Optimal Control Selection over the Edge-Cloud Continuum

The emerging computing continuum paves the way for exploiting multiple computing devices, ranging from the edge to the cloud, to implement the control algorithm. Different computing units over the continuum are characterized by different computational capabilities and communication latencies, thus resulting in different control performances and advocating for an effective trade-off. To this end, in this work, we first introduce a multi-tiered controller and we propose a simple network delay compensator. Then we propose a control selection policy to optimize the control cost taking into account the delay and the disturbances. We theoretically investigate the stability of the switching system resulting from the proposed control selection policy. Accurate simulations show the improvements of the considered setup.

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Publication Details

Journal
IFAC-PapersOnLine
Published
2025-01-01
DOI
https://doi.org/10.1016/j.ifacol.2025.07.037
Citations
1
Primary Topic
Energy Efficient Wireless Sensor Networks
Type
article
Field-Weighted Citation Impact
1.49
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article

Optimal Control Selection over the Edge-Cloud Continuum

Luca Schenato, Xiyu Gu, Subhrakanti Dey, Matthias Pezzutto
1 citations
IFAC-PapersOnLine
Energy Efficient Wireless Sensor Networks
1.49
article

Optimal Control Selection over the Edge-Cloud Continuum

Luca Schenato, Xiyu Gu, Subhrakanti Dey, Matthias Pezzutto
article en
1 citations

Abstract

The emerging computing continuum paves the way for exploiting multiple computing devices, ranging from the edge to the cloud, to implement the control algorithm. Different computing units over the continuum are characterized by different computational capabilities and communication latencies, thus resulting in different control performances and advocating for an effective trade-off. To this end, in this work, we first introduce a multi-tiered controller and we propose a simple network delay compensator. Then we propose a control selection policy to optimize the control cost taking into account the delay and the disturbances. We theoretically investigate the stability of the switching system resulting from the proposed control selection policy. Accurate simulations show the improvements of the considered setup.

IFAC-PapersOnLineVol. 59(4)
Uppsala University (SE), University of Padua (IT)
Climate action
Openalex Percentile: Top 14%
Energy Efficient Wireless Sensor Networks
1.49
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Optimal Control Selection over the Edge-Cloud Continuum — Luca Schenato, Xiyu Gu, et al. · IFAC-PapersOnLine (2025) | TGRS Research Map | TGRS