Výsledky vyhledávání - "Data stream processing"

A Novel Edge Computing Architecture Based on Adaptive Stratified Sampling Autor Zhang, De-gan, Ni, Chen-hao, Zhang, Jie, Zhang, Ting, Yang, Peng, Wang, Jia-xu, Yan, Hao-ran

“…With the development of the Internet of Things technology, the current amount of data generated by the Internet of Things system is increasing, and these data…”
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Decentralized self-adaptation for elastic Data Stream Processing Autor Cardellini, Valeria, Lo Presti, Francesco, Nardelli, Matteo, Russo Russo, Gabriele

“…Data Stream Processing (DSP) applications are widely used to develop new pervasive services, which require to seamlessly process huge amounts of data in a near…”
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Proactive elasticity and energy awareness in data stream processing Autor De Matteis, Tiziano, Mencagli, Gabriele

“…•We design a predictive methodology for elastic data stream processing.•We exploit Model Predictive Control to design the predictive controller.•We regulate…”
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A natural gas consumption forecasting system for continual learning scenarios based on Hoeffding trees with change point detection mechanism Autor Svoboda, Radek, Basterrech, Sebastián, Kozal, Jędrzej, Platoš, Jan, Woźniak, Michał

“…Forecasting natural gas consumption, considering seasonality and trends, is crucial in planning its supply and consumption and optimizing the cost of obtaining…”
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Keyed watermarks: A fine-grained watermark generation for Apache Flink Autor Yasser, Tawfik, Arafa, Tamer, ElHelw, Mohamed, Awad, Ahmed

“…Big Data Stream processing engines, exemplified by tools like Apache Flink, employ windowing techniques to manage unbounded streams of events. Aggregating…”
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Elastic Scaling for Data Stream Processing Autor Gedik, Bugra, Schneider, Scott, Hirzel, Martin, Kun-Lung Wu

“…This article addresses the profitability problem associated with auto-parallelization of general-purpose distributed data stream processing applications…”
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Latency-aware placement of stream processing operators in modern-day stream processing frameworks Autor Ecker, Raphael, Karagiannis, Vasileios, Sober, Michael, Schulte, Stefan

“…The rise of the Internet of Things has substantially increased the number of interconnected devices at the edge of the network. As a result, a large number of…”
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FiSA: Efficient Fixed-Point Stream Architecture for FastICA Implementing on FPGA Autor Lai, Lianyou, Zhang, Yazhe, Qin, Ling, Xu, Weijian

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A distributed geospatial publish/subscribe system on Apache Spark Autor Livaja, Ivan, Pripužić, Krešimir, Sovilj, Siniša, Vuković, Marin

“…Publish/subscribe is a messaging pattern where message producers, called publishers, publish messages which they want to be distributed to message consumers,…”
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Bonsai: an event-based framework for processing and controlling data streams Autor Lopes, Gonçalo, Bonacchi, Niccolò, Frazão, João, Neto, Joana P., Atallah, Bassam V., Soares, Sofia, Moreira, Luís, Matias, Sara, Itskov, Pavel M., Correia, Patrícia A., Medina, Roberto E., Calcaterra, Lorenza, Dreosti, Elena, Paton, Joseph J., Kampff, Adam R.

“…The design of modern scientific experiments requires the control and monitoring of many different data streams. However, the serial execution of programming…”
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Evaluation of IoT stream processing at edge computing layer for semantic data enrichment Autor Xhafa, Fatos, Kilic, Burak, Krause, Paul

“…The fast development of Internet of Things (IoT) computing and technologies has prompted a decentralization of Cloud-based systems. Indeed, sending all the…”
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Efficient Operator Placement for Distributed Data Stream Processing Applications Autor Nardelli, Matteo, Cardellini, Valeria, Grassi, Vincenzo, Presti, Francesco Lo

“…In the last few years, a large number of real-time analytics applications rely on the Data Stream Processing (DSP) so to extract, in a timely manner, valuable…”
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Process-Driven and Flow-Based Processing of Industrial Sensor Data Autor Kammerer, Klaus, Pryss, Rüdiger, Hoppenstedt, Burkhard, Sommer, Kevin, Reichert, Manfred

“…For machine manufacturing companies, besides the production of high quality and reliable machines, requirements have emerged to maintain machine-related…”
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WindFlow: High-Speed Continuous Stream Processing With Parallel Building Blocks Autor Mencagli, Gabriele, Torquati, Massimo, Cardaci, Andrea, Fais, Alessandra, Rinaldi, Luca, Danelutto, Marco

“…Nowadays, we are witnessing the diffusion of Stream Processing Systems (SPSs) able to analyze data streams in near realtime. Traditional SPSs like Storm and…”
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General-purpose data stream processing on heterogeneous architectures with WindFlow Autor Mencagli, Gabriele, Torquati, Massimo, Griebler, Dalvan, Fais, Alessandra, Danelutto, Marco

“…Many emerging applications analyze data streams by running graphs of communicating tasks called operators. To develop and deploy such applications, Stream…”
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SP-ant: An ant colony optimization based operator scheduler for high performance distributed stream processing on heterogeneous clusters Autor Farrokh, Mohammadreza, Hadian, Hamid, Sharifi, Mohsen, Jafari, Ali

“…•Presented a novel scheduler for high performance distributed data stream processing.•Applied Ant Colony Optimization for adaptive scheduling on heterogeneous…”
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Detecting rumours with latency guarantees using massive streaming data Autor Nguyen, Thanh Tam, Huynh, Thanh Trung, Yin, Hongzhi, Weidlich, Matthias, Nguyen, Thanh Thi, Mai, Thai Son, Nguyen, Quoc Viet Hung

“…Today’s social networks continuously generate massive streams of data, which provide a valuable starting point for the detection of rumours as soon as they…”
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Elastic-PPQ: A two-level autonomic system for spatial preference query processing over dynamic data streams Autor Mencagli, Gabriele, Torquati, Massimo, Danelutto, Marco

“…Paradigms like Internet of Things and the most recent Internet of Everything are shifting the attention towards systems able to process unbounded sequences of…”
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Optimal operator deployment and replication for elastic distributed data stream processing Autor Cardellini, Valeria, Lo Presti, Francesco, Nardelli, Matteo, Russo Russo, Gabriele

“…Summary Processing data in a timely manner, data stream processing (DSP) applications are receiving an increasing interest for building new pervasive services…”
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Divergence-Based Event Detection in Microbatch Processing for Data Streams Autor AL-Agha, Ibrahim, Chowriappa, Pradeep, Deng, Zhiqiang

“…Bearing fault detection is critical for ensuring the reliability of rotating machinery and preventing costly breakdowns. This article presents a novel approach…”
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