Open access
2026
Context-Aware Predictive Optimization of Non-Functional Requirement Conflicts in DevOps Using Machine Learning
Modern DevOps ecosystems operate in highly dynamic environments where multiple non-functional requirements (NFRs), such as performance, security, and reliability, must be satisfied simultaneously. However, these requirements often exhibit conflicting behaviors under varying runtime conditions, leading to degradation in...
Anirban Bhar, Suparna Dasgupta, Soumyabrata Saha et al.
· IEEE Access · 0 citations