服务器通信网络中的业务系统发现方法研究
Research on business system discovery method in server communication network
本文针对服务器集群的通信网络进行分析,通过复杂网络的分析方法从杂乱无章的通信网络中发现出一个个独立的业务服务器集群。服务器是应用的物理载体,服务器之间的业务耦合关系会直接反映在它们之间的通信连接上。由于同一业务系统内部服务器之间的业务关系是相对错综复杂,而内外之间的业务的关系相对单一。因此,服务器通信网络中的业务系统发现问题就可看成网络社区划分问题。本文针对服务器通信网络这一问题背景,提出了一种网络建模方案,以及从标签数据中学习知识的方法。通过与常规的机器学习方法进行对比,证明了我们提出的关系权值的学习模型能够提高社区划分准确性。
Based on the analysis we did on servers' communication network, we hope to find out the real individual business system consist of several servers from the massive and complicated communication network, by using method on complex network. Server is a physical carrier of applications, the business relationship between servers is directly reflected in the connections build by each of them. Because of the relations in one is relatively complex, but the relationship between the inside and outside is relatively sample. So finding out the business systems in a server communication network is a typical community detection problem. For this purpose, we presents a network modeling scheme, and the way to learn knowledge from the tag data. By comparing with the conventional methods of machine learning, proves that the weights learning model on relations of the servers we raised can improve the results of community detection algorithms.
林友芳、黄文华
通信
计算机应用技术社区划分通信网络网络建模带权网络
echnologyof Computer ApplicationCommunity DetectionCommunication NetworkNetwork ModelWeighted Network
林友芳,黄文华.服务器通信网络中的业务系统发现方法研究[EB/OL].(2015-12-30)[2025-08-16].http://www.paper.edu.cn/releasepaper/content/201512-1426.点此复制
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