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Семинар СМиГО: Smart Resource Allocation with Concurrent Learning Scheme for Heterogeneous LTE Smallcell Networks
Вторник 06 Декабрь 2016, 18:30 - 20:00
Хиты : 80
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Докладчик: Bykov E.M. (MIPT)
Тема: Smart Resource Allocation with Concurrent Learning Scheme for Heterogeneous LTE Smallcell Networks
Аннотация:
We propose a distributed multi-agent strategy, where small cells locally control resource usage to maximise the overall system capacity. The main goal is to provide each cell with the ability to make its decision autonomously while taking into account the resource occupation of the surrounding cells. We study the coexistence with non-cooperative macro-environment and propose a mechanism to increase the efficiency of Q-learning with a smart safe-shift procedure. We illustrate the application of this distributed learning strategy for the subband allocation and propose several mechanisms to improve the convergence speed in the absence of communication.
Тема: Smart Resource Allocation with Concurrent Learning Scheme for Heterogeneous LTE Smallcell Networks
Аннотация:
We propose a distributed multi-agent strategy, where small cells locally control resource usage to maximise the overall system capacity. The main goal is to provide each cell with the ability to make its decision autonomously while taking into account the resource occupation of the surrounding cells. We study the coexistence with non-cooperative macro-environment and propose a mechanism to increase the efficiency of Q-learning with a smart safe-shift procedure. We illustrate the application of this distributed learning strategy for the subband allocation and propose several mechanisms to improve the convergence speed in the absence of communication.
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