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- W3138202300 abstract "Resource Allocation in Serverless Computing is an essential factor when there is a necessity for better application performance. But, to allocate the resources dynamically based on the serverless application requirement is a tedious task. In this proposed approach, OpenSource Serverless Platform has been leveraged named OpenFaaS for creating the functions which are deployed on AWS EC2 Instance. In this novel approach, Dynamic Allocation of Resources for serverless functions has been implemented using the Dynamic Resource Algorithm. The algorithm analyzes the past resource consumption and based on the thresholds configured for each resource, it allocates the resources to serverless functions. Moreover, the proposed approach, predicts future resource utilization of serverless functions using the ARIMA time series analysis model. Once, the resources are forecasted they are sent to the AWS CloudWatch Dashboard. Next, the Dynamic Resource Algorithm is evaluated with the Default Docker Resource Allocation Method. Whereas, ARIMA time-series model is evaluated with the Standard time-series model. Lastly, their results are explained and compared with each other and concluded which worked best." @default.
- W3138202300 created "2021-03-29" @default.
- W3138202300 creator A5081217190 @default.
- W3138202300 date "2020-01-01" @default.
- W3138202300 modified "2023-09-26" @default.
- W3138202300 title "Optimization of Resource Allocation andPrediction Analysis in Serverless Computingusing Dynamic Resource Algorithm" @default.
- W3138202300 hasPublicationYear "2020" @default.
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