Integrated Communication and Control Systems: A Data Significance Perspective

02/03/2023
by   Stefan Roth, et al.
0

The interconnected smart devices and industrial internet of things devices require low-latency communication to fulfill control objectives despite limited resources. In essence, such devices have a time-critical nature but also require a highly accurate data input based on its significance. In this paper, we investigate various coordinated and distributed semantic scheduling schemes with a data significance perspective. In particular, novel algorithms are proposed to analyze the benefit of such schemes for the significance in terms of estimation accuracy. Then, we derive the bounds of the achievable estimation accuracy. Our numerical results showcase the superiority of semantic scheduling policies that adopt an integrated control and communication strategy. In essence, such policies can reduce the weighted sum of mean squared errors compared to traditional policies.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
07/17/2022

An Intelligent Deterministic Scheduling Method for Ultra-Low Latency Communication in Edge Enabled Industrial Internet of Things

Edge enabled Industrial Internet of Things (IIoT) platform is of great s...
research
01/28/2020

Update Aware Device Scheduling for Federated Learning at the Wireless Edge

We study federated learning (FL) at the wireless edge, where power-limit...
research
11/05/2021

Mean-Field Approximation based Scheduling for Broadcast Channels with Massive Receivers

The emerging Industrial Internet of Things (IIoT) is driving an ever inc...
research
11/22/2022

Resource Allocation for Uplink Cell-Free Massive MIMO enabled URLLC in a Smart Factory

Smart factories need to support the simultaneous communication of multip...
research
08/05/2021

User Scheduling for Federated Learning Through Over-the-Air Computation

A new machine learning (ML) technique termed as federated learning (FL) ...
research
10/03/2022

Deep Learning for Wireless Networked Systems: a joint Estimation-Control-Scheduling Approach

Wireless networked control system (WNCS) connecting sensors, controllers...
research
06/11/2023

Analysis of a contention-based approach over 5G NR for Federated Learning in an Industrial Internet of Things scenario

The growing interest in new applications involving co-located heterogene...

Please sign up or login with your details

Forgot password? Click here to reset