The joomla favicon is stored in the /images folder. The file is called favicon.ico. By definition a favicon must be 16x16 pixels.

If you wish to use your own favicon, rename the default joomla favicon.ico file and put your file with that name in the images directory.

Alternatively, you can change the favicon in the Joomla! global configuration Site tab (on the bottom).