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If you can, do not take down the old domain. Put up a new domain with a new name on a new host.
If you can't do that, keep the old website up until the new website is up, then add a permanent 301 redirect from the old website to the new one. Subsequently, reach out to anyone linking to the old site and request they adjust all links to point to your new website.