Hello Chandan,
For setting the StartTime for the RadTimePicker, I believe the server
side approach is better as described in the following forum link.
Set startTime of TimePickerControl in Grid from clientside
In order to avoid the page refresh, you can ajaxify the control.
Thanks,
Princy.