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نتیجه جستجو - Big data traffic

تعداد مقالات یافته شده: 2
ردیف عنوان نوع
1 An interactive smart grid communication approach for big data traffic
یک رویکرد ارتباطی شبکه هوشمند تعاملی برای ترافیک داده های بزرگ-2018
As smart grid technologies begin to mature, the kinds of electrical devices have grown increasingly popular. Powerful computing capacity is required to analyze the power data fetched from electronic devices to recognize the device status for smarter applications of tomorrow. To ensure the accuracy and reliability of the analysis results, all the power data has to be uploaded to the cloud data center. This means that the cloud data center must take the extra data transmission load from the electronic devices simultaneously. The de velopment of a lightweight communication approach for big data traffic that can prevent or quickly respond to the occurrence of network congestion presents an interesting chal lenge with respect to computing power and bandwidth limits. The main purpose of this study is to design an adaptive dynamic eigenvalue transmission approach that can dy namically minimize the uploaded power data through the intersection dynamic eigenvalue decision-making model, to achieve the optimal benefit between the transmission load and analysis accuracy.
Keywords: Interactive communication ، Smart grid ، Big data traffic ، Electrical devices ، Cloud center
مقاله انگلیسی
2 Communication Cost Efficient Virtualized Network Function Placement for Big Data Processing
Communication Cost Efficient Virtualized Network Function Placement for Big Data Processing-2016
The data explosion in the emerging big data era imposes a big burden on the network infrastructure. This vision has urged the evolution of computer networks. By softwarizing traditional dedicated hardware based functions to virtualized network function (VNF) that can run on standard commodity servers, network function virtualization (NFV) technology promises increased networking efficiency, flexibility and scalability. From the perspective of network service providers, with the consideration of big data traffic volume, one primary concern is on the communication cost, which is highly influenced by the VNF placement strategy. In this paper, we are motivated to investigate the issue on communication cost efficient VNF placement problem for big data processing, with joint consideration of network flow balancing and the predetermined network service semantics. We formulate this problem into a mixed-integer linear programming (MILP) form and then propose a low-complexity relaxationbased heuristic algorithm accordingly. The high efficiency of our proposal is validated by extensive simulation studies.
Keywords: Noise measurement | Big data | Distributed databases | Algorithm design and analysis | Servers | Heuristic algorithms | Semantics
مقاله انگلیسی
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