MobiSys-QoE-Poster.sla
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<ITEXT FONT="Garamond Regular" FONTSIZE="30" CH="While modern operating systems such as Android make decisions based on policies meant to improve QoE, it is unclear that these static policies always result in the right decisions. Static policies such as the Linux ondemand CPU governor and Android's use of cgroups would benefit from QoE feedback."/>
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<ITEXT FONT="Garamond Regular" FONTSIZE="30" CH="Input events can lead to state transitions in an app's view tree. Detecting various app states and state transitions can help the OS improve QoE. For example, the length of the state transition will often correspond to user-perceived latency, a contributing factor to QoE. By measuring the length of the state transition, we can measure user-perceived latency which will help quantify QoE."/>
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<ITEXT FONT="Garamond Regular" FONTSIZE="30" CH="While current operating systems are adept at managing hardware resources such as CPUs, disks, and memory, there is a lot that must be redesigned to quantify and improve QoE."/>
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<ITEXT FONT="Garamond Regular" FONTSIZE="30" CH="The ondemand CPU governor increases CPU frequency to the maximum when there is work to do. But, is this always necessary to improve QoE? If the CPUs run at a lower frequency, they run more efficiently and can improve battery life."/>
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<ITEXT FONT="Garamond Regular" FONTSIZE="30" CH="Android uses Linux cgroups to limit background tasks to ~5% CPU share. However, misuse of thread priorities or AsyncTasks can cause this policy to fail to meet its goal. Process scheduling could benefit from knowing a task's impact on QoE."/>
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<ITEXT FONT="Garamond Regular" FONTSIZE="24" CH="The Twitter app on Android consists of a very complicated view tree and more than 65 threads contributing to what you see on-screen!"/>
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<ITEXT FONTSIZE="24" CH="Given the operating system's vantage point, it is hard to determine what contributes to QoE."/>
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<ITEXT CH="• Accurately measure QoE"/>
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<ITEXT CH="Understand the contributions of various resources to QoE"/>
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<ITEXT FONT="Garamond Regular" FONTSIZE="30" CH="• Continuously prioritize resources based on QoE"/>
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<ITEXT FONT="Garamond Regular" FONTSIZE="30" CH="• Minimize the effect of background tasks on battery consumption"/>
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<ITEXT FONT="Garamond Regular" FONTSIZE="30" CH="• "/>
<ITEXT CH="Minimize metered mobile data usage, where possible"/>
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<ITEXT FONT="Garamond Regular" FONTSIZE="30" CH="QoE-sensative traffic should be prioritized over time-insensitive traffic, such as that of certain background tasks."/>
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<ITEXT FONT="Garamond Regular" FONTSIZE="30" CH="Improving QoE across the network will require fundamental changes. We will begin to explore protocol changes and promising technology like SDN to meet this challenge."/>
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<ITEXT FONT="Garamond Regular" FONTSIZE="30" CH="Understanding a network flow's impact on QoE will allow the OS to prioritize network resources within the device. Furthermore, understanding the flow of data from the network to the screen has the potential to reduce mobile data and battery consumption."/>
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<ITEXT FONT="Garamond Regular" FONTSIZE="30" CH="Active waiting, such as when a progress bar or throbber is on-screen, is a hint that the app is in a QoE-critical section. The OS can use this information to prioritize resources. We observe that active waiting produces an interesting graphical pattern, and are working on building a classifier to detect it."/>
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