Meeting Scheduler determines the default based on the time-zone that the web browser reports, which is most often derived from the time-zone of the device.
What if the default time-zone is incorrect?
Simply correct the time-zone in either the device or browser, and return to your Meeting settings. Scroll to the availability settings > select the correct time-zone and hit Save to update your Meeting Scheduler time-zone.