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Luo Z.,Shanghai JiaoTong University | Ding M.,National ICT Information and Communications Technology Australia | Luo H.,Shanghai JiaoTong University | Luo H.,Shanghai Normal University
IEEE Communications Letters | Year: 2015

In this letter, we propose a novel component carrier on/off scheduling scheme using the learning-based prediction for LTE in the unlicensed spectrum. Particularly, we use Lyapunov optimization to improve the performance of packet throughput and energy consumption, and use Vapnik-Chervonenkis theory to analyze the gap between the predicted optimal value and the practical one. The simulation results show that the proposed scheme can deliver good trade-off between packet throughput and energy consumption by turning off some carrier components, especially when the traffic load is not high. © 2015 IEEE. Source

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