Online Precoding for Energy Harvesting Transmitter With Finite-Alphabet Inputs and Statistical CSI

被引:12
|
作者
Zeng, Weiliang [1 ,2 ]
Zheng, Yahong Rosa [3 ]
Xiao, Chengshan [3 ]
机构
[1] Missouri Univ Sci & Technol, Rolla, MO 65409 USA
[2] Qualcomm Inc, Div Corp R&D, San Diego, CA 92121 USA
[3] Missouri Univ Sci & Technol, Dept Elect & Comp Engn, Rolla, MO 65409 USA
基金
美国国家科学基金会;
关键词
Energy harvesting; finite-alphabet inputs; multiple-input multiple-output (MIMO); online precoding; statistical channel state information (CSI); stochastic dynamic programming (SDP); OPTIMUM POWER ALLOCATION; PERFORMANCE ANALYSIS; GAUSSIAN CHANNELS; WIRELESS SYSTEMS; FADING CHANNELS; MIMO; DESIGN; MOBILE; MODEL;
D O I
10.1109/TVT.2015.2453990
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper considers an online multiantenna precoder design for energy harvesting transmitter based on finite-alphabet inputs and statistical channel state information (CSI). It formulates the problem by maximizing the sum of average mutual information (AMI) of multiple time slots in one channel frame with causal energy constraint. The formulated problem is a 2N(t)(2)-dimensional stochastic dynamic programming (SDP) problem with a nonconcave objective function, where Nt is the number of transmit antennas. The 2N(t)(2)-dimensional SDP problem is prohibitively complex and prevents the development of online algorithm for multiantenna systems. We provide equivalence between the multidimensional SDP problem and a one-dimensional power choice problem. Solving the one-dimensional equivalence decreases the computational burden extraordinarily without loss of optimality. We separate the one-dimensional problem into two cases: 1) the discrete-battery-state-discrete-power-choice (DBDP) problem and 2) the continuous-battery-state-continuous-power-choice (CBCP) problem. We also develop numerical algorithms to solve them, respectively. We further analyze the computational complexity of the developed algorithms and demonstrate the significant performance gains offered by the proposed method when compared with other methods.
引用
收藏
页码:5287 / 5302
页数:16
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