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It does NOT take an EPS12V power supply. It takes a 24-pin ATX power supply like the one I linked.
I beg to differ. A EPS 12v PSU will work absolutely fine in any setup (except for propietary setups like Dell). Currently, regular 20-pin ATX PSU's will work fine on a 24-pin mobo connector like on the newer 915/925 mobo setups.
Anandtech demonstrated this with a 20-pin 350watt PSU plugged into a 24-pin connector on the mobo without any problems.
Back to your origianl question on a new PSU, I can recommend two good ones that are both EPS12V. I would choose a EPS12V PSU because it can guarantee future compatibility with the BTX standard. Plus, if you ever decide on running a dual CPU setup, it will be able to power that as well (a bit overkill).
E-Power "Tagan" 480watt or
PCMCIS 550watt PSUBoth PSU's are EPS12v compliant. Meaning that they have the 24-pin atx connector, 8-pin 12v dual cpu connector, and the regular 4-pin 12v connector. The Tagan features Active PFC for greater power efficiency as well as being able to handle any AC input. The PCMCIS is also nice as well but it does not feature active PFC. I myself own the PCMCIS and I can upload/send you pictures if you would like. With both of these PSU's, they are right under the $80 mark so they are not too expensive. The Antec's/Enermax PSU's are nice, but they are a bit over-priced for what you get compared to the competition.