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翟象平

副教授 硕士生导师

招生学科专业:
计算机科学与技术 -- 【招收硕士研究生】 -- 计算机科学与技术学院
软件工程 -- 【招收硕士研究生】 -- 计算机科学与技术学院
电子信息 -- 【招收硕士研究生】 -- 计算机科学与技术学院

性别:男

毕业院校:香港城市大学

学历:香港城市大学

学位:哲学博士学位

所在单位:计算机科学与技术学院/人工智能学院/软件学院

办公地点:计算机学院-226

联系方式:http://smartworkware.com/blueice

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Transmit Beamforming and Power Control for Optimizing the Outage Probability Fairness in MISO Networks

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所属单位:计算机科学与技术学院/人工智能学院/软件学院

发表刊物:IEEE TRANSACTIONS ON COMMUNICATIONS

关键字:Outage probability power control transmit beamforming statistical channel information nonlinear Perron-Frobenius theory wireless networks

摘要:This paper studies the joint beamforming and power control in a multiuser multi-input single-output network by utilizing the only statistical channel distribution information. Such information consists of slowly varying covariance matrices in the beamforming network that can be employed to reduce instantaneous feedback overhead in transmission. Utilizing solely the statistical channel information, we study how to minimize the maximum outage probability under a weighted sum power constraint that guarantees max-min fairness to all users. This problem is, however, generally hard to solve due to the nonconvexity and nonlinear coupling between beamformer and power variables. First, assuming a fixed beamformer set, we use the nonlinear Perron-Frobenius theory to design a decentralized algorithm with provable geometrically fast convergence rate to compute the optimal power. Then, for the general case, we examine a certainty-equivalent margin counterpart with outage-mapped thresholds that incorporate the statistical channel information. We show that a network duality for this certainty-equivalent problem can be useful to decouple the coupling between the beamformer and power variables. This nonlinear Perron-Frobenius theory motivated approach yields a feasible beamformer and power allocation that are near-optimal as compared to Monte Carlo averaging simulations.

ISSN号:0090-6778

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发表时间:2017-02-01

合写作者:Tan, Chee Wei,Huang, Yichao,Rao, Bhaskar D.

通讯作者:翟象平

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