The timing of the iPad's charge is virtually irrelevant to its remaining battery life.
We are now using lithium batteries, there is no memory problem, usually with charge can also be used, must run out of power and then charge also damage the battery.
In order to extend battery life, it is recommended to put the iPad in a place where the temperature is appropriate, and if the iPad overheats during charging, you can also remove the case.