Projekteja vuodessa
Abstrakti
This paper considers a network of collaborating agents for local resource allocation subject to nonlinear model constraints. In many applications, it is required (or desirable) that the solution be anytime feasible in terms of satisfying the sum-preserving global constraint. Motivated by this, sufficient conditions on the nonlinear mapping for anytime feasibility (or non-asymptotic feasibility) are addressed in this paper. For the two proposed distributed solutions, one converges over directed weight-balanced networks and the other one over undirected networks. In particular, we elaborate on uniform quantization and discuss the notion of ϵ-accurate solution, which gives an estimate of how close we can get to the exact optimizer subject to different quantization levels. This work, further, handles general (possibly non-quadratic) strictly convex objective functions with application to CPU allocation among a cloud of data centers via distributed solutions. The results can be used as a coordination mechanism to optimally balance the tasks and CPU resources among a group of networked servers while addressing quantization or limited server capacity.
Alkuperäiskieli | Englanti |
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Otsikko | 2022 IEEE Conference on Control Technology and Applications, CCTA 2022 |
Kustantaja | IEEE |
Sivut | 746-751 |
Sivumäärä | 6 |
ISBN (elektroninen) | 978-1-6654-7338-5 |
DOI - pysyväislinkit | |
Tila | Julkaistu - 2022 |
OKM-julkaisutyyppi | A4 Artikkeli konferenssijulkaisuussa |
Tapahtuma | IEEE Conference on Control Technology and Applications - Trieste, Italia Kesto: 23 elok. 2022 → 25 elok. 2022 |
Julkaisusarja
Nimi | Control Technology and Applications |
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ISSN (painettu) | 2768-0762 |
ISSN (elektroninen) | 2768-0770 |
Conference
Conference | IEEE Conference on Control Technology and Applications |
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Lyhennettä | CCTA |
Maa/Alue | Italia |
Kaupunki | Trieste |
Ajanjakso | 23/08/2022 → 25/08/2022 |
Sormenjälki
Sukella tutkimusaiheisiin 'Distributed CPU Scheduling Subject to Nonlinear Constraints'. Ne muodostavat yhdessä ainutlaatuisen sormenjäljen.Projektit
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