Battlefield1 crash when loading a (new) map

Hi everyone.

Sometimes when I try to load a new map that I've never loaded before, the game will have a high chance(not always) to crash from the loading screen(thus multiplayer) without error code.  And the second(or third) time I load the same map seems to solve the issue.

Further, it crashes even in campaign when one Italy mission is to hit off all the planes following a transition when loading the next map. And every time it will crash from this point and I can no longer continue this campaign. 

I'm using: CPU: r5 3600, GPU: 5700xt on windows 10. And I'm using EA beta instead of Origin.
So I'm not sure where's the problem( hard disk? but other games on the same disk works fine).

Can anyone give me some advices? Thanks!