Mazerunners. Does that ring a bell? If not, then James Dashner.
I just finished the series, and I have only this to say. Read it.
Surprisingly, I actually prefer his other series, The Mortality Doctrine, but if you want action/adventure packed with a bunch of mystery and...well...more adventure, you should read Mazerunner Series.