Aha, thanks, you might be correct.

Can I have some more information on memory?  Is this something I configure in SQL Server?

I can rule out the application not closing DB connections as we have another older DB Server (SQL Server 2008) that works perfectly with the same application.

New connections cannot be...

Really sorry - SQL Server version is actually 2012 !