social Networks, Dominance And InteroperabilitySocial Networks, Dominance And Interoperability
Social Networks, Dominance And Interoperabilityblogzilla
 
Day 3 - Gsma presentation 2
Day 3 - Gsma presentation 2Day 3 - Gsma presentation 2
Day 3 - Gsma presentation 2Myles Freedman
 
53% of the world’s population will still be offline by the end of 2016, says ITU
53% of the world’s population will still be offline by the end of 2016, says ITU53% of the world’s population will still be offline by the end of 2016, says ITU
53% of the world’s population will still be offline by the end of 2016, says ITUZane Small
 

Was ist angesagt? (20)

Australian Computer Society’s Telecommunications Society of Australia NBN Pol...
Australian Computer Society’s Telecommunications Society of Australia NBN Pol...Australian Computer Society’s Telecommunications Society of Australia NBN Pol...
Australian Computer Society’s Telecommunications Society of Australia NBN Pol...
 
Gsma data-demand-explained-june-2015
Gsma data-demand-explained-june-2015Gsma data-demand-explained-june-2015
Gsma data-demand-explained-june-2015
 
Driving New Mobility Business Models - Deloitte
Driving New Mobility Business Models - DeloitteDriving New Mobility Business Models - Deloitte
Driving New Mobility Business Models - Deloitte
 
Leveraging LTE to thrive in new market conditions
Leveraging LTE to thrive in new market conditionsLeveraging LTE to thrive in new market conditions
Leveraging LTE to thrive in new market conditions
 
Connected and Autonomous Vehicles: Unlocking the Opportunities - SMMT
Connected and Autonomous Vehicles: Unlocking the Opportunities - SMMTConnected and Autonomous Vehicles: Unlocking the Opportunities - SMMT
Connected and Autonomous Vehicles: Unlocking the Opportunities - SMMT
 
Taiwan: 2025 Mobile Economy Forecast
Taiwan: 2025 Mobile Economy ForecastTaiwan: 2025 Mobile Economy Forecast
Taiwan: 2025 Mobile Economy Forecast
 
Gsma presentation on 5 g the path to the next generation
Gsma presentation on 5 g the path to the next generationGsma presentation on 5 g the path to the next generation
Gsma presentation on 5 g the path to the next generation
 
Intelligent Mobility for High Traffic People Destinations - Conigital
Intelligent Mobility for High Traffic People Destinations - ConigitalIntelligent Mobility for High Traffic People Destinations - Conigital
Intelligent Mobility for High Traffic People Destinations - Conigital
 
Mobile operator subscriptions, spectrum, ownership & infrastructure
Mobile operator subscriptions, spectrum, ownership & infrastructureMobile operator subscriptions, spectrum, ownership & infrastructure
Mobile operator subscriptions, spectrum, ownership & infrastructure
 
Japan Mobile Internet Report: Carriers, Handsets, Content and Services Preview
Japan Mobile Internet Report: Carriers, Handsets, Content and Services PreviewJapan Mobile Internet Report: Carriers, Handsets, Content and Services Preview
Japan Mobile Internet Report: Carriers, Handsets, Content and Services Preview
 
Taking stock and mapping communications futures for African countries
Taking stock and mapping communications futures for African countriesTaking stock and mapping communications futures for African countries
Taking stock and mapping communications futures for African countries
 
The 5G Wireless Ecosystem: 2015 - 2025 - Technologies, Applications, Vertical...
The 5G Wireless Ecosystem: 2015 - 2025 - Technologies, Applications, Vertical...The 5G Wireless Ecosystem: 2015 - 2025 - Technologies, Applications, Vertical...
The 5G Wireless Ecosystem: 2015 - 2025 - Technologies, Applications, Vertical...
 
Bandwidth for all
Bandwidth for allBandwidth for all
Bandwidth for all
 
Only connect? Emerging ICT options and opportunities for farmers
Only connect? Emerging ICT options and opportunities for farmersOnly connect? Emerging ICT options and opportunities for farmers
Only connect? Emerging ICT options and opportunities for farmers
 
Swearengen 7437
Swearengen 7437Swearengen 7437
Swearengen 7437
 
Creative Economy Digital Frontiers
Creative Economy Digital FrontiersCreative Economy Digital Frontiers
Creative Economy Digital Frontiers
 
Social Networks, Dominance And Interoperability
Social Networks, Dominance And InteroperabilitySocial Networks, Dominance And Interoperability
Social Networks, Dominance And Interoperability
 
Day 3 - Gsma presentation 2
Day 3 - Gsma presentation 2Day 3 - Gsma presentation 2
Day 3 - Gsma presentation 2
 
53% of the world’s population will still be offline by the end of 2016, says ITU
53% of the world’s population will still be offline by the end of 2016, says ITU53% of the world’s population will still be offline by the end of 2016, says ITU
53% of the world’s population will still be offline by the end of 2016, says ITU
 
Oku Solutions Battle for 5 GHz
Oku Solutions Battle for 5 GHz Oku Solutions Battle for 5 GHz
Oku Solutions Battle for 5 GHz
 

Ähnlich wie Performance analysis of mobile data offloading in heterogeneous networks

Reducing Wireless Network CAPEX Through Streamlined Planning | Solution br...
Reducing Wireless  Network CAPEX Through  Streamlined Planning  | Solution br...Reducing Wireless  Network CAPEX Through  Streamlined Planning  | Solution br...
Reducing Wireless Network CAPEX Through Streamlined Planning | Solution br...Infovista
 
Site specific assessment of node b using key service quality indicators over ...
Site specific assessment of node b using key service quality indicators over ...Site specific assessment of node b using key service quality indicators over ...
Site specific assessment of node b using key service quality indicators over ...Alexander Decker
 
PERFORMANCE ANALYSIS OF MOBILE DATA OFFLOADING IN HETEROGENEOUS NETWORKS
 PERFORMANCE ANALYSIS OF MOBILE DATA OFFLOADING IN HETEROGENEOUS NETWORKS PERFORMANCE ANALYSIS OF MOBILE DATA OFFLOADING IN HETEROGENEOUS NETWORKS
PERFORMANCE ANALYSIS OF MOBILE DATA OFFLOADING IN HETEROGENEOUS NETWORKSnexgentechnology
 
Development of the Wi-Fi Offloading Business Concept within the African Marke...
Development of the Wi-Fi Offloading Business Concept within the African Marke...Development of the Wi-Fi Offloading Business Concept within the African Marke...
Development of the Wi-Fi Offloading Business Concept within the African Marke...Beneyam Haile
 
4G wireless system and applications report
4G wireless system and applications report4G wireless system and applications report
4G wireless system and applications reportTalvinder Singh
 
Operators strategy for supporting the ‘Mobile Data Explosion’
Operators strategy for supporting the ‘Mobile Data Explosion’Operators strategy for supporting the ‘Mobile Data Explosion’
Operators strategy for supporting the ‘Mobile Data Explosion’eXplanoTech
 
WiFi Offload Survival Guide - Part 4
WiFi Offload Survival Guide - Part 4WiFi Offload Survival Guide - Part 4
WiFi Offload Survival Guide - Part 4Green Packet
 
A proposal to enhance cellular and wifi
A proposal to enhance cellular and wifiA proposal to enhance cellular and wifi
A proposal to enhance cellular and wifiIJCNCJournal
 
Qualcomm_Enterprise_Mobility_White_Paper
Qualcomm_Enterprise_Mobility_White_PaperQualcomm_Enterprise_Mobility_White_Paper
Qualcomm_Enterprise_Mobility_White_Papermlgiles
 
Mobile Network Capacity Issues
Mobile Network Capacity IssuesMobile Network Capacity Issues
Mobile Network Capacity IssuesPhilip Corsano
 
Globalcompose.com sample essay paper on 5 g fifth generation
Globalcompose.com sample essay paper on 5 g fifth generationGlobalcompose.com sample essay paper on 5 g fifth generation
Globalcompose.com sample essay paper on 5 g fifth generationGlobal Compose
 
NetMotion Wireless Strategies For Managing Cellular Network Performance
NetMotion Wireless Strategies For Managing Cellular Network PerformanceNetMotion Wireless Strategies For Managing Cellular Network Performance
NetMotion Wireless Strategies For Managing Cellular Network PerformanceNetMotion Wireless
 
Ceragon 5 g challenges
Ceragon 5 g challengesCeragon 5 g challenges
Ceragon 5 g challengesSumit Roy
 
5G System Trends and Development
5G System Trends and Development5G System Trends and Development
5G System Trends and Developmentijtsrd
 
The Drivers to LTE Solution Paper
The Drivers to LTE Solution PaperThe Drivers to LTE Solution Paper
The Drivers to LTE Solution PaperGoing LTE
 
Review of Wi-Fi Offloads in LTE Network
Review of Wi-Fi Offloads in LTE NetworkReview of Wi-Fi Offloads in LTE Network
Review of Wi-Fi Offloads in LTE Networkijsrd.com
 

Ähnlich wie Performance analysis of mobile data offloading in heterogeneous networks (20)

Reducing Wireless Network CAPEX Through Streamlined Planning | Solution br...
Reducing Wireless  Network CAPEX Through  Streamlined Planning  | Solution br...Reducing Wireless  Network CAPEX Through  Streamlined Planning  | Solution br...
Reducing Wireless Network CAPEX Through Streamlined Planning | Solution br...
 
Site specific assessment of node b using key service quality indicators over ...
Site specific assessment of node b using key service quality indicators over ...Site specific assessment of node b using key service quality indicators over ...
Site specific assessment of node b using key service quality indicators over ...
 
PERFORMANCE ANALYSIS OF MOBILE DATA OFFLOADING IN HETEROGENEOUS NETWORKS
 PERFORMANCE ANALYSIS OF MOBILE DATA OFFLOADING IN HETEROGENEOUS NETWORKS PERFORMANCE ANALYSIS OF MOBILE DATA OFFLOADING IN HETEROGENEOUS NETWORKS
PERFORMANCE ANALYSIS OF MOBILE DATA OFFLOADING IN HETEROGENEOUS NETWORKS
 
Development of the Wi-Fi Offloading Business Concept within the African Marke...
Development of the Wi-Fi Offloading Business Concept within the African Marke...Development of the Wi-Fi Offloading Business Concept within the African Marke...
Development of the Wi-Fi Offloading Business Concept within the African Marke...
 
4G wireless system and applications report
4G wireless system and applications report4G wireless system and applications report
4G wireless system and applications report
 
Operators strategy for supporting the ‘Mobile Data Explosion’
Operators strategy for supporting the ‘Mobile Data Explosion’Operators strategy for supporting the ‘Mobile Data Explosion’
Operators strategy for supporting the ‘Mobile Data Explosion’
 
WiFi Offload Survival Guide - Part 4
WiFi Offload Survival Guide - Part 4WiFi Offload Survival Guide - Part 4
WiFi Offload Survival Guide - Part 4
 
Essay On ENCE
Essay On ENCEEssay On ENCE
Essay On ENCE
 
A proposal to enhance cellular and wifi
A proposal to enhance cellular and wifiA proposal to enhance cellular and wifi
A proposal to enhance cellular and wifi
 
Qualcomm_Enterprise_Mobility_White_Paper
Qualcomm_Enterprise_Mobility_White_PaperQualcomm_Enterprise_Mobility_White_Paper
Qualcomm_Enterprise_Mobility_White_Paper
 
Mobile Network Capacity Issues
Mobile Network Capacity IssuesMobile Network Capacity Issues
Mobile Network Capacity Issues
 
Globalcompose.com sample essay paper on 5 g fifth generation
Globalcompose.com sample essay paper on 5 g fifth generationGlobalcompose.com sample essay paper on 5 g fifth generation
Globalcompose.com sample essay paper on 5 g fifth generation
 
Globalcompose.com sample essay paper on 5 g fifth generation
Globalcompose.com sample essay paper on 5 g fifth generationGlobalcompose.com sample essay paper on 5 g fifth generation
Globalcompose.com sample essay paper on 5 g fifth generation
 
NetMotion Wireless Strategies For Managing Cellular Network Performance
NetMotion Wireless Strategies For Managing Cellular Network PerformanceNetMotion Wireless Strategies For Managing Cellular Network Performance
NetMotion Wireless Strategies For Managing Cellular Network Performance
 
Ceragon 5 g challenges
Ceragon 5 g challengesCeragon 5 g challenges
Ceragon 5 g challenges
 
5G System Trends and Development
5G System Trends and Development5G System Trends and Development
5G System Trends and Development
 
The Drivers to LTE Solution Paper
The Drivers to LTE Solution PaperThe Drivers to LTE Solution Paper
The Drivers to LTE Solution Paper
 
5g technologies
5g technologies5g technologies
5g technologies
 
Review of Wi-Fi Offloads in LTE Network
Review of Wi-Fi Offloads in LTE NetworkReview of Wi-Fi Offloads in LTE Network
Review of Wi-Fi Offloads in LTE Network
 
LTE Vision 2020
LTE Vision 2020LTE Vision 2020
LTE Vision 2020
 

Mehr von Shakas Technologies

A Review on Deep-Learning-Based Cyberbullying Detection
A Review on Deep-Learning-Based Cyberbullying DetectionA Review on Deep-Learning-Based Cyberbullying Detection
A Review on Deep-Learning-Based Cyberbullying DetectionShakas Technologies
 
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...Shakas Technologies
 
A Novel Framework for Credit Card.
A Novel Framework for Credit Card.A Novel Framework for Credit Card.
A Novel Framework for Credit Card.Shakas Technologies
 
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...Shakas Technologies
 
NS2 Final Year Project Titles 2023- 2024
NS2 Final Year Project Titles 2023- 2024NS2 Final Year Project Titles 2023- 2024
NS2 Final Year Project Titles 2023- 2024Shakas Technologies
 
MATLAB Final Year IEEE Project Titles 2023-2024
MATLAB Final Year IEEE Project Titles 2023-2024MATLAB Final Year IEEE Project Titles 2023-2024
MATLAB Final Year IEEE Project Titles 2023-2024Shakas Technologies
 
Latest Python IEEE Project Titles 2023-2024
Latest Python IEEE Project Titles 2023-2024Latest Python IEEE Project Titles 2023-2024
Latest Python IEEE Project Titles 2023-2024Shakas Technologies
 
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...Shakas Technologies
 
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSECYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSEShakas Technologies
 
Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Detecting Mental Disorders in social Media through Emotional patterns-The cas...Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Detecting Mental Disorders in social Media through Emotional patterns-The cas...Shakas Technologies
 
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTIONCOMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTIONShakas Technologies
 
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCECO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCEShakas Technologies
 
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...Shakas Technologies
 
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...Shakas Technologies
 
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...Shakas Technologies
 
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...Shakas Technologies
 
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...Shakas Technologies
 
Fighting Money Laundering With Statistics and Machine Learning.docx
Fighting Money Laundering With Statistics and Machine Learning.docxFighting Money Laundering With Statistics and Machine Learning.docx
Fighting Money Laundering With Statistics and Machine Learning.docxShakas Technologies
 
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...Shakas Technologies
 
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...Shakas Technologies
 

Mehr von Shakas Technologies (20)

A Review on Deep-Learning-Based Cyberbullying Detection
A Review on Deep-Learning-Based Cyberbullying DetectionA Review on Deep-Learning-Based Cyberbullying Detection
A Review on Deep-Learning-Based Cyberbullying Detection
 
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
 
A Novel Framework for Credit Card.
A Novel Framework for Credit Card.A Novel Framework for Credit Card.
A Novel Framework for Credit Card.
 
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
 
NS2 Final Year Project Titles 2023- 2024
NS2 Final Year Project Titles 2023- 2024NS2 Final Year Project Titles 2023- 2024
NS2 Final Year Project Titles 2023- 2024
 
MATLAB Final Year IEEE Project Titles 2023-2024
MATLAB Final Year IEEE Project Titles 2023-2024MATLAB Final Year IEEE Project Titles 2023-2024
MATLAB Final Year IEEE Project Titles 2023-2024
 
Latest Python IEEE Project Titles 2023-2024
Latest Python IEEE Project Titles 2023-2024Latest Python IEEE Project Titles 2023-2024
Latest Python IEEE Project Titles 2023-2024
 
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
 
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSECYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
 
Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Detecting Mental Disorders in social Media through Emotional patterns-The cas...Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Detecting Mental Disorders in social Media through Emotional patterns-The cas...
 
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTIONCOMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
 
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCECO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
 
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
 
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
 
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
 
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
 
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
 
Fighting Money Laundering With Statistics and Machine Learning.docx
Fighting Money Laundering With Statistics and Machine Learning.docxFighting Money Laundering With Statistics and Machine Learning.docx
Fighting Money Laundering With Statistics and Machine Learning.docx
 
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
 
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
 

Kürzlich hochgeladen

Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationnomboosow
 
Class 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfClass 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfAyushMahapatra5
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...EduSkills OECD
 
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...fonyou31
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDThiyagu K
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhikauryashika82
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)eniolaolutunde
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Krashi Coaching
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformChameera Dedduwage
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingTechSoup
 
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...PsychoTech Services
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfagholdier
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityGeoBlogs
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfJayanti Pande
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Disha Kariya
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpinRaunakKeshri1
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAssociation for Project Management
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactPECB
 

Kürzlich hochgeladen (20)

Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communication
 
Class 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfClass 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdf
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
 
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SD
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy Reform
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptxINDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdf
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpin
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 

Performance analysis of mobile data offloading in heterogeneous networks

  • 1. #13/ 19, 1st Floor, Municipal Colony, Kangayanellore Road, Gandhi Nagar, Vellore – 6. Off: 0416-2247353 / 6066663 Mo: +91 9500218218 Website: www.shakastech.com, Email - id: shakastech@gmail.com, info@shakastech.com PERFORMANCE ANALYSIS OF MOBILE DATA OFFLOADING IN HETEROGENEOUS NETWORKS ABSTRACT: An unprecedented increase in the mobile data traffic volume has been recently reported due to the extensive use of smartphones, tablets and laptops. This is a major concern for mobile network operators, who are forced to often operate very close to their capacity limits. Recently, different solutions have been proposed to overcome this problem. The deployment of additional infrastructure, the use of more advanced technologies (LTE), or offloading some traffic through Femtocells and WiFi are some of the solutions. Out of these, WiFi presents some key advantages such as its already widespread deployment and low cost. While benefits to operators have already been documented, it is less clear how much and under what conditions the user gains as well. Additionally, the increasingly heterogeneous deployment of cellular networks (partial 4G coverage, small cells, etc.) further complicates the picture regarding both operator- and user-related performance of data offloading. To this end, in this paper we propose a queueing analytic model that can be used to understand the performance improvements achievable by WiFibased data offloading, as a function of WiFi availability and performance, user mobility and traffic load, and the coverage ratio and respective rates of different cellular technologies available. We validate our theory against simulations for realistic scenarios and parameters, and provide some initial insights as to the offloading gains expected in practice.