TY - GEN
T1 - Timely and Energy-Efficient Multi-Step Update Processing
AU - Ramani, Vishakha
AU - Seskar, Ivan
AU - Yates, Roy D.
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - This work explores systems that deliver source updates requiring multiple sequential processing steps. We model and analyze the Age of Information (AoI) performance of various system designs under both parallel and series server setups. In parallel setups, each processor executes all computation steps with multiple processors working in parallel, while in series setups, each processor performs a specific step in sequence. In practice, processing faster is better in terms of age but it also consumes more power. To address this age-power trade-off, we formulate and solve an optimization problem to determine the optimal service rates for each processing step under a given power budget. Our analysis focuses on a special case where updates require two computational steps. The results show that the service rate of the second step should generally be faster than that of the first step to achieve minimum AoI and reduce power wastage. Furthermore, parallel processing is found to offer a better age-power trade-off compared to series processing.
AB - This work explores systems that deliver source updates requiring multiple sequential processing steps. We model and analyze the Age of Information (AoI) performance of various system designs under both parallel and series server setups. In parallel setups, each processor executes all computation steps with multiple processors working in parallel, while in series setups, each processor performs a specific step in sequence. In practice, processing faster is better in terms of age but it also consumes more power. To address this age-power trade-off, we formulate and solve an optimization problem to determine the optimal service rates for each processing step under a given power budget. Our analysis focuses on a special case where updates require two computational steps. The results show that the service rate of the second step should generally be faster than that of the first step to achieve minimum AoI and reduce power wastage. Furthermore, parallel processing is found to offer a better age-power trade-off compared to series processing.
UR - http://www.scopus.com/inward/record.url?scp=105002678632&partnerID=8YFLogxK
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U2 - 10.1109/IEEECONF60004.2024.10943018
DO - 10.1109/IEEECONF60004.2024.10943018
M3 - Conference contribution
AN - SCOPUS:105002678632
T3 - Conference Record - Asilomar Conference on Signals, Systems and Computers
SP - 116
EP - 120
BT - Conference Record of the 58th Asilomar Conference on Signals, Systems and Computers, ACSSC 2024
A2 - Matthews, Michael B.
PB - IEEE Computer Society
T2 - 58th Asilomar Conference on Signals, Systems and Computers, ACSSC 2024
Y2 - 27 October 2024 through 30 October 2024
ER -