Predictive Maintenance of Healthcare Cloud Infrastructure Using Time-Series DevOps Telemetry
Year: 2025
Type: article
Abstract: Healthcare systems increasingly depend on cloud native infrastructures for electronic health records (EHRs), telemedicine platforms, and real-time clinical workflows.Any downtime or performance degradation directly impacts patient care.This paper proposes a predictive maintenance framework that leverages time-series DevOps telemetry logs, metrics, traces, and pipeline events to anticipate failures before they occur.Using cloud monitoring datasets and CI/CD pipeline events, the model performs anomaly detection, resource forecasting, and reliability scoring.Experimental evaluation demonstrates improved up time, reduced MTTR, and proactive mitigation of infrastructure incidents.
Language: English
Subfield: Computer Networks and Communications
Field: Computer Science
Domain: Physical Sciences
Open Access status: bronze
OpenAlex ID: W7116754082
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