Changing Citation after acceptance of an article
You certainly should update the citation if it is still possible, so readers can follow up on your references without wasting time searching for an inexistent patent.

Contact the editor. Typically such minor changes can be done in the proof editing stage, but publishers are usually happiest to hear of such changes as soon as possible.

And congratulations on the acceptance of your paper!