I assume the SRX you pulled the USB snapshot from is the same model as the one that has difficulties. These instructions suggest a slightly different snapshot command you could try.
https://kb.juniper.net/InfoCenter/index?page=content&id=KB29811
Another approach would be to run a fresh install from the boot loader using the USB as the source drive instead of the TFTP one.