You can remember the meaning of 加油 with this easy mnemonic:
In Chinese, to add (加) oil (油) has two meanings. One is to refuel, and the other is a phrase to cheer someone on!
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.