Sam Thorogood tells you about modern theming: ditch your favicon.ico file, and add a Web App Manifest plus modern icons.
How to add a Web App Manifest and mobile-proof your site: https://goo.gl/4Zx1W0
pwacompat polyfill - generate modern icons from a Web App Manifest: https://goo.gl/cgCEp9
