Data-Driven Adaptive Dispatching Policies for Processing Networks
Bencherki, Fethi LU and Rantzer, Anders LU
(2024)
In IEEE Control Systems Letters
8.
- Abstract
- This letter presents and analyzes an adaptive data-driven controller that learns the optimal processing rate in a multi-unit processing network in the presence of disturbances. We formulate an optimization problem of linear cost, linear dynamics for the processing network model and an affine constraint on the dispatcher policy. A data-driven linear equation is constructed, based on which the online dispatcher policy is updated. An upper bound on the gap between the optimal cost and the cost incurred by the data-driven controller is extracted.
Please use this url to cite or link to this publication:
https://lup.lub.lu.se/record/3a073f1b-b302-418d-bf04-4ca00ada7a7e
- author
- Bencherki, Fethi
LU
and Rantzer, Anders
LU
- organization
- publishing date
- 2024-12-12
- type
- Contribution to journal
- publication status
- published
- subject
- in
- IEEE Control Systems Letters
- volume
- 8
- article number
- 2841-2846
- pages
- 6 pages
- publisher
- IEEE - Institute of Electrical and Electronics Engineers Inc.
- external identifiers
-
- scopus:85212779049
- ISSN
- 2475-1456
- DOI
- 10.1109/LCSYS.2024.3516637
- project
- Dynamics of Complex Socio-Technological Network Systems
- language
- English
- LU publication?
- yes
- id
- 3a073f1b-b302-418d-bf04-4ca00ada7a7e
- alternative location
- https://ieeexplore.ieee.org/document/10794679/
- date added to LUP
- 2024-12-12 10:58:26
- date last changed
- 2025-04-04 14:38:06
@article{3a073f1b-b302-418d-bf04-4ca00ada7a7e,
abstract = {{This letter presents and analyzes an adaptive data-driven controller that learns the optimal processing rate in a multi-unit processing network in the presence of disturbances. We formulate an optimization problem of linear cost, linear dynamics for the processing network model and an affine constraint on the dispatcher policy. A data-driven linear equation is constructed, based on which the online dispatcher policy is updated. An upper bound on the gap between the optimal cost and the cost incurred by the data-driven controller is extracted.}},
author = {{Bencherki, Fethi and Rantzer, Anders}},
issn = {{2475-1456}},
language = {{eng}},
month = {{12}},
publisher = {{IEEE - Institute of Electrical and Electronics Engineers Inc.}},
series = {{IEEE Control Systems Letters}},
title = {{Data-Driven Adaptive Dispatching Policies for Processing Networks}},
url = {{http://dx.doi.org/10.1109/LCSYS.2024.3516637}},
doi = {{10.1109/LCSYS.2024.3516637}},
volume = {{8}},
year = {{2024}},
}