I know the basic volts times stored amps calculation for a battery but how would I figure this out for a capacitor?
The volts * amps calculation for a battery really doesn't mean anything.
lets take a car battery for example:
There are couple of things:
Warranty
Cold cranking amps
It is a non-deep discharge battery type.
CCA is another way of telling you the batteries internal resistance. That limits the absolute maximum current.
In this application we don;t care abut the "gas guage" or Watt-hours the battery can provide.
Once you deplete the voltage below some value, the batteries lifetime has been seriously impacted.
You would use a deep-discharge battery for a trolling motor.
The only thing that makes any sense is the design curves.
The single numbers are good for comparisons and not design.
A Warranty costs you money.
Someone went to a water heater manufacturing plant. Some heaters had a 3 year and some a 10 year warranty.
They were maufactured on the same production line. The only difference was the cost.
There is a lot of battery information at
www.batteryuniversity.com
In school I was told that a 1F parallel plate capacitor would be the size of a football field.
They exist now and early ones had a very low voltage between 2 and 3 Volts. They are difficult to charge quickly.