Methods for consistent forewarning of critical events across multiple data channels

The invention is navigation method for improving, colouring groove is coming from the biomedicine device, mechanism and physical process phase space diversity analyses of data, forewarns the key event. An improved a conversion time data and probability symbol. The second improved is a method, and is in coming from the patient or the process data multiple sets, warning a channel identically full sincere maximization of multiple data channel. The fully which is opposite to the window alarm sincerely 20, comprising a hazard the indication to decomposition and masculine (TP), and a (TN), false positive and negative false. The third improved is using from the object functions of the phase space diversity measuring presence, a point best warning indication. The fourth improved with the searching strategies the phase space analysis parameter, wherein maximization head function. The improved and a displaying the method is the validity of biomedicine machine and application.