Update your post to include full system hardware specs and OS.
Look for any power saving settings that may be launching ; audio and or network related.
Try reinstalling the USB network adapter's drivers via the manufacturer's website.
Reliability History/Manager may be capturing some warning or error code that occurs just before or at the time of the disconnects.
Event Viewer may also be doing the same.