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Computer Science > Networking and Internet Architecture

arXiv:2210.14819 (cs)
[Submitted on 26 Oct 2022]

Title:Network Functional Compression for Control Applications

Authors:Sifat Rezwan, Juan A. Cabrera, Frank H. P. Fitzek
View a PDF of the paper titled Network Functional Compression for Control Applications, by Sifat Rezwan and 2 other authors
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Abstract:The trend of future communication systems is to aim for the steering and control of cyber physical systems. These systems can quickly become congested in environments like those presented in Industry 4.0. In these scenarios, a plethora of sensor data is transmitted wirelessly to multiple in network controllers that compute the control functions of the cyber physical systems. In this paper, we show an implementation of network Functional Compression (FC) as a proof of concept to drastically reduce the data traffic in these scenarios. FC is a form of goal-oriented communication scheme in which the objective of the sender receiver pair is to transmit the minimum amount of information to compute a function at the receiver end. In our scenario, the senders transmit an encoded and compressed version of the sensor data to a destination, an in-network controller interested in computing as its target function, a PID controller. We show that it is possible to achieve compression rates of over 50% in some cases by employing FC. We also show that using FC in a distributed cascade fashion can achieve more significant compression rates while reducing computational costs.
Subjects: Networking and Internet Architecture (cs.NI)
Cite as: arXiv:2210.14819 [cs.NI]
  (or arXiv:2210.14819v1 [cs.NI] for this version)
  https://doi.org/10.48550/arXiv.2210.14819
arXiv-issued DOI via DataCite

Submission history

From: Sifat Rezwan [view email]
[v1] Wed, 26 Oct 2022 16:08:22 UTC (5,081 KB)
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