Optimizing Information Freshness Through Computation–Transmission Tradeoff and Queue Management in Edge Computing
نویسندگان
چکیده
Edge computing applications typically require generated data to be preprocessed at the source and then transmitted an edge server. In such cases, transmission time preprocessing are coupled, yielding a tradeoff between them achieve targeted objective. This paper presents analysis of system with objective optimizing freshness received We model this as two queues in tandem whose service times independent but is monotonically dependent on computation mean value. dependence captures natural decrease due lower offloaded computation. analyze various queue management schemes where compute has single server, Poisson packet arrivals, general no extra buffer save incoming packets. The transmit server receiving packets from memoryless time. consider forms: (i) No (ii) One unit last come first serve discarding. non-preemptive well preemptive cases. perform stationary distribution obtain closed form expressions for average age information (AoI) peak AoI. Our numerical results illustrate analytical findings how could traded off optimize AoI reveal consequent
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ژورنال
عنوان ژورنال: IEEE ACM Transactions on Networking
سال: 2021
ISSN: ['1063-6692', '1558-2566']
DOI: https://doi.org/10.1109/tnet.2021.3053937