The common solution is to generate a token on the server every time you generate a form. Store the token on the server, add it as a hidden field to the form, and delete it once you get a form submission with that token.
If you get a form submission without a valid token, it means that the form has already been submitted and ignore it.
This has the added advantage of adding XSRF protection to your project.
