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Scalable decentralized indexing and querying of multi-streams in the fog

Academic Article
Publication Date:
2020
abstract:
NOA-AID (Network Overlays for Adaptive information Aggregation, Indexing and Discovery on the fog) is an approach for decentralized indexing, aggregation and discovery of data belonging to streams. It is organized on two network layers. The upper layer is in charge of delivering an information discovery approach by providing a distributed index structure. The lower layer is devoted to resource aggregation based on epidemic protocols designed for highly dynamic environment, well suited to stream-oriented scenarios. It defines a flexible approach to express queries targeting highly heterogeneous data, as well as a self-organizing dynamic system allowing the optimal resolution of queries on the most suitable stream producers. The paper also presents a theoretical study and discusses the costs related to information management operations; it also gives an empirical validation of findings. Finally, it reports an extended experimental evaluation that demonstrated the ability of NOA-AID to be effective and efficient for retrieving information extracted from streams in highly-dynamic and distributed processing architectures.
Iris type:
01.01 Articolo in rivista
Keywords:
Streaming; Network protocols; Distributed indexing; Community detection
List of contributors:
Dazzi, Patrizio; Mordacchini, Matteo
Authors of the University:
MORDACCHINI MATTEO
Handle:
https://iris.cnr.it/handle/20.500.14243/407648
Published in:
JOURNAL OF GRID COMPUTING
Journal
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URL

https://link.springer.com/article/10.1007/s10723-020-09521-3
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