Yes, you can.
Please go to Appearance -> Sidebars to create a custom sidebar.
Add your widgets to this custom sidebar.
Click on Add Page and you will find the Sidebar ( metabox ) to select your sidebar.
Depending on your server resources, don’t use too many custom sidebar. Some will disappear if data exceeds your server post_max_size setting.