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The goal of the allocation is to minimize the average percentage of energy consumed by the application to execute across the machines in the ad hoc grid, while meeting an application execution time constraint.
Fig. 4 Normalized application execution time.
Figure 18 Application execution time (ms) for 1 to 16 processing nodes.
The curves in Fig. 4 show the normalized application execution time in the dynamic MCIoT platform.
Based on the feedback interaction process, we can maintain a lower application execution time than other existing schemes.
Therefore, task timeout parameters need to be configured adequately which need a priori knowledge about application execution time.
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It is also difficult for users to estimate application execution times, especially on heterogeneous environments.
In particular, by analysing the utilization of graphics and memory components at a single voltage and frequency levels, the proposed classification methodologies are able to predict the impact of DVFS on GPGPU applications execution time and power and energy consumption.
However, there are situations in which the application execution is time constrained, e.g., complex real-time image processing, but neither MPI or PVM take time constraints in consideration.
Such metrics include application workload, execution time estimation, disk or memory space availability, etc.
This, in turn, builds on user's experience and control of those elements impacting application's execution time.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com