TY - JOUR
T1 - On the Resource Consumption of M2M Random Access
T2 - Efficiency and Pareto Optimality
AU - Vilgelm, Mikhail
AU - Rueda Linares, Sergio
AU - Kellerer, Wolfgang
N1 - Publisher Copyright:
© 2012 IEEE.
PY - 2019/6
Y1 - 2019/6
N2 - The advent of machine-to-machine communication has sparked a new wave of interest to random access protocols, especially in application to LTE random access (RA). By analogy with classical slotted ALOHA, state-of-the-art models LTE RA as a multichannel slotted ALOHA. In this letter, we direct the attention to the resource consumption of RA. We show that the consumption is a random variable dependent on the contention parameters. We consider two approaches to include the consumption into RA optimization: by defining resource efficiency and by the means of a bi-objective optimization, where resource consumption and throughput are the competing objectives. We then develop the algorithm to obtain Pareto-optimal RA configuration under resource constraint. We show that the algorithm achieves lower burst resolution delay and higher throughput than the state-of-the-art.
AB - The advent of machine-to-machine communication has sparked a new wave of interest to random access protocols, especially in application to LTE random access (RA). By analogy with classical slotted ALOHA, state-of-the-art models LTE RA as a multichannel slotted ALOHA. In this letter, we direct the attention to the resource consumption of RA. We show that the consumption is a random variable dependent on the contention parameters. We consider two approaches to include the consumption into RA optimization: by defining resource efficiency and by the means of a bi-objective optimization, where resource consumption and throughput are the competing objectives. We then develop the algorithm to obtain Pareto-optimal RA configuration under resource constraint. We show that the algorithm achieves lower burst resolution delay and higher throughput than the state-of-the-art.
KW - 5G
KW - Pareto optimization
KW - machine-to-machine communication
KW - radio access networks
UR - http://www.scopus.com/inward/record.url?scp=85058898336&partnerID=8YFLogxK
U2 - 10.1109/LWC.2018.2886892
DO - 10.1109/LWC.2018.2886892
M3 - Article
AN - SCOPUS:85058898336
SN - 2162-2337
VL - 8
SP - 709
EP - 712
JO - IEEE Wireless Communications Letters
JF - IEEE Wireless Communications Letters
IS - 3
M1 - 8576592
ER -