Abstract: This invention describes a method and apparatus for the In Vitro treatment process of purifying and maintaining the sterility of water thereby replacing existing transient technology that is flawed by repeated handling inside and outside the medical environment where this technology is intended for use i. e. hemodialysis clinics, trauma centers, burn centers, general medical institutions the pharmaceutical packager and other locations and applications where purified sterile water is required.

Abstract: A method and system diagnoses system reliability problems and/or system failure in a physical system through the predictive identification of errant fluctuations in one or more operating parameters of said physical system. The values of at least one kind of operating parameter of physical system are determined. A data stream of the parameter values are divided into one or more sets, and the sets are associated into one or more series. Through a series of mathematical calculations, it is determined whether an N0, Nx or N1 condition exists. An N0 condition indicates that the values are probably within a good operating range. An Nx condition indicates the probability of approaching a point outside of a good operating range condition. An N1 condition indicates the entering of the range of possible system failure.