WO3 and GR were successfully electrodeposited onto the surface of TNA photoelectrode. Coexistence of GR and WO3 improved light absorption capacity of TNA photoelectrode. GR promoted the separation of photogenerated carriers of GR-WO3/TNA photoelectrode. GR and WO3 improved the yield of OH and PC performance of TNA photoelectrode.