You can remember the meaning of 解释 with this easy mnemonic:
I usually separate (解) my kids and have them explain (释) what exactly they did at school for the teacher to call me, so I know whether or not the explanation is correct.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.