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Timely Status Updates in Slotted ALOHA Networks With Energy Harvesting
April 29, 2024 Β· Entered Twilight Β· π IEEE Transactions on Communications
Repo contents: README.md, approximation.m, exact.m, helpers, optimize_ptx.m, simplified_setting, simulation.m
Authors
Khac-Hoang Ngo, Giuseppe Durisi, Andrea Munari, Francisco LΓ‘zaro, Alexandre Graell i Amat
arXiv ID
2404.18990
Category
cs.IT: Information Theory
Cross-listed
eess.SP
Citations
6
Venue
IEEE Transactions on Communications
Repository
https://github.com/khachoang1412/AoI_slottedALOHA_energyHarvesting
β 8
Last Checked
3 months ago
Abstract
We investigate the age of information (AoI) in a scenario where energy-harvesting devices send status updates to a gateway following the slotted ALOHA protocol and receive no feedback. We let the devices adjust the transmission probabilities based on their current battery level. Using a Markovian analysis, we derive analytically the average AoI. We further provide an approximate analysis for accurate and easy-to-compute approximations of both the average AoI and the age-violation probability (AVP), i.e., the probability that the AoI exceeds a given threshold. We also analyze the average throughput. Via numerical results, we investigate two baseline strategies: transmit a new update whenever possible to exploit every opportunity to reduce the AoI, and transmit only when sufficient energy is available to increase the chance of successful decoding. The two strategies are beneficial for low and high update-generation rates, respectively. We show that an optimized policy that balances the two strategies outperforms them significantly in terms of both AoI metrics and throughput. Finally, we show the benefit of decoding multiple packets in a slot using successive interference cancellation and adapting the transmission probability based on both the current battery level and the time elapsed since the last transmission.
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