Projekteja vuodessa
Abstrakti
In this paper, we present a novel Multi-Objective Ant Colony System algorithm to optimize Cost, Performance, and Reliability (MOACS-CoPeR) in the cloud. The proposed algorithm provides a metaheuristic-based approach for the multi-objective cloud-based software component deployment problem. MOACS-CoPeR explores the search-space of architecture design alternatives with respect to several architectural degrees of freedom and produces a set of Pareto-optimal deployment configurations. We also present a Java-based implementation of our proposed algorithm and compare its results with the Non-dominated Sorting Genetic Algorithm II (NSGA-II). We evaluate the two algorithms against a cloud-based storage service, which is loosely based on a real system.
Alkuperäiskieli | Ei tiedossa |
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Otsikko | 8th IEEE/ACM International Conference on Utility and Cloud Computing |
Toimittajat | Omer Rana, Manish Parashar |
Kustantaja | ACM |
Sivut | 341–347 |
ISBN (painettu) | 978-1-4503-3890-5 |
DOI - pysyväislinkit | |
Tila | Julkaistu - 2015 |
OKM-julkaisutyyppi | A4 Artikkeli konferenssijulkaisuussa |
Tapahtuma | IEEE/ACM International Conference on Utility and Cloud Computing - 8th IEEE/ACM International Conference on Utility and Cloud Computing Kesto: 7 jouluk. 2015 → 10 jouluk. 2015 |
Konferenssi
Konferenssi | IEEE/ACM International Conference on Utility and Cloud Computing |
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Ajanjakso | 07/12/15 → 10/12/15 |
Keywords
- Cloud computing
- Multi-objective optimization
- Software component deployment
- ant colony optimization (ACO)
Projektit
- 1 Päättynyt
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N4S: Need for Speed
Porres Paltor, I. (Vastuullinen tutkija), Nybom, K. (CoI), Truscan, D. (CoI), Ashraf, A. (CoI), Troubitsyna, E. (CoI), Byholm, B. (CoI), Rauf, I. M. (CoI) & Ahmad, T. (CoI)
01/01/14 → 31/12/16
Projekti: Industry/Business Finland