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"Cloud native technologies like Kubernetes enable better developer productivity, higher frequency deployments and more efficient utilization of computing resources," Dan Kohn, Executive Director of the Cloud Native Computing Foundation, told me.
The virtualization technology offers effective resource management mechanisms such as isolated, secure job scheduling, and utilization of computing resources to the possible extent.
There are numerous open research issues to address in this interesting research domain including efficient radio resource management (e.g., power control, bandwidth allocation, beamforming desing), fronthaul compression, efficient design, and utilization of computing resources in the cloud to name a few.
In the service operation stage, energy efficiency has been extensively studied and has focused for example on approaches towards energy management for distributed management of VMs in cloud infrastructures, where the goal is to improve the utilization of computing resources and reduce energy consumption under workload independent quality of service constraints [15].
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Frequently, in these systems, storage nodes intensively holding hotspot data could become system bottlenecks while storage nodes without hotspot data might result in low utilization of computing resource.
Utility takes into account the utilization of Cloud computing resources as well as the runtime of an application.
This work presents an adaptive framework optimizing the utilization of Cloud computing resources as well as the runtime of an application.
Thus, CRB improves the overall throughput by scheduling more applications than conventional grid schedulers and increases the utilization of underutilized computing resources in grid.
Our results indicate that parallel computing using hyper-threading for solving 150- and 200-city TSPs can increase the overall utilization of computer resources up to 25% compared to single thread computing.
We also discuss the application and use of novel computational steering techniques for the more efficient utilization of high performance computing resources.
In order to achieve energy efficiency and optimal utilization of network and computing resources, different consolidation schemes are also presented.
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Justyna Jupowicz-Kozak
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