You can remember the meaning of 被捕 with this easy mnemonic:
You will be arrested if you steal that blanket (被) because someone will definitely catch (捕) you!
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.