So according to this chart (
http://www.tiresensorsusa.com/bmw.html) My TPMS sensor is OEM #36 23 6 781 847. There are TPMS kits on ebay (
like this one) selling all 4 sensors for $172 with full compatibility with the OEM. I assume that will suffice.