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The phrase "are confirmed by simulation" is correct and usable in written English.
It can be used when discussing results or findings that have been validated or supported through simulation methods.
Example: "The results of the experiment are confirmed by simulation, indicating that our hypothesis is valid."
Alternatives: "are validated through simulation" or "are supported by simulation".
Exact(9)
These futures are confirmed by simulation.
These theoretical results are confirmed by simulation.
The results of this study are confirmed by simulation techniques.
The results of the theoretical investigations are confirmed by simulation.
Finally, all our key findings are confirmed by simulation campaigns that further complement this work.
Finally, the experimental results are confirmed by simulation and synthesis of its register transfer level (RTL) design.
Similar(51)
Theoretical results are confirmed by simulations.
These results are confirmed by simulations.
All our results are confirmed by simulations and are compared with the Cramér-Rao lower bound.
All presented analytic results are confirmed by simulations presented at the end of the paper.
Herein, the design considerations of this power converter are presented, and the characteristics of the proposed topology are confirmed by simulations and experiment results from a laboratory prototype.
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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