Current Volume 9
ResiliLens: An AI-Driven Framework for Simulation and Failure Analysis in Distributed Systems
Abstract
Distributed systems are increasingly complex due to the integration of heterogeneous components such as cloud services, IoT devices, and network infrastructures. Ensuring reliability and performance under varying conditions remains a significant challenge. This paper proposes ResiliLens, a conceptual framework that leverages simulation techniques and artificial intelligence to analyze distributed system behavior under failure scenarios. The framework enables virtual system modeling, failure injection, performance evaluation, and AI-driven recommendations for system improvement. By providing an intuitive and unified approach, ResiliLens aims to simplify distributed system validation and enhance reliability through intelligent insights. Modern distributed systems form the backbone of applications such as smart cities, cloud computing, and real-time analytics. These systems involve multiple interconnected components operating across diverse environments. However, their complexity introduces challenges in ensuring performance, reliability, and fault tolerance.
Citations
IRE Journals:
Vedant Meshram, Ashwini Garkhedkar "ResiliLens: An AI-Driven Framework for Simulation and Failure Analysis in Distributed Systems" Iconic Research And Engineering Journals Volume 9 Issue 11 2026 Page 3746-3751 https://doi.org/10.64388/IREV9I11-1718118
IEEE:
Vedant Meshram, Ashwini Garkhedkar
"ResiliLens: An AI-Driven Framework for Simulation and Failure Analysis in Distributed Systems" Iconic Research And Engineering Journals, 9(11) https://doi.org/10.64388/IREV9I11-1718118
About IRE Journals
IRE Journals is an open access online journals established with an aim to publish high quality of research work in various diciplines. We have more than 6 years in publications. Over 2500+ papers already published.
Important Links
For Authors
Volume 8:
Issue 1, Issue 2, Issue 3, Issue 4, Issue 5, Issue 6, Issue 7, Issue 8, Issue 9, Issue 10, Issue 11, Issue 12Volume 7:
Issue 1, Issue 2, Issue 3, Issue 4, Issue 5, Issue 6, Issue 7, Issue 8, Issue 9, Issue 10, Issue 11, Issue 12Volume 6:
Issue 1, Issue 2, Issue 3, Issue 4, Issue 5, Issue 6, Issue 7, Issue 8, Issue 9, Issue 10, Issue 11, Issue 12Volume 5:
Issue 1, Issue 2, Issue 3, Issue 4, Issue 5, Issue 6, Issue 7, Issue 8, Issue 9, Issue 10, Issue 11, Issue 12Volume 4:
Issue 1, Issue 2, Issue 3, Issue 4, Issue 5, Issue 6, Issue 7, Issue 8, Issue 9, Issue 10, Issue 11, Issue 12Volume 3:
Issue 1, Issue 2, Issue 3, Issue 4, Issue 5, Issue 6, Issue 7, Issue 8, Issue 9, Issue 10, Issue 11, Issue 12