Bayesian Optimization for Radio Resource Management: Open Loop Power Control

IEEE Journal on Selected Areas in Communications(2021)

引用 31|浏览19
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摘要
We provide the reader with an accessible yet rigorous introduction to Bayesian optimisation with Gaussian processes (BOGP) for the purpose of solving a wide variety of radio resource management (RRM) problems. We believe that BOGP is a powerful tool that has been somewhat overlooked in RRM research, although it elegantly addresses pressing requirements for fast convergence, safe exploration, and i...
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关键词
Optimization,Convergence,Bayes methods,Resource management,System performance,Power control,Uplink
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