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of  the  earliest  detectable  changes  in  a  system  and  the  most
           detrimental  to  lubricant  health.  Water  contamination  not  only
           reduces  oil's  lubricating  ability,  but  also  increases  oxidation  and
           can  lead  to  the  formation  of  rust,  a  common  corrosive  wear
           element. It has been shown that 1% water in a lubricating system
           can cause a 90% reduction in life of a journal bearing, while the
           life expectancy of rolling bearings can be reduced by 70% in the
           presence  of  just  0.1%  water.  Traditional  Condition-based
           Maintenance  (CBM)  methods  that  use  sampling  and  offline  oil
           analysis are expensive, non-repeatable, and do not provide a real-
           time assessment of oil condition. Available online methods for oil
           health estimation have not exhibited the sensitivity or the maturity
           required for a standalone, in-situ application.
                In  order  to  monitor  water  contamination  in  lubricant,  the
           authors  have  developed  the  Smart  Oil  Sensor  (SOS),  a  multi-
           sensor device that measures several properties of oil, including oil
           quality,  water  content,  and  temperature.  The  SOS  addresses  the
           shortcomings  of  existing  offline  methods  for  detecting  water
           contamination. SOS's on-line fluid analysis process can determine
           oil  health  in  real-time,  thus  greatly  reducing  cost  and  waste,  as
           well as providing a faster, on-demand assessment of oil condition.
           The  SOS  employs  a  patent-pending,  low-powered,  broadband
           impedance spectroscopy  measurement coupled with  model-based
           analysis  and  multi-sensor  data  fusion  techniques  to  predict  fluid
           quality and degradation. The SOS uses advanced classification and
           prediction algorithms in conjunction with historical data fusion to
           generate a robust output for water content level  and  includes  an
           'Early Warning Module' to detect sudden, drastic changes in health
           state.
                By  combining  several  sensing  methods  and  reasoning
           techniques, the SOS is capable of detecting minute levels of water
           and salt water contamination in lubricant (as low as 50 ppm) and
           tracking the  contamination  beyond  saturation  levels. It is known
           the  relationship  between  bearing  life  and  water  contamination

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