Load balancing models in multi-cloud environments and features of their application ; Моделі балансування навантаження у багатохмарних середовищах та особливості їх застосування
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| Názov: | Load balancing models in multi-cloud environments and features of their application ; Моделі балансування навантаження у багатохмарних середовищах та особливості їх застосування |
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| Autori: | Бачкала, Б., Тимошин, Ю. |
| Zdroj: | Adaptive Systems of Automatic Control; Vol. 1 No. 48 (2026): Adaptive Systems of Automatic Control; 58-68 ; Адаптивные системы автоматического управления; Том 1 № 48 (2026): Адаптивні системи автоматичного управління; 58-68 ; Адаптивні системи автоматичного управління; Том 1 № 48 (2026): Адаптивні системи автоматичного управління; 58-68 ; 2522-9575 ; 1560-8956 |
| Informácie o vydavateľovi: | КПІ ім. Ігоря Сікорського |
| Rok vydania: | 2026 |
| Predmety: | load balancing algorithms, cloud computing, multi-cloud environments, distributed processing systems, алгоритми балансування навантаження, хмарні обчислення, багатохмарні середовища, розподілені системи обробки |
| Popis: | The object of research is the load balancing models and the features of their application in multi-cloud environments. The article reviews promising approaches to solving balancing problems for multi-cloud computing resources, which usually operate under conditions of possible network, hardware and software failures, other external influences, and must remain operational in the event of failure of both individual components and entire nodes of such systems. Load balancing is considered at the infrastructure level of a multi-cloud environment, where requests are distributed between physical or virtual resources of several cloud providers. The main problems include insufficient adaptability to dynamic load changes, delays in making decisions on resource allocation, significant overhead for monitoring and management, as well as risks of deterioration of the quality of service (QoS) level under peak load conditions.It is proposed to organize software load balancing algorithms into three classes - static, reactive and proactive balancing algorithms - in the context of their application in multi-cloud environments. Each of these classes is considered from the point of view of architectural features, overhead, resource efficiency and the ability to adapt to dynamic load changes. The developed load balancing schemes based on static, reactive and proactive algorithms allow designing multi-cloud systems with rational use of resources and taking into account delays and the cost of inter-cloud interaction. The features of their application are determined, the advantages and limitations of each approach are summarized. The prospects for using proactive balancing algorithms are shown. Ref. 13, fig. 6 ; Об’єктом дослідження є моделі балансування навантаження та особливості їх застосування у багатохмарних середовищах. У статті зроблено огляд перспективних підходів при вирішенні задач балансування для багатохмарних обчислювальних ресурсів, які зазвичай функціонують в умовах можливих мережевих, апаратних та програмних збоїв, ... |
| Druh dokumentu: | article in journal/newspaper |
| Popis súboru: | application/pdf |
| Jazyk: | Ukrainian |
| Relation: | https://asac.kpi.ua/article/view/351883/338754; https://asac.kpi.ua/article/view/351883 |
| DOI: | 10.20535/1560-8956.48.2026.351883 |
| Dostupnosť: | https://asac.kpi.ua/article/view/351883 https://doi.org/10.20535/1560-8956.48.2026.351883 |
| Rights: | https://creativecommons.org/licenses/by-nc-sa/4.0 |
| Prístupové číslo: | edsbas.52DDA2D8 |
| Databáza: | BASE |
Nájsť tento článok vo Web of Science | Abstrakt: | The object of research is the load balancing models and the features of their application in multi-cloud environments. The article reviews promising approaches to solving balancing problems for multi-cloud computing resources, which usually operate under conditions of possible network, hardware and software failures, other external influences, and must remain operational in the event of failure of both individual components and entire nodes of such systems. Load balancing is considered at the infrastructure level of a multi-cloud environment, where requests are distributed between physical or virtual resources of several cloud providers. The main problems include insufficient adaptability to dynamic load changes, delays in making decisions on resource allocation, significant overhead for monitoring and management, as well as risks of deterioration of the quality of service (QoS) level under peak load conditions.It is proposed to organize software load balancing algorithms into three classes - static, reactive and proactive balancing algorithms - in the context of their application in multi-cloud environments. Each of these classes is considered from the point of view of architectural features, overhead, resource efficiency and the ability to adapt to dynamic load changes. The developed load balancing schemes based on static, reactive and proactive algorithms allow designing multi-cloud systems with rational use of resources and taking into account delays and the cost of inter-cloud interaction. The features of their application are determined, the advantages and limitations of each approach are summarized. The prospects for using proactive balancing algorithms are shown. Ref. 13, fig. 6 ; Об’єктом дослідження є моделі балансування навантаження та особливості їх застосування у багатохмарних середовищах. У статті зроблено огляд перспективних підходів при вирішенні задач балансування для багатохмарних обчислювальних ресурсів, які зазвичай функціонують в умовах можливих мережевих, апаратних та програмних збоїв, ... |
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| DOI: | 10.20535/1560-8956.48.2026.351883 |