RAM is not enough, but it's not the root cause. After expand the RAM, the nuc become less noisy.

And just a moment ago my system frozen again when I'm watching youtube.

Now I realized it's not the application, but the boot drive suddenly dropped.

I inserted some paper under the ssd and hope it can push the ssd in the correct location.