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dc.contributor.advisorStoleru, Radu
dc.creatorNing, Qian
dc.date.accessioned2016-04-06T15:53:55Z
dc.date.available2017-12-01T06:36:20Z
dc.date.created2015-12
dc.date.issued2015-11-03
dc.date.submittedDecember 2015
dc.identifier.urihttps://hdl.handle.net/1969.1/156169
dc.description.abstractRecent advances in mobile technologies have enabled a plethora of new applications. The hardware capabilities of mobile devices, however, are still insufficient for real-time stream data processing (e.g., real-time video stream). In order to process real-time streaming data, most existing applications offload the data and computation to a remote cloud service, such as Apache Storm or Apache Spark Streaming. Offloading streaming data, however, has high costs for users, e.g., significant service fees and battery consumption. To address these challenges, we design, implement and evaluate Mobile Storm, the first stream processing platform for mobile clouds, leveraging clusters of local mobile devices to process real-time stream data. In Mobile Storm, we model the workflow of a real-time stream processing job and decompose it into several tasks so that the job can be executed concurrently and in a distributed manner on multiple mobile devices. Mobile Storm was implemented on Android phones and evaluated extensively through a real-time HD video processing application. The result shows that Mobile Storm effectively processes HD Video Stream in a mobile cloud, which would be impossible on a single mobile device.en
dc.format.mimetypeapplication/pdf
dc.language.isoen
dc.subjectReal-time stream processingen
dc.subjectMobile cloudsen
dc.subjectDistributed computingen
dc.subjectVideo stream processingen
dc.subjectStormen
dc.titleMobile Storm: Distributed Real-Time Stream Processing for Mobile Cloudsen
dc.typeThesisen
thesis.degree.departmentComputer Science and Engineeringen
thesis.degree.disciplineComputer Engineeringen
thesis.degree.grantorTexas A & M Universityen
thesis.degree.nameMaster of Scienceen
thesis.degree.levelMastersen
dc.contributor.committeeMemberHou, I-Hong
dc.contributor.committeeMemberLiu, Jyh-Charn (Steve)
dc.type.materialtexten
dc.date.updated2016-04-06T15:53:55Z
local.embargo.terms2017-12-01
local.etdauthor.orcid0000-0002-3641-0058


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