You can remember the meaning of 平常 with this easy mnemonic:
I've only seen flat (平) lands before, and I've always (常) thought that was ordinary.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.