TY - JOUR
T1 - Peak Age of Information Distribution for Edge Computing with Wireless Links
AU - Chiariotti, Federico
AU - Vikhorova, Olga
AU - Soret, Beatriz
AU - Popovski, Petar
PY - 2021/5
Y1 - 2021/5
N2 - Age of Information (AoI) is a critical metric for several Internet of Things (IoT) applications, where sensors keep track of the environment by sending updates that need to be as fresh as possible. The development of edge computing solutions has moved the monitoring process closer to the sensor, reducing the communication delays, but the processing time of the edge node needs to be taken into account. Furthermore, a reliable system design in terms of freshness requires the knowledge of the full distribution of the Peak AoI (PAoI), from which the probability of occurrence of rare, but extremely damaging events can be obtained. In this work, we model the communication and computation delay of such a system as two First Come First Serve (FCFS) queues in tandem, analytically deriving the full distribution of the PAoI for the M/M/1 – M/D/1 and the M/M/1 – M/M/1 tandems, which can represent a wide variety of realistic scenarios.
AB - Age of Information (AoI) is a critical metric for several Internet of Things (IoT) applications, where sensors keep track of the environment by sending updates that need to be as fresh as possible. The development of edge computing solutions has moved the monitoring process closer to the sensor, reducing the communication delays, but the processing time of the edge node needs to be taken into account. Furthermore, a reliable system design in terms of freshness requires the knowledge of the full distribution of the Peak AoI (PAoI), from which the probability of occurrence of rare, but extremely damaging events can be obtained. In this work, we model the communication and computation delay of such a system as two First Come First Serve (FCFS) queues in tandem, analytically deriving the full distribution of the PAoI for the M/M/1 – M/D/1 and the M/M/1 – M/M/1 tandems, which can represent a wide variety of realistic scenarios.
KW - Age of Information
KW - Computational modeling
KW - Edge computing
KW - Internet of Things
KW - Measurement
KW - Peak Age of Information
KW - Queueing analysis
KW - Reliability
KW - Sensors
KW - edge computing
KW - queuing networks
UR - http://www.scopus.com/inward/record.url?scp=85099727596&partnerID=8YFLogxK
U2 - 10.1109/TCOMM.2021.3053038
DO - 10.1109/TCOMM.2021.3053038
M3 - Journal article
VL - 69
SP - 3176
EP - 3191
JO - I E E E Transactions on Communications
JF - I E E E Transactions on Communications
SN - 0090-6778
IS - 5
M1 - 9328793
ER -