Yunfeng GUO, Heng CAI, Lei GE. Telecom intelligent operation system based on big data grid[J]. Telecommunications science, 2018, 34(6): 153-161.
DOI:
Yunfeng GUO, Heng CAI, Lei GE. Telecom intelligent operation system based on big data grid[J]. Telecommunications science, 2018, 34(6): 153-161. DOI: 10.11959/j.issn.1000-0801.2018167.
Telecom intelligent operation system based on big data grid
提出利用电信大数据平台的优势,创新地利用人工智能的自学习运维模式,通过采集并分析IT系统的海量日志数据主动感知各个 IT 系统节点的运行状态,通过智能图计算和网格星云图直观展示各个 IT 系统节点的影响力、健康度以及依赖关系,利用Keras深度学习框架实现节点故障智能预测,构建电信IT系统大数据网格智能运维体系。
Abstract
Based on the advantages of telecom big data platform
the self-learning operation mode of artificial intelligence was utilized innovatively.The operational status of each IT system nodes were actively perceived by collecting and analyzing the massive log data of IT system.The influence
health and dependence of each IT system nodes were visualized by intelligent graph calculation and grid nebulae graph.The intelligent prediction of node failure was realized by Keras deep learning framework
and the big data grid intelligent operation system of telecom IT system was built.
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