Author

Ahmet Kaplan

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Jul 2026

Safety-Gated Autoscaling: A Multi-Layered Defense Architecture for Kubernetes Vertical Resource Optimization

The Intelligent Cluster Optimizer is an open-source Kubernetes operator that right-sizes container workloads with safety as a first-class concern, and combines SLA monitoring, a circuit breaker, HPA/PDB conflict detection, and a policy engine, with rollback and dry-run mode for human approval.

Azra Karakaya, Erva Şengül, Ahmet Kaplan · arXiv.org · 0 citations

Conference Jul 2026

Bearing Fault Diagnosis under Small-Sample Conditions Based on Unsupervised Representation Learning

Early detection of bearing faults in rotating machinery is essential for predictive maintenance. Although deep learning-based methods have achieved strong results in fault diagnosis, they usually require large amounts of labeled data. In industrial settings, however, faulty samples are limited, which restricts the appl...

Ahmet Kaplan, Kürşat İnce, Murat Beken · Signal Processing and Commun... · 0 citations