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The phrase "are validated by simulations" is correct and usable in written English.
It can be used when discussing the confirmation or verification of results or theories through the use of simulations in various fields such as science, engineering, or computer modeling.
Example: "The results of the experiment are validated by simulations, confirming the accuracy of our predictions."
Alternatives: "are confirmed through simulations" or "are supported by simulations".
Exact(12)
Finally, the theoretical results are validated by simulations.
The theoretical expectations are validated by simulations and experimental results.
The analytical results are validated by simulations showing the accuracy of the employed approximation.
The results obtained for the cooperative network scenario employed, are validated by simulations.
Analytical results are validated by simulations under a number of mobility models and real datasets.
The theoretical predictions are validated by simulations performed using an industry standard software tool.
Similar(48)
The analytical results are validated by simulation.
The analytic results are validated by simulation results.
Eventually, the theoretical results are validated by simulation.
The main theoretical results are validated by simulation.
Its effectiveness and superiority over other popular methods are validated by simulation and experimental results.
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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