I'm going to assume by USB drive you mean USB flash drive. I don't currently have a correctly working flash drive. They die within a couple years if not sooner usually. I have one that dies in a year and I send it back for lifetime warranty.
Your best bet is to accept the loss of your data and take it into consideration to backup your files elsewhere. If you have important files on a flash drive, that should never be the only copy you have of those files. You can just as easily lose the drive even if it still works. To prolong the life of a flash drive you eject it from the computer. Just pulling it out I got all kinds of file problems.