If the invention patent is not authorized, can I continue to apply for a utility model patent?

It is definitely impossible to apply it intact. After the invention patent application, it will be made public, and this technology will become the existing technology. Therefore, there is no novelty in applying for utility model again.

If you improve on your invention, you can also apply for a utility model. Improvement requires substantial improvement with beneficial effects.