I should note that they claim that any other location would increase registration fees by 75-100%. This seems dubious at best, and likely points to structural inefficiencies in the host organization (LPI).

The other big planetary conference (DPS, associated with the larger AAS) moves every year, and is typically as large as LPSC. It will likely continue to grow at the expense of LPSC.