Aww kids very rarely know what's happening. I wouldnt add worry to your stress.

My kids never knew I was depressed I hid it from them, it was very hard. When they went to bed that's when I would break down.

I'm sure you are a very good mummy and your babies love you very much. Keep being strong for them xx