Do a 'long press' on the Weather app, and go into (i) App info. Check that the settings are as you want them. You could also make adjustments to minimise power consumption (eg. Battery saver).
Also, have a look at
my post here, and select what you think may help with the Weather consumption.
(Hint: Try and use smaller graphics)