Network Functional Compression for Control Applications

10/26/2022
by   Sifat Rezwan, et al.
0

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 a distributed cascade fashion can achieve more significant compression rates while reducing computational costs.

READ FULL TEXT
research
07/20/2019

Next Generation Resilient Cyber-Physical Systems

Cyber-Physical Systems (CPS) consist of distributed engineered environme...
research
01/24/2022

A Machine Learning Framework for Distributed Functional Compression over Wireless Channels in IoT

IoT devices generating enormous data and state-of-the-art machine learni...
research
02/08/2020

BLCS: Brain-Like based Distributed Control Security in Cyber Physical Systems

Cyber-physical system (CPS) has operated, controlled and coordinated the...
research
08/17/2020

An Architectural Design for Measurement Uncertainty Evaluation in Cyber-Physical Systems

Several use cases from the areas of manufacturing and process industry, ...
research
05/31/2023

Semantic-Functional Communications in Cyber-Physical Systems

This paper explores the use of semantic knowledge inherent in the cyber-...
research
04/03/2023

Resilient Cloud Control System: Realizing resilient cloud-based optimal control for cyber-physical systems

The transformation to smart factories and the automation of mobile robot...
research
09/21/2021

Towards cyber-physical systems robust to communication delays: A differential game approach

Collaboration between interconnected cyber-physical systems is becoming ...

Please sign up or login with your details

Forgot password? Click here to reset