Default [Q] Manually connect to wifi

Is there a way to disable auto connecting to wifi? I have two weak wifi networks around me and my phone keeps connecting to them all the time. I don't want to forget their passwords, but I don't always need it connecting either.

Edit: I'm on Android 4.4.4 GPE Galaxy s4