SETI does write to the disk so, YES, power down of the harddrive will affect the process.
If you want to save power by shutting down the drive consider getting a RamDisk utility; maybe setup a SetiQ on one machine with the hard drive running all the time, and use the RamDisk program on all the clients connecting to it. 😉