We have "radio-decay batteries" - RTGs. http://en.wikipedia.org/wiki/Radioisotope_thermoelectric_gen...
They can be miniaturised, using the photoelectric effect, alphavoltaics or betavoltaics.
We do not use them because "Nuclear is bad, m'kay?", and the market just isn't there, so the R&D hasn't happened.