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  4. Interconnection between communication and suboptimality for distributed control systems
 
Zitierlink DOI
10.26092/elib/506

Interconnection between communication and suboptimality for distributed control systems

Veröffentlichungsdatum
2021-03-18
Autoren
Sprodowski, Tobias  
Betreuer
Frese, Udo  
Gutachter
Pannek, Jürgen  
Zusammenfassung
Distributed systems are present in every day's life: For example, distributed systems occur in the form of the internet, system architectures utilising edge computing, robotic scenarios in manufacturing processes, or the upcoming spreading of autonomous, connected vehicles.
Distributed systems require a coordination or communication mechanism and an appropriate choice of control methods. Here, the Distributed Model Predictive Control scheme was applied in various application fields such as process control, robotic scenarios and traffic scenarios. As these robotic or traffic scenarios as examples for distributed systems encounter a high changing dynamic, the chosen coordination and communication mechanism should be efficient due to necessary synchronisation between the subsystems.
A non-cooperative setting is examined, where each subsystem follows an individual target and has to exchange information steadily to ensure first and foremost collision avoidance. With utilisation of wireless communication resources and their finite bandwidth, this work present methods to attenuate the communication effort between the subsystems. Based on a quantisation implemented on the communication exchange between the subsystems, it is shown that each subsystems achieves their assigned target, i.e. the overall system still converge. The improvements for the communication load is presented and for a robotic scenario convergence is shown utilising a weaker assumption than terminal constraints. Additionally, to improve convergence, dynamic priority rules are introduced, which calculate an dynamic optimisation order for the subsystems, where different schemes are utilised: While the first is based on a simple sort based on a priority criterion in every time instant, the latter prevents deadlocks and examine additionally concurrent execution of the subsystems. We close with an overview of possible applications and transformation to other scenarios and give an outlook on further developments.
Schlagwörter
Distributed Model Predictive Control

; 

Optimal Control

; 

Distributed Systems

; 

Quantization

; 

Priority rules

; 

Convergence
Institution
Universität Bremen  
Fachbereich
Fachbereich 03: Mathematik/Informatik (FB 03)  
Dokumenttyp
Dissertation
Zweitveröffentlichung
Nein
Lizenz
http://creativecommons.org/licenses/by/3.0/de/
Sprache
Englisch
Dateien
Lade...
Vorschaubild
Name

thesis.pdf

Description
Dissertation of Tobias Sprodowski
Size

5.28 MB

Format

Adobe PDF

Checksum

(MD5):aabc849dcb8ff827c25a22b58acd28bc

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