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OpenOnDemand is now available at BMRC and is the recommended method for HPC resource access. It is much easier than VNC to setup and mange. It allows you access BMRC cluster computing resources via your web browser such as a terminal shell, view cluster job monitoring and applications like Matlab, R-Studio and fsleyes. It functions on desktops, laptops and iPads.
Those less confident of using the terminal command line may find Open OnDemand advantageous.

Access using from within the Univeristy network and VPN ranges (there's no longer any requirement to be specifically on the FMRIB VPN, though that will still work). 

When logging in the password box needs your BMRC password with your BMRC MFA code appended.

There are now generic options to run Remote Desktop, RStudio and Jupyter notebook/lab. It avoids the requirement of creating SSH tunnels for RStudio/Jupyter.