On the trade-off between event-based and periodic state estimation under bandwidth constraints

04/02/2023
by   Dominik Baumann, et al.
0

Event-based methods carefully select when to transmit information to enable high-performance control and estimation over resource-constrained communication networks. However, they come at a cost. For instance, event-based communication induces a higher computational load and increases the complexity of the scheduling problem. Thus, in some cases, allocating available slots to agents periodically in circular order may be superior. In this article, we discuss, for a specific example, when the additional complexity of event-based methods is beneficial. We evaluate our analysis in a synthetical example and on 20 simulated cart-pole systems.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
03/24/2017

Event-based State Estimation: An Emulation-based Approach

An event-based state estimation approach for reducing communication in a...
research
07/06/2017

Distributed Event-Based State Estimation for Networked Systems: An LMI-Approach

In this work, a dynamic system is controlled by multiple sensor-actuator...
research
03/05/2018

Event-triggered Learning for Resource-efficient Networked Control

Common event-triggered state estimation (ETSE) algorithms save communica...
research
08/11/2020

Learning Event-triggered Control from Data through Joint Optimization

We present a framework for model-free learning of event-triggered contro...
research
01/19/2019

Resource-aware IoT Control: Saving Communication through Predictive Triggering

The Internet of Things (IoT) interconnects multiple physical devices in ...
research
09/03/2021

Event-Based Communication in Distributed Q-Learning

We present an approach to reduce the communication of information needed...
research
10/13/2022

Chance-Constrained Motion Planning with Event-Triggered Estimation

We consider the problem of autonomous navigation using limited informati...

Please sign up or login with your details

Forgot password? Click here to reset