I try several references and I finally found an easy way to create a auto reminder for a calendar.
- create a extra column on calendar
- Name: Remind Date
- type: calculated column
- formula: = [Start Time] – (1/24/4)
- open SharePoint Designer
- go to your list
- add new workflow
- name it: calendar reminder workflow
set up the workflow as above.