TY - JOUR
T1 - Intelligent Resource Allocation in Wireless Communications Systems
AU - Lee, Woongsup
AU - Jo, Ohyun
AU - Kim, Minhoe
N1 - Publisher Copyright:
© 1979-2012 IEEE.
PY - 2020/1
Y1 - 2020/1
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85078174813&partnerID=8YFLogxK
U2 - 10.1109/MCOM.001.1900199
DO - 10.1109/MCOM.001.1900199
M3 - Article
AN - SCOPUS:85078174813
SN - 0163-6804
VL - 58
SP - 100
EP - 105
JO - IEEE Communications Magazine
JF - IEEE Communications Magazine
IS - 1
M1 - 8961912
ER -