Recently, Apple's mobile phone calendar always receives such information. What is this? Is it a virus? How to solve it?

In your case, the system calendar should give the application write permission. After the APP is authorized, you can add a memo to your calendar, and the calendar will display these push messages at the specified time. I suggest you delete unnecessary apps and turn off unnecessary push.