Intelligent Resource Allocation in Wireless Communications Systems

Woongsup Lee; Ohyun Jo; Minhoe Kim

doi:10.1109/MCOM.001.1900199

Intelligent Resource Allocation in Wireless Communications Systems

Woongsup Lee, Ohyun Jo, Minhoe Kim

Graduate School of Information

Research output: Contribution to journal › Article › peer-review

Abstract

The emergence of DL represents a potential paradigm shift in the design of WCS, from conventional handcrafted schemes based on mathematical models with assumptions, to autonomous schemes based on DL using large sets of data. In this article, we discuss the essential elements of DL and investigate an intelligent RA scheme based on a DNN, in which multiple goals with various constraints can be satisfied through DL. Having confirmed the optimality and feasibility of DNN-based RA through simulation, we discuss some of the key technical challenges that remain problematic for the application of DL in the practical application of WCS.

Original language	English
Article number	8961912
Pages (from-to)	100-105
Number of pages	6
Journal	IEEE Communications Magazine
Volume	58
Issue number	1
DOIs	https://doi.org/10.1109/MCOM.001.1900199
Publication status	Published - 2020 Jan

Bibliographical note

Funding Information:
This research was supported by the Basic Science Research Program through the National Research Foundation of Korea(NRF) funded by the Ministry of Education(NRF-2018R1D1A1B07040796).

Publisher Copyright:
© 1979-2012 IEEE.

All Science Journal Classification (ASJC) codes

Computer Science Applications
Computer Networks and Communications
Electrical and Electronic Engineering

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10.1109/MCOM.001.1900199

Cite this

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Intelligent Resource Allocation in Wireless Communications Systems

Abstract

Bibliographical note

All Science Journal Classification (ASJC) codes

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