We found a match
Your institution may have access to this item. Find your institution then sign in to continue.
- Title
Transient Numerical Analysis of Two Phase Repairable Queueing System with Vacation and Standby Server.
- Authors
SAROJA, K. BABY; SUVITHA, V.
- Abstract
We present an innovative approach to deep learning server infrastructure, emphasizing the importance of continuous service availability and efficiency. The model features a single server managing two distinct service phases: model training and model inference, each with separate queues. In the event of a server failure, a standby server seamlessly takes over, ensuring uninterrupted service. We also incorporate structured maintenance cycles which is mentioned as single vacation state, to optimize system reliability through server maintenance and enhancements. The research mainly focuses on transient numerical results, presenting a solution to the challenge of continuous service availability in the fast-evolving field of deep learning.
- Subjects
TRANSIENT analysis; NUMERICAL analysis; DEEP learning; VACATIONS; RELIABILITY in engineering
- Publication
IAENG International Journal of Applied Mathematics, 2024, Vol 54, Issue 6, p1053
- ISSN
1992-9978
- Publication type
Article