After seeing the video, I decided to do it myself. It seems the most easy way to pop up the fan is to keep the fan screwed on the cooler, raise the outer side of fan wheel with screw drivers and push the other side of the fan wheel from the back of the cooler (through the long opening on the cooler base), you can apply enough power with this method without worrying about damage the fan, it will pop out with a "click" sound (first make sure it is a brush-less fan)
As seen from the fan wheel part, the root of the axis are thinner than the axis, under normal operation this part is locked by the black plastic bearing well on the hub, apply force will push the axis out through that plastic bearing well. The metal axis bearing in the hub is totally sealed, oil can be contained inside for a long time, the only possible leakage is from the black plastic bearing well, which will certainly get lose every time you pop out the fan wheel. So I added some mineral oil inside the metal axis bearing house and put some bearing grease on the root of the axis, hoping that the grease will seal the black plastic bearing well
In principle, such a construction will almost never need re-oil, unless the fan is always running at high speed in hot weather, thus the oil vaporized