Bayesian Optimization for Radio Resource Management: Open Loop Power Control
IEEE Journal on Selected Areas in Communications(2021)
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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