Is it possible to give different time periods or different search terms to each Visualization in a Kibana Dashboard?
Currently - no.
This is on the list of enhancements that the 'elastic' team will implement soon, but doesn't have any due date yet.
You could follow the open issue here: https://github.com/elastic/kibana/issues/3578