教授
招生学科专业:
信息与通信工程 -- 【招收博士、硕士研究生】 -- 电子信息工程学院
电子信息 -- 【招收博士、硕士研究生】 -- 电子信息工程学院
计算机科学与技术 -- 【招收博士、硕士研究生】 -- 计算机科学与技术学院
电子信息 -- 【招收博士、硕士研究生】 -- 计算机科学与技术学院
毕业院校:中国人民解放军理工大学
学历:通信工程学院
学位:工学博士学位
所在单位:电子信息工程学院
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所属单位:电子信息工程学院
发表刊物:IEEE ACCESS
关键字:Traffic offloading MAB WiFi contact duration
摘要:Due to the simplicity of implementation, user-initiated Wi-Fi offloading becomes more and more popular, and naturally the benefits of users become the main optimization goal. We notice the inter-contact and intra-contact durations could be uncertain in reality by reason of the user mobility and network dynamics. The two uncertain durations can cause great impact on the benefit of users; however, they were either ignored or simply assumed to be deterministic in most previous works. In this paper, for the first time, we study Wi-Fi offloading problem with uncertain contact durations. The aim is to guarantee the benefit of users (delay and payment) without damaging operator's benefit (amount of the offloaded traffic) at the same time. We propose a multi-armed bandit (MAB)-based online offloading scheme (MABOO) to solve the problem and prove the near-optimality of MABOO in terms of the utility theoretically. Extensive simulations show that MABOO always approaches the optimal scheme and achieves higher utility as well as offloads more traffic compared with the minimal payment and on-the-spot-offloading schemes.
ISSN号:2169-3536
是否译文:否
发表时间:2018-01-01
合写作者:Dong, Chao,Li, Zhimin,Qu, Yuben,Tang, Shaojie,Qin, Zhen
通讯作者:Li, Zhimin,吴启晖