You can remember the meaning of 停车场 with this easy mnemonic:
A little girl stopped (停) her cart (车) in the middle of the parking lot and is making a scene (场).
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.