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Automated cloud resources provisioning with the use of the proximal policy optimization

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Bibliographic Details
Main Authors:	Włodzimierz, Funika, Paweł, Koperek, Jacek, Kitowski
Format:	Book
Language:	English
Published:	Springer 2023
Subjects:	modern applications scientific and commercial complex nature of distributed systems
Online Access:	https://link.springer.com/article/10.1007/s11227-022-04924-3 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7354
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spelling	oai:localhost:PNK-73542023-03-31T01:27:16Z Automated cloud resources provisioning with the use of the proximal policy optimization Włodzimierz, Funika Paweł, Koperek Jacek, Kitowski modern applications scientific and commercial complex nature of distributed systems CC BY Many modern applications, both scientific and commercial, are deployed to cloud environments and often employ multiple types of resources. That allows them to efficiently allocate only the resources which are actually needed to achieve their goals. However, in many workloads the actual usage of the infrastructure varies over time, which results in over-provisioning and unnecessarily high costs. In such cases, automatic resource scaling can provide significant cost savings by provisioning only the amount of resources which are necessary to support the current workload. Unfortunately, due to the complex nature of distributed systems, automatic scaling remains a challenge. 2023-03-31T01:27:16Z 2023-03-31T01:27:16Z 2023 Book https://link.springer.com/article/10.1007/s11227-022-04924-3 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7354 en application/pdf Springer
institution	Digital Phenikaa
collection	Digital Phenikaa
language	English
topic	modern applications scientific and commercial complex nature of distributed systems
spellingShingle	modern applications scientific and commercial complex nature of distributed systems Włodzimierz, Funika Paweł, Koperek Jacek, Kitowski Automated cloud resources provisioning with the use of the proximal policy optimization
description	CC BY
format	Book
author	Włodzimierz, Funika Paweł, Koperek Jacek, Kitowski
author_facet	Włodzimierz, Funika Paweł, Koperek Jacek, Kitowski
author_sort	Włodzimierz, Funika
title	Automated cloud resources provisioning with the use of the proximal policy optimization
title_short	Automated cloud resources provisioning with the use of the proximal policy optimization
title_full	Automated cloud resources provisioning with the use of the proximal policy optimization
title_fullStr	Automated cloud resources provisioning with the use of the proximal policy optimization
title_full_unstemmed	Automated cloud resources provisioning with the use of the proximal policy optimization
title_sort	automated cloud resources provisioning with the use of the proximal policy optimization
publisher	Springer
publishDate	2023
url	https://link.springer.com/article/10.1007/s11227-022-04924-3 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7354
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score	8.891145

Automated cloud resources provisioning with the use of the proximal policy optimization

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