Intelligent Resource Allocation and Capacity Computation through RaI Representation in the Cloud using Deep Learning Techniques

1*Santhoshini Banda, A.Sampath Dakshina Murthy, Bommideni Revathi, Narasimham Challa

102 Views
32 Downloads
Abstract:

There are some situations where cloud computing is used to enhance the ability to the business goals, when and where to offload the resources like hardware, software, networks to cloud. So that one can offload the resources for processing as image based computation includes segmentation, deep learning for object recognition. Intelligent Agent algorithm also uses to collect performance metric in continuous period of time. Dynamic cloud allocation mechanism is implemented in processing of images parallelly. By adopting suitable mechanism one can automatically add images to cloud in real-time to know the number of available cloud instances. Queue length can be known with this. The proposed intelligent cloud resource procedure through RaI (Resources as Images) in the cloud improves overall response time, optimal utilization of cloud in order to access, allot and to determine the capacity of the resources.

Keywords:

RaI, Intelligent Agent algorithm, Machine learning, Cloud computing.

Paper Details
Month5
Year2020
Volume24
IssueIssue 6
Pages9002-9012