TY - JOUR
T1 - Opportunistic scheduling revisited using restless bandits
T2 - 2017 IEEE Global Communications Conference, GLOBECOM 2017
AU - Wang, Kehao
AU - Yu, Jihong
AU - Chen, Lin
AU - Win, Moe
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2017
Y1 - 2017
N2 - We investigate the opportunistic scheduling problem where a server opportunistically serves multiple classes of users under time varying multi-state Markovian channels. The aim of the server is to find an optimal policy minimizing the average waiting cost of users. Mathematically, the problem can be cast to a restless bandit one, and a pivot to solve restless bandit by index policy is to establish indexability. We mathematically propose a set of sufficient conditions on channel state transition matrix, and consequently, the index policy is feasible. Our work consists of a small step toward solving the opportunistic scheduling problem in its generic form involving multi-state Markovian channels and multi-class users.
AB - We investigate the opportunistic scheduling problem where a server opportunistically serves multiple classes of users under time varying multi-state Markovian channels. The aim of the server is to find an optimal policy minimizing the average waiting cost of users. Mathematically, the problem can be cast to a restless bandit one, and a pivot to solve restless bandit by index policy is to establish indexability. We mathematically propose a set of sufficient conditions on channel state transition matrix, and consequently, the index policy is feasible. Our work consists of a small step toward solving the opportunistic scheduling problem in its generic form involving multi-state Markovian channels and multi-class users.
KW - Indexability
KW - Performance evaluation
KW - Restless bandit
KW - Stochastic scheduling
UR - http://www.scopus.com/inward/record.url?scp=85046345391&partnerID=8YFLogxK
U2 - 10.1109/GLOCOM.2017.8254159
DO - 10.1109/GLOCOM.2017.8254159
M3 - Conference article
AN - SCOPUS:85046345391
SN - 2334-0983
VL - 2018-January
SP - 1
EP - 6
JO - Proceedings - IEEE Global Communications Conference, GLOBECOM
JF - Proceedings - IEEE Global Communications Conference, GLOBECOM
Y2 - 4 December 2017 through 8 December 2017
ER -