I run the Redirection Plugin on some sites. It logs 404 errors which is handy to clean up loose ends. The Apple Touch Icon 404 errors get annoying. Handing reminder of the solution here on Stackexchange.
2 solutions – Define the icon in the head file or upload 100×100 pixel files for each one.