A multi-sensor tool breakage detection system is introduced that characterizes the state of measurements during normal (no-fault) condition and at tool breakage by the two columns of a multi-valued influence matrix (MVIM). In this system the measurements against the two columns of MVIM, which are estimated during a training session so as to minimize the error in detection. The detection system is implemented in turning.