If your website penalized, then Google will notify or warn you via email on your Google webmaster tool ID or message when you open your website Google webmaster tool.
Some recognition of penalize
1. If your Keyword ranking is down day to day
2. Your user traffic is down
3. Not Index your website, check this search in google cache:yourdomainname. It shows the date of Indexing.