Discrete-Event Simulation of the Impact of Spot Instance Time Prediction in IaaS Cloud Computing
Publish Year: 1403
نوع سند: مقاله کنفرانسی
زبان: English
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شناسه ملی سند علمی:
ICISE10_179
تاریخ نمایه سازی: 24 اردیبهشت 1404
Abstract:
The demand for scalable and cost-effective computing resources has driven the widespread adoption of Infrastructure as a Service (IaaS) in cloud computing. Spot Instances, a key offering in IaaS, provide customers with access to unused cloud capacity at significantly reduced costs, though with the risk of sudden interruptions. These interruptions make it hard for the customer to estimate the time it takes for her job to finish. In this study, we conduct a discrete-event system simulation to show the impact of helping customers estimate their time in the system more accurately. The results suggest that using machine learning techniques to predict the time customers must spend in the system can be beneficial for both customers and the provider.
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Authors
Mohammad Hossein Shahmoradi
Department of Industrial Engineering, Sharif University of Technology, Tehran, Iran
Nafiseh Sedghi
Department of Industrial Engineering, Sharif University of Technology, Tehran, Iran