I have 2x 7inch screens from the same Ebay vendor 1 appears more power hungry than the other.. I can get both to work overnight if I feed from one plugged in laptop via USB (high end new laptop) if I use another plugged in laptop (5yrs old) one screen crashes whether it is Jarduino 7inch or Ferduino 7 inch with the either graphic shields. If I power with 9v the arduino clones seems to get hot and only works for several minutes with that one screen. I also have the 5v power supplies (2) that Willie suggested which is/are stable on both arduino/screen combo's. I don't know whats happening exactly and the info is purely informational based on my case but I suspect the problem screen can drop the voltage of the clone arduino's down too low and they don't use the same caliber of components as the branded version. in theory 9v should work but again it is based on the tolerances and quality of the components used. in my case, the 5v volt power supply was an attractive a solution given its low cost.
This info is all based on observation rather than measurement and don't want to go much further as I have an inexpensive functional solution.
I had to use a higher quality Belkin USB cable or neither of my Sainsmart screens will work properly connected to my PC for any length of time
they both do exactly what rott said his did and even now, occasionally I have to disconnect/reconnect the IDE cable, but connected to the 5v supply, that issue is completely gone
my Jarduino screen saver mode will run for several days just fine, then occasionally I'll come home from work and it's doing the blinking thing like rott described, quick disconnect/reconnect of the IDE cable and it's back to running fine again, but it is powered via the USB on the PC
the Ferduino connected to my tank and powered via the 5v PSU has yet to do that and it's ran perfectly the whole time it's been running
I suspect all these 7 inch screens pull more amperage than the PC is fully able to supply via the USB cable, unless you have a high quality/amperage PSU built in, and it is more apparent when doing certain things or on certain screens of the code, these screens definitely pull more than the 3.2 screens
all 4 of my Megas will run these screens powered by the 10v wall wart but all 4 Megas get extremely hot doing so, the regulators on mine are just too small for that much more draw
the regulated higher amperage 5v PSU is the key to a properly functioning set up with this design