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First, we model resources and computations at fine-grain, and the evolution of the system as the process of resource consumption; second, we model energy consumption as the cost/consequence of a specific CPU resource allocation; third, the model is energy-aware, and can be used to generate an energy-efficient resource allocation plan for any given computations.
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Second, in addition to the currently used scheme of predicting the next CPU usage value for local resource allocation, more sophisticated schemes based on control theory [32, 33], Kalman filters [34] or fuzzy logic [35, 36] can be explored.
We have made several modifications and extensions to CloudSim in order to integrate the proposed approach and to provide support for setting the CPU CAP to VMs for local resource allocation.
Spark algorithm deployment differed from AsterixDB is terms of resource allocation for Spark processes (CPU, memory).
We allocated investments under two resource allocation scenarios: a climate-adapted allocation and a climate-neutral allocation.
In order to evaluate these techniques, we consider three practical task-level scheduling problems: task allocation and scheduling onto multiprocessors, resource allocation and scheduling data transfers between CPU and GPU memories, and scheduling applications with variable task execution times and dependencies onto multiprocessors.
The proposed model in this paper tackles the resource allocation challenges faced when provisioning computational resources (CPU, memory and storage) and network resources.
It handles resource allocation for executing processes, and aims to maximize overall CPU utilization while maximizing interactive performance.
As QoS is crucial in the cloud, considerable research efforts have been directed towards CPU, memory and network allocations to provide effective QoS to VMs, but little attention has been devoted to disk resource allocation.
Resource allocation.
It's about resource allocation.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com