Ubuntu
Create a new file in /etc/ld.so.conf.d/ called .conf

Edit the file and add a line per directory of shared libraries (*.so files), it will look something like:

/usr/lib/APPLICATION/lib

Reload the list of system-wide library paths:

sudo ldconfig