In SharePoint 2013/2010 sometimes CA application pool may be stopped automatically, even after giving correct service account password.
This may be related to huge log files added into the 15\Logs folder, clear some of the old logs will help to resolve the issue. Alternatively always set the log folder size (in GB) in CA -> Monitoring -> diagnostics logging section. This will avoid the issues.