The phrase to the new Thai restaurant is a prepositional phrase. Given that it starts with the word to, which is a preposition, the whole phrase is a prepositional phrase. A participial phrase would have to be an adjective, a gerund phrase would have to end in -ing, and an infinitive phrase would have to have a to + verb form.
