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The dependency graph shows the structure of part of a workflow consisting of cross-validation fold generation combined with multiple parameter sweeps, which generates the large number of tasks, represented by yellow, green or blue dots in the image.
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The benefits of adaptation of the code are easily apparent – the ability to run parameter sweeps of simulations concurrently and the ability to script multiple scenarios quickly.
In computational chemistry, CML can largely automate the process of creating multiple jobs through parameters sweeps and analysing and searching the outputs.
BASH scripts interact with GENESIS 2.3 to implement parameter sweeps.
Users can submit parameter sweeps consisting of thousands of jobs as easily as submitting a single job.
In our search for optimal design parameters we mainly employ two techniques, the optimization of periodic solutions and parameter sweeps.
A multiple parameter optimization viz.
In science and engineering in general and in computational chemistry in particular, parameter sweeps and optimizations are of high importance.
Conducting parameter sweeps and sensitivity analyses.
Once a decision is made to run large parameter sweeps on the Cloud, then the development of a parameter sweep-ready task is needed.
This limited our opportunity for parameter sweeps in the study and necessitated a more tailored approach.
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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