Adaptive methods for managing distributed computing with built-in selfhealing mechanisms

Volk, M. O.; Buhrii, A. M.; Zaihraev, D. S.; Panchenko, Y. O.; Zveriev, P. V.

Публікація:
Adaptive methods for managing distributed computing with built-in selfhealing mechanisms

dc.contributor.author	Volk, M. O.
dc.contributor.author	Buhrii, A. M.
dc.contributor.author	Zaihraev, D. S.
dc.contributor.author	Panchenko, Y. O.
dc.contributor.author	Zveriev, P. V.
dc.date.accessioned	2025-10-16T16:53:48Z
dc.date.available	2025-10-16T16:53:48Z
dc.date.issued	2025
dc.description.abstract	Cloud computing systems increasingly face challenges of heterogeneity, scalability, and reliability. This paper presents an integrated approach to distributed computing management with embedded self-recovery mechanisms in heterogeneous cloud environments. The architecture combines adaptive scheduling, predictive analytics, and machine learning methods (LSTM, Random Forest, reinforcement learning) to forecast failures and optimize recovery scenarios. Experimental evaluation demonstrates improved fault prediction accuracy (12–15%), reduction of false alarms (25–32%), faster incident response (from 11–17 minutes to 5–9), and a 17% decrease in operational costs. The results confirm the technical and economic feasibility of the proposed approach for missioncritical cloud infrastructures.
dc.identifier.citation	Adaptive Methods for Managing Distributed Computing with Built-in Self-Healing Mechanisms / M. Volk et al. // Computer and information systems and technologies : Proceedings of Eighth International Scientific and Technical Conference, 9-10 October 2025. – Kharkiv : NURE, 2025. - P. 5.
dc.identifier.uri	https://openarchive.nure.ua/handle/document/32971
dc.language.iso	en
dc.publisher	NURE
dc.rights	Attribution-NoDerivatives 4.0 International	en
dc.rights.uri	http://creativecommons.org/licenses/by-nd/4.0/
dc.subject	cloud computing
dc.subject	distributed systems
dc.subject	predictive analytics
dc.subject	selfrecovery
dc.subject	machine learning
dc.subject	resource management
dc.subject	heterogeneous environments
dc.subject	service availability
dc.title	Adaptive methods for managing distributed computing with built-in selfhealing mechanisms
dc.type	Conference proceedings
dspace.entity.type	Publication