May I include an article I published earlier in my dissertation as a chapter?

You may if you are still a copyright holder. If you are not, you will have to obtain permission from the copyright holder. This will usually be the journal publisher. Some publishers explicitly permit authors to (re)use their articles in PhD theses, even if they have transferred their copyright to the publisher. If this is so, it is stated in the publishing agreement you signed.