朱明

Gender:Male

Alma Mater:大连理工大学

Degree:Master's Degree

School/Department:软件学院、国际信息与软件学院

Discipline:Computer Applied Technology. Communication and Information Systems

Contact Information:0411-62274436

E-Mail:zhuming@dlut.edu.cn


Paper Publications

A Sociality-Aware Online AP Association Algorithm Based on Spectral Clustering

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Indexed by:会议论文

Date of Publication:2015-05-03

Included Journals:EI、CPCI-S、Scopus

Volume:2015-June

Issue:June

Page Number:830-835

Abstract:Imbalanced load distribution among multiple APs (access points) has become a serious problem in enterprise WLANs. Load imbalance causes inefficiency of network usage and unreasonable resource allocation. We find that users tend to come and leave together, which can lead to fluctuation of network load. We propose a novel online AP allocation scheme (ASC) to keep load balanced when users come and leave together. We study the homophily of users in social network, where users with tight social relationships will have more similar network usage and more opportunity to leave in union. When users come, we collect user data first, then we adopt the spectral clustering to classify users according to the collected user data. The controller distribute users from the same cluster to different APs. Through the simulation, we find that our scheme improve the overall balancing performance by at least 22% compared with the least load first selection algorithm (LLF) and 58% compared with random selection algorithm (RS).

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Next One:UPMAC: A Localized Load-Adaptive MAC Protocol for Underwater Acoustic Networks, 2015,99(PP):1-8