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A Hybrid Handover Forecasting Mechanism Based on Fuzzy Forecasting Model in Cellular Networks 被引量:1

A Hybrid Handover Forecasting Mechanism Based on Fuzzy Forecasting Model in Cellular Networks
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摘要 As the increasing demand for mobile communications and the shrinking of the coverage of cells, handover mechanism will play an important role in future wireless networks to provide users with seamless mobile communication services. In order to guarantee the user experience, the handover decision should be made timely and reasonably. To achieve this goal, this paper presents a hybrid handover forecasting mechanism, which contains long-term and short-term forecasting models. The proposed mechanism could cooperate with the standard mechanisms, and improve the performance of standard handover decision mechanisms. Since most of the parameters involved are imprecise, fuzzy forecasting model is applied for dealing with predictions of them. The numerical results indicate that the mechanism could significantly decrease the rate of ping-pong handover and the rate of handover failure. As the increasing demand for mobile communications and the shrinking of the coverage of cells, handover mechanism will play an important role in future wireless networks to provide users with seamless mobile communication services. In order to guarantee the user experience, the handover decision should be made timely and reasonably. To achieve this goal, this paper presents a hybrid handover forecasting mechanism, which contains long-term and short-term forecasting models. The proposed mechanism could cooperate with the standard mechanisms, and improve the performance of standard handover decision mechanisms. Since most of the parameters involved are imprecise, fuzzy forecasting model is applied for dealing with predictions of them. The numerical results indicate that the mechanism could significantly decrease the rate of ping-pong handover and the rate of handover failure.
出处 《China Communications》 SCIE CSCD 2018年第6期84-97,共14页 中国通信(英文版)
基金 supported in part by the National Major Project under Grant No.2018ZX030001016 the National Natural Science Foundation of China under Grant No.61371092 the China Mobile Program of Ministry of Education under Grants No.MCM20150102
关键词 预报机制 模糊预报 无线网络 混合 模型基 细胞 通讯服务 用户经验 handover forecasting mechanism fuzzy forecasting model long-term forecasting model short-term forecasting model
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