1. A method of adaptively controlling a pulsed power arc welding process, comprising: sensing a signal emitted during an arc welding pulse; employing a trainable system to: recognize an empirical transfer mode from the signal; determine a pulsed power parameter set to produce a modified transfer mode in a subsequent pulse; and controlling a power source using the parameter set.