You can remember the meaning of 航空 with this easy mnemonic:
Do you like aviation more, or boats (航)? Either way, you're staring into an empty (空) space of nothingness.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.