We now extend the entropy-based regularization, initially derived for a single EIS experiment, to handle a set of measurements conducted under varying experimental conditions. Consider that we perform K EIS measurements while systematically varying a scalar experimental state variable ψ = (ψ 1 , ψ 2 , . . . , ψ K )