Internet traffic characterization
Internet traffic characterization
On the characteristics and origins of internet flow rates
Proceedings of the 2002 conference on Applications, technologies, architectures, and protocols for computer communications
Proceedings of the 10th annual international conference on Mobile computing and networking
The impact of residential broadband traffic on Japanese ISP backbones
ACM SIGCOMM Computer Communication Review
On dominant characteristics of residential broadband internet traffic
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
Measuring serendipity: connecting people, locations and interests in a mobile 3G network
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
Energy consumption in mobile phones: a measurement study and implications for network applications
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
Proceedings of the 42nd Annual IEEE/ACM International Symposium on Microarchitecture
TCP over CDMA2000 networks: a cross-layer measurement study
PAM'07 Proceedings of the 8th international conference on Passive and active network measurement
Measurement analysis of mobile data networks
PAM'07 Proceedings of the 8th international conference on Passive and active network measurement
Catnap: exploiting high bandwidth wireless interfaces to save energy for mobile devices
Proceedings of the 8th international conference on Mobile systems, applications, and services
Anatomizing application performance differences on smartphones
Proceedings of the 8th international conference on Mobile systems, applications, and services
Proceedings of the 8th international conference on Mobile systems, applications, and services
A first look at mobile hand-held device traffic
PAM'10 Proceedings of the 11th international conference on Passive and active measurement
Selection and execution of user level test cases for energy cost evaluation of smartphones
Proceedings of the 6th International Workshop on Automation of Software Test
A comparative study of handheld and non-handheld traffic in campus Wi-Fi networks
PAM'11 Proceedings of the 12th international conference on Passive and active measurement
SystemSens: a tool for monitoring usage in smartphone research deployments
MobiArch '11 Proceedings of the sixth international workshop on MobiArch
TailTheft: leveraging the wasted time for saving energy in cellular communications
MobiArch '11 Proceedings of the sixth international workshop on MobiArch
Avoiding the rush hours: WiFi energy management via traffic isolation
MobiSys '11 Proceedings of the 9th international conference on Mobile systems, applications, and services
Profiling resource usage for mobile applications: a cross-layer approach
MobiSys '11 Proceedings of the 9th international conference on Mobile systems, applications, and services
Short paper: can your phone trust your friend selection?
Proceedings of the 1st ACM workshop on Security and privacy in smartphones and mobile devices
Over the top video: the gorilla in cellular networks
Proceedings of the 2011 ACM SIGCOMM conference on Internet measurement conference
Identifying diverse usage behaviors of smartphone apps
Proceedings of the 2011 ACM SIGCOMM conference on Internet measurement conference
PocketWeb: instant web browsing for mobile devices
ASPLOS XVII Proceedings of the seventeenth international conference on Architectural Support for Programming Languages and Operating Systems
A Survey of Green Mobile Networks: Opportunities and Challenges
Mobile Networks and Applications
A close examination of performance and power characteristics of 4G LTE networks
Proceedings of the 10th international conference on Mobile systems, applications, and services
A panoramic view of 3g data/control-plane traffic: mobile device perspective
IFIP'12 Proceedings of the 11th international IFIP TC 6 conference on Networking - Volume Part I
Exploring mobile/WiFi handover with multipath TCP
Proceedings of the 2012 ACM SIGCOMM workshop on Cellular networks: operations, challenges, and future design
RadioJockey: mining program execution to optimize cellular radio usage
Proceedings of the 18th annual international conference on Mobile computing and networking
ProfileDroid: multi-layer profiling of android applications
Proceedings of the 18th annual international conference on Mobile computing and networking
MobileHCI '12 Proceedings of the 14th international conference on Human-computer interaction with mobile devices and services
Characterization of 3G control-plane signaling overhead from a data-plane perspective
Proceedings of the 15th ACM international conference on Modeling, analysis and simulation of wireless and mobile systems
Network performance of smart mobile handhelds in a university campus WiFi network
Proceedings of the 2012 ACM conference on Internet measurement conference
Breaking for commercials: characterizing mobile advertising
Proceedings of the 2012 ACM conference on Internet measurement conference
How expensive are free smartphone apps?
ACM SIGMOBILE Mobile Computing and Communications Review
Traffic-aware techniques to reduce 3G/LTE wireless energy consumption
Proceedings of the 8th international conference on Emerging networking experiments and technologies
Computing while charging: building a distributed computing infrastructure using smartphones
Proceedings of the 8th international conference on Emerging networking experiments and technologies
Enabling energy-aware mobile data offloading for smartphones through vertical collaboration
Proceedings of the 2012 ACM conference on CoNEXT student workshop
Managing spectrum into abundance
Proceedings of the 24th International Teletraffic Congress
Handset-Based Data Collection Process and Participant Attitudes
International Journal of Handheld Computing Research
A power-aware distributed Wi-Fi access point scheduling algorithm
Proceedings of the 7th International Conference on Ubiquitous Information Management and Communication
Who do you sync you are?: smartphone fingerprinting via application behaviour
Proceedings of the sixth ACM conference on Security and privacy in wireless and mobile networks
Characterizing and modeling the impact of wireless signal strength on smartphone battery drain
Proceedings of the ACM SIGMETRICS/international conference on Measurement and modeling of computer systems
Understanding mobile app usage patterns using in-app advertisements
PAM'13 Proceedings of the 14th international conference on Passive and Active Measurement
Mosaic: quantifying privacy leakage in mobile networks
Proceedings of the ACM SIGCOMM 2013 conference on SIGCOMM
How AdkintunMobile measured the world
Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication
Coordinating cellular background transfers using loadsense
Proceedings of the 19th annual international conference on Mobile computing & networking
Mobile data offloading: how much can WiFi deliver?
IEEE/ACM Transactions on Networking (TON)
Rise of the planet of the apps: a systematic study of the mobile app ecosystem
Proceedings of the 2013 conference on Internet measurement conference
A measurement-based study of MultiPath TCP performance over wireless networks
Proceedings of the 2013 conference on Internet measurement conference
Understanding the super-sized traffic of the super bowl
Proceedings of the 2013 conference on Internet measurement conference
Scheduling packets over multiple interfaces while respecting user preferences
Proceedings of the ninth ACM conference on Emerging networking experiments and technologies
Envisioning a future for a spatial-health CyberGIS marketplace
Proceedings of the Second ACM SIGSPATIAL International Workshop on the Use of GIS in Public Health
The wireless data drain of users, apps, & platforms
ACM SIGMOBILE Mobile Computing and Communications Review
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Using data from 43 users across two platforms, we present a detailed look at smartphone traffic. We find that browsing contributes over half of the traffic, while each of email, media, and maps contribute roughly 10%. We also find that the overhead of lower layer protocols is high because of small transfer sizes. For half of the transfers that use transport-level security, header bytes correspond to 40% of the total. We show that while packet loss is the main factor that limits the throughput of smartphone traffic, larger send buffers at Internet servers can improve the throughput of a quarter of the transfers. Finally, by studying the interaction between smartphone traffic and the radio power management policy, we find that the power consumption of the radio can be reduced by 35% with minimal impact on the performance of packet exchanges.