Yes, perfectly possible although it has a good few steps in it - and I'm not aware of a good "cookbook" set of instructions to help you with this.
Since there are only a very limited number of people involved ( I'm assuming just close family accessing your owncloud legitimately). why not just tell your browser that you want to trust the existing certificate, and you shouldn't get aked again ( on that browser).