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Detalhes Referência

Tipo
Artigos em Conferência

Tipo de Documento
Artigo Completo

Título
ANN-Based Secure Task Scheduling In Computational Clouds

Participantes na publicação
Jacek Tchorzewski (Author)
Ana Respicio (Author)
Dep. Informática
 CMAFcIO
 Joanna Kolodziej (Author)

Resumo
Assuring the security of services in Computational Clouds (CC) is one of the most critical factors in cloud computing. However, it can complicate an already complex environment due to the complexity of the system architecture, the huge number of services, and the required storage management. In real systems, some security parameters of CC are manually set, which can be very time-consuming and requires security expertise. This paper proposes an intelligent system to support decisions regarding security and tasks scheduling in cloud services, which aims at automating these processes. This system comprises two different kinds of Artificial Neural Networks (ANN) and an evolutionary algorithm, and has as main goal sorting tasks incoming into CC according to their security demands. Trust levels of virtual machines (VMs) in the environment are automatically set to meet the tasks security demands. Tasks are then scheduled on VMs optimizing the makespan and ensuring that their security requirements are fulfilled. The paper also describes tests assessing the best configurations for the system components, using randomly generated batches of tasks. Results are presented and discussed. The proposed system may be used by CC service providers and CC consumers using Infrastructure as a Service (IaaS) and Platform as a Service (PaaS) Cloud Computing models.

Editor
Lars Nolle, Alexandra Burger, Christoph Tholen, Jens Werner, Jens Wellhausen

Data de Publicação
2018-05-25

Evento
Proceedings 32nd European Conference on Modelling and Simulation

Identificadores da Publicação
ISBN - 9780993244063

Editora
ECMS Digital Library of the European Council for Modelling and Simulation

Edição
1
Volume
1
Fascículo
1

Número de Páginas
7

Identificadores do Documento
URL - http://dx.doi.org/10.7148/2018-0468
DOI - https://doi.org/10.7148/2018-0468

Identificadores de Qualidade
Google Metrics (2019) - 13

Keywords
Computational Clouds; Cloud Security; Tasks Scheduling; Artificial Neural Networks; Intelligent Security System.

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Exportar referência

APA
Jacek Tchorzewski, Ana Respicio, Joanna Kolodziej, (2018). ANN-Based Secure Task Scheduling In Computational Clouds. Proceedings 32nd European Conference on Modelling and Simulation, -

IEEE
Jacek Tchorzewski, Ana Respicio, Joanna Kolodziej, "ANN-Based Secure Task Scheduling In Computational Clouds" in Proceedings 32nd European Conference on Modelling and Simulation, , 2018, pp. -, doi: 10.7148/2018-0468

BIBTEX
@InProceedings{41077, author = {Jacek Tchorzewski and Ana Respicio and Joanna Kolodziej}, title = {ANN-Based Secure Task Scheduling In Computational Clouds}, booktitle = {Proceedings 32nd European Conference on Modelling and Simulation}, year = 2018, pages = {-}, address = {}, publisher = {ECMS Digital Library of the European Council for Modelling and Simulation} }