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Task grouping and optimized deep learning based VM sizing for hosting containers as a service

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Bibliographic Details
Main Authors: Manoj Kumar, Patra, Bibhudatta, Sahoo, Ashok Kumar, Turuk
Format: Book
Language:English
Published: Springer 2023
Subjects:
CaaS
Deep-ConvLSTM
Online Access:https://link.springer.com/article/10.1186/s13677-023-00441-7
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8346
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spelling oai:localhost:PNK-83462023-04-27T01:55:43Z Task grouping and optimized deep learning based VM sizing for hosting containers as a service Manoj Kumar, Patra Bibhudatta, Sahoo Ashok Kumar, Turuk CaaS Deep-ConvLSTM CC BY Containers as a service (CaaS) are a kind of services that permits the organization to handle the containers more effectively. Containers are lightweight, require less computing resources, portable, and facilitate better support for microservices. In the CaaS model, containers are deployed in virtual machines, and the virtual machine runs on the physical machine. The objective of this paper is to estimate the resource required by a VM to execute a number of containers. VM sizing is a directorial process where the system administrators have to optimize the allocated resources within the permitted virtualized space. In this work, the VM sizing is carried out using the Deep Convolutional Long Short Term Memory Network (Deep-ConvLSTM), where the weights are updated by Fractional Pelican Optimization (FPO) Algorithm. 2023-04-27T01:55:43Z 2023-04-27T01:55:43Z 2023 Book https://link.springer.com/article/10.1186/s13677-023-00441-7 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8346 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic CaaS
Deep-ConvLSTM
spellingShingle CaaS
Deep-ConvLSTM
Manoj Kumar, Patra
Bibhudatta, Sahoo
Ashok Kumar, Turuk
Task grouping and optimized deep learning based VM sizing for hosting containers as a service
description CC BY
format Book
author Manoj Kumar, Patra
Bibhudatta, Sahoo
Ashok Kumar, Turuk
author_facet Manoj Kumar, Patra
Bibhudatta, Sahoo
Ashok Kumar, Turuk
author_sort Manoj Kumar, Patra
title Task grouping and optimized deep learning based VM sizing for hosting containers as a service
title_short Task grouping and optimized deep learning based VM sizing for hosting containers as a service
title_full Task grouping and optimized deep learning based VM sizing for hosting containers as a service
title_fullStr Task grouping and optimized deep learning based VM sizing for hosting containers as a service
title_full_unstemmed Task grouping and optimized deep learning based VM sizing for hosting containers as a service
title_sort task grouping and optimized deep learning based vm sizing for hosting containers as a service
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1186/s13677-023-00441-7
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8346
_version_ 1764358630359957504
score 8.887836

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