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Where freshness matters in the control loop: Mixed age-of-information and event-based co-design for multi-loop networked control systems
KTH, School of Electrical Engineering and Computer Science (EECS), Intelligent systems, Decision and Control Systems (Automatic Control).ORCID iD: 0000-0001-5255-0352
KTH, School of Electrical Engineering and Computer Science (EECS), Intelligent systems, Information Science and Engineering.ORCID iD: 0000-0002-5127-8497
KTH, School of Electrical Engineering and Computer Science (EECS), Intelligent systems, Information Science and Engineering.ORCID iD: 0000-0001-6682-6559
KTH, School of Electrical Engineering and Computer Science (EECS), Intelligent systems, Decision and Control Systems (Automatic Control).ORCID iD: 0000-0001-9940-5929
2020 (English)In: Journal of Sensor and Actuator Networks, E-ISSN 2224-2708, Vol. 9, no 3, article id 43Article in journal (Refereed) Published
Abstract [en]

In the design of multi-loop Networked Control Systems (NCSs), wherein each control system is characterized by heterogeneous dynamics and associated with a certain set of timing specifications, appropriate metrics need to be employed for the synthesis of control and networking policies to efficiently respond to the requirements of each control loop. The majority of the design approaches for sampling, scheduling, and control policies include either time-based or event-based metrics to perform pertinent actions in response to the changes of the parameters of interest. We specifically focus in this article on Age-of-Information (AoI) as a recently-developed time-based metric and threshold-based triggering function as a generic Event-Triggered (ET) metric. We consider multiple heterogeneous stochastic linear control systems that close their feedback loops over a shared communication network. We investigate the co-design across the NCS and discuss the pros and cons with the AoI and ET approaches in terms of asymptotic control performance measured by Linear-Quadratic Gaussian (LQG) cost functions. In particular, sampling and scheduling policies combining AoI and stochastic ET metrics are proposed. It is argued that pure AoI functions that generate decision variables solely upon minimizing the average age irrespective of control systems dynamics may not be able to improve the overall NCS performance even compared with purely randomized policies. Our theoretical analysis is validated through several simulation scenarios.

Place, publisher, year, edition, pages
MDPI AG , 2020. Vol. 9, no 3, article id 43
Keywords [en]
Age-of-information, Asymptotic performance, Estimation error, Event-triggered sampling, Networked control systems, Resource constraint, Scheduling architecture
National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
URN: urn:nbn:se:kth:diva-290858DOI: 10.3390/JSAN9030043ISI: 000578129000001Scopus ID: 2-s2.0-85095127437OAI: oai:DiVA.org:kth-290858DiVA, id: diva2:1537556
Note

QC 20210316

Available from: 2021-03-16 Created: 2021-03-16 Last updated: 2022-06-25Bibliographically approved

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Mamduhi, Mohammad H.Champati, Jaya PrakashGross, JamesJohansson, Karl H.

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