Hi Richard,
If you use BTool (Pairing/Bonding Tab), you can bond the devices and store Long-Term-Key (LTK) which you would then use upon re-connect. The procedure is documented in the CC2540DK User Guide, section 4.6.
Let us know if this works out for you.
Best Regards