Autonomous selection of the fault classification models for diagnosing microservice applications

Y Song, R Xin, P Chen, R Zhang, J Chen… - Future Generation …, 2024 - Elsevier
Microservices architecture is a new approach for deploying applications and services in the
cloud, gaining popularity for constructing large-scale systems that are highly resilient, robust …

Leveraging Advanced Machine Learning Strategies for Optimized Timing of DevOps & Microservices Deployment: A Pragmatic Approach to Predictive Modeling

A Singh, A Aggarwal - Machine …, 2024 - machineintelligenceresearchs.com
It has been observed that during the software development life cycle lifecycle, software
developers could never predict the optimal time to deploy the microservices. This frequently …

A declarative approach and benchmark tool for controlled evaluation of microservice resiliency patterns

CM Aderaldo, TM Costa… - Software: Practice …, 2025 - Wiley Online Library
Microservice developers increasingly use resiliency patterns such as Retry and Circuit
Breaker to cope with remote services that are likely to fail. However, there is still little …

Enhancing Workload Predictions Using Service Interactions in Cloud-Native Microservices

I Mahajan, D Nadig - 2024 IEEE 13th International Conference …, 2024 - ieeexplore.ieee.org
Container orchestration systems, such as Kuber-netes, often rely on manual resource
allocation to manage re-sources, which can be inefficient and inflexible due to the frequent …

Automated Monitoring Method for Enterprise Microservices Network Operation Status Based on Database Knowledge Graph

Q Hu, Y Long, Y Zhong, G Zhang… - 2024 6th International …, 2024 - ieeexplore.ieee.org
This thesis presents an innovative method for automated monitoring of enterprise
microservices networks using a database knowledge graph, addressing the challenges of …

[PDF][PDF] From Faults to Failures: Understanding the Volatile Behavior of Software Anomalies in Microservices during Runtime

F Rumpold - 2024 - diglib.uibk.ac.at
Microservices architecture has transformed software engineering by enhancing scalability
and flexibility but also introduced challenges in anomaly detection and management. This …

[PDF][PDF] METHODS AND MEANS OF ANALYZING APPLICATION SECURITY VIA DISTRIBUTED TRACING

MN Faizulin - 2024 - science.lpnu.ua
The article describes methods and means of digital security that are utilizing distributed
tracing to detect, investigate, and prevent security incidents. The described methods and …

[PDF][PDF] PREDICTIVE MODELING AND MACHINE LEARNING TECHNIQUES FOR BOTTLENECK IDENTIFICATION AND OPTIMIZATION IN VERSION CONTROL AND …

A Singh, A Aggarwal - romanpub.com
In modern software development, Continuous-Integration and Continuous-Deployment
pipelines are crucial for efficient and reliable software delivery. However, identifying …