An apparatus for supplying power at the surface and in a wellbore may include a downhole tool conveyed into the wellbore and a battery bank conveyed by the downhole tool. The battery bank may include a plurality of battery cells, wherein at least two cells of the plurality of battery cells have substantially different power responses to a change in an ambient temperature at the downhole tool.