The invention discloses a carrier nanometer gold catalyst gold catalyst and relative preparing method. Said invention is formed by Au, Al, and Ti/Si, Ag, Cu, Ce, Fe, or Zn. Wherein, Au is the main active component of catalyst, whose mass percentage is 0.1-4.0%; Al is the carrier of catalyst, whose mass percentage is larger than 90%; Ti or Si is the agent of catalyst carrier, whose mass percentage is 0.01-1.0%; Ag, Cu, Ce, Fe, or Zn is used as the auxiliary active component of catalyst, whose mass percentage is 0.1-5.0%. The invention has the advantages that: the gold is distributed uniformly, and the graininess of attained gold particle can be adjusted easily; the catalyst has high stability; and it can apply the oxide carrier for carrying gold whose isoelectric point pH is less than 6 and made by coprecipitation method. The invention has be used to apply the cyclohexane to prepare the nadone and cyclohexanol, with better activity and selectivity, less used amount and recycle support.