电磁大数据挖掘分析架构研究

Research on Framework of Electromagnetic Big Data Mining Analysis

架构合理性直接关乎需求实现的复杂度,系统的稳健性与可扩展性。文中针对电磁大数据的特点,首先分析了电磁大数据挖掘分析的处理需求,结合业界技术成果,研究了兼容多种特定业务应用场景的轻量化技术架构;针对电磁大数据存储及挖掘分析关键业务环节,研究了电磁大数据混合存储架构,满足多来源、多属性、多类型、多专业、小样本、开环非配合、博弈规则不确定等典型特征的数据存储治理需求;针对挖掘分析维度多、视角多、不成体系和散乱的现状,提出了电磁大数据挖掘分析模型,旨在指导和规范挖掘应用研究。最后,通过工程实践验证表明本文提出的电磁大数据挖掘分析架构,能够适用于多种应用场景,具有参考和推广应用价值。

Architecture rationality is directly related to the complexity of requirement implementation,the robustness and scalability of the system.According to the characteristics of electromagnetic big data,the processing requirements of electromagnetic big data mining analysis are analyzed.From the aspects of data storage,technical architecture,mining business and so on,the hybrid storage architecture of electromagnetic big data is studied to meet the needs of multi-source,multi-attribute,multi-type and multi-professional data storage governance.The lightweight technology architecture is studied and compatible with a variety of specific business application scenarios.In addition,aiming at the present situation of mining analysis with many dimensions,many perspectives,fragmentation and scattered,this paper puts forward the electromagnetic big data mining analysis model paradigm,which aims to guide and standardize the mining application research.Finally,the practical verification shows that the electromagnetic big data mining analysis architecture is suitable for multi-use scenarios and has reference and reference significance.