No, the software won't be deleted after you restart the PC, not even when you're running it in portable mode, but if the software has been installed properly through its installer, then it should be there until you remove it manually. It won't be deleted.
I've also downloaded the trial version and installed on my PC and initiated a restart and after the computer booted normally, the software was there on the desktop as well.