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Elastic Cloud Computing for QOS-aware Data Processing

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자료유형E-Book
개인저자Imai, Shigeru.
단체저자명Rensselaer Polytechnic Institute. Computer Science.
서명/저자사항Elastic Cloud Computing for QOS-aware Data Processing.
발행사항[S.l.] : Rensselaer Polytechnic Institute., 2018
발행사항Ann Arbor : ProQuest Dissertations & Theses, 2018
형태사항143 p.
소장본 주기School code: 0185.
ISBN9780438206861
일반주기 Source: Dissertation Abstracts International, Volume: 79-12(E), Section: B.
Adviser: Carlos A. Varela.
요약Infrastructure-as-a-Service (IaaS) clouds such as Amazon EC2 offer various types of virtual machines (VMs) through pay-per-use pricing. Elastic resource allocation allows us to allocate and release VMs as computing demand changes while satisfyin
요약First, we present two frameworks for elastic batch data processing. The first elastic batch data processing framework supports autonomous VM scaling using application-level migration. It does not require any prior knowledge about the target appl
요약Next, we propose an elastic micro-batch data processing framework for continuous air traffic optimization. Air traffic optimization is commonly formulated as an integer linear programming (ILP) problem. For continuous optimization, we periodical
요약Finally, we propose a framework for sustainable elastic stream processing based on the concept of Maximum Sustainable Throughput ( MST). It is the maximum processing throughput a streaming application can process indefinitely for a number of VMs
요약Our studies show that QoS-aware elastic data processing is effective for these processing models in both performance scalability and cost savings. For batch processing, elastic resource scheduling helps achieve the target QoS metrics such as CPU
일반주제명Computer science.
언어영어
기본자료 저록Dissertation Abstracts International79-12B(E).
Dissertation Abstract International
대출바로가기http://www.riss.kr/pdu/ddodLink.do?id=T14997594

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