You can remember the meaning of 车辆 with this easy mnemonic:
Do you think the measure word for carts (车) is the same as the measure work for vehicles (辆)?
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.