ϕ k (t)} and Α Α Α Α={α α α α r (t)} constitute a "Predefined Personalized Functional Bases or Banks (PPFB)" to describe any measured ECG signal. Almost optimum forms of (PPFB), namely {α α α α r (t)}, {ϕ ϕ ϕ ϕ k (t)} pairs are generated in the Least Mean Square (LMS) sense. Thus, ECG signal for each frame is described in terms of the two indices "R" and "K" of PPFB and the frame-scaling coefficient C i . It has been shown that the new method of modeling provides significant data compression. Furthermore, once PPFB are stored on each communication node, transmission of ECG signals reduces to the transmission of indexes "R" and "K" of [α α α α r (t),ϕ ϕ ϕ ϕ k (t)] pairs and the coefficients C i , which also result in considerable saving in the transmission band.