The Multi-Agent System Solutions for Big Multi-sensor Data Management

Zakarya Elaggoune, R. Maamri, I. Boussebough
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引用次数: 3

Abstract

This research realizes the multi-agent community to handle the rinsing challenges in smart cities by the combined use of multi-fuzzy-agent systems for extracting relevant data from big noisy data, and the multi-agent systems-of-systems for adaptive big data processing. A multi-agent-based large wireless sensor network is used to show the approach used by the multi-fuzzy-agent systems, it exploits sensors as autonomous fuzzy agents that measure the relevance of the collected data and eliminate irrelevant ones. The aim of the multi-agent systems-of-systems is to handle the super velocity of big data flood in an adaptive way, which break down the rigidity of current big data systems that are forced to restart the data analysis process periodically to integrate the newly generated data into the analytical cycle.
大型多传感器数据管理的多智能体系统解决方案
本研究通过多模糊智能体系统从大噪声数据中提取相关数据,以及多智能体系统的自适应大数据处理,实现了多智能体社区应对智慧城市面临的挑战。利用基于多智能体的大型无线传感器网络来展示多模糊智能体系统所使用的方法,它利用传感器作为自主模糊智能体来测量收集数据的相关性并消除不相关的数据。多智能体系统的目标是以自适应的方式处理超大速度的大数据洪流,打破了当前大数据系统的刚性,即被迫定期重新启动数据分析过程,将新生成的数据整合到分析周期中。
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