Currently there is no administrative mechanism to allow selection of a layout for the Search Results page.
1. Would recommend a setting for the "default" layout for the entire CMS
2. Would recommend override ability for a given page as defined in the CMS
3. Would recommend setting(s) for layouts assigned for any dynamically built pages not listed specifically in the CMS (like Search Results)