A battery state-of-health monitoring and prognosis method includes training off-line parity-relation parameters between extracted battery voltage and current signals during off-line battery discharge events using at least one good off-line battery. One or more object circuits are associated with the fractal tree. The outer layer is laminated onto the main body of the tube.