Two-Scale Stochastic Control for Integrated Multipoint Communication Systems With Renewables
Two-Scale Stochastic Control for Integrated Multipoint Communication Systems With Renewables
复制标题
可再生能源集成多点通信系统的两尺度随机控制
DOI:
10.1109/tsg.2016.2601073
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发表时间:
2018-05
影响因子:
9.6
通讯作者:
Georgios B. Giannakis
中科院分区:
文献类型:
--
作者:
Xin Wang;Xiaojing Chen;Tianyi Chen;Longbo Huang;Georgios B. Giannakis
Increasing threats of global warming and climate changes call for an energy-efficient and sustainable design of future wireless communication systems. To this end, a novel two-scale stochastic control framework is put forth for smart-grid powered coordinated multi-point (CoMP) systems. Taking into account renewable energy sources, dynamic pricing, two-way energy trading facilities, and imperfect energy storage devices, the energy management task is formulated as an infinite-horizon optimization problem minimizing the time-averaged energy transaction cost, subject to the users’ quality of service requirements. Leveraging the Lyapunov optimization approach as well as the stochastic subgradient method, a two-scale online control (TS-OC) approach is developed for the resultant smart-grid powered CoMP systems. Using only historical data, the proposed TS-OC makes online control decisions at two timescales, and features a provably feasible and asymptotically near-optimal solution. Numerical tests further corroborate the theoretical analysis, and demonstrate the merits of the proposed approach.
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通讯作者:
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影响因子:
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