Have you checked the stdlog files? Please search with the keyword "checksum". Sometime it happens the "site" directory are not in sync between various servers (BG/SB and Application) and that time such error occurs while trying to start the services. I encountered this issue after a schema publish. Anyway, if you see the checksum error, please provide the details and we have a workaround to bypass this issue.
Thanks
ArunavaS