We need 2 seconds of backup power to flush logs and park the mechanism on power loss. Supercaps seem ideal, but the capacitance drops with voltage and the ESR rises with age, making the sizing math fuzzy. How do you size supercap backup with real margins, and what derating do you apply for end of life?