The invention discloses a pump lamp tube fault accurate diagnosis
system based on multi-parameter
data analysis, and relates to the technical field of industrial
automation monitoring, and the
system comprises a multi-parameter acquisition and unique fault judgment
algorithm, a multi-parameter acquisition module is connected with a high-precision
current transformer, an
infrared temperature sensor, a miniature
pressure sensor, a
photoelectric sensor and the like, and the multi-parameter acquisition module is connected with the unique fault judgment
algorithm; parameters such as current,
voltage, lamp tube surface temperature, internal
gas pressure and
luminous intensity during operation of a pumping lamp tube are accurately acquired, denoising and filtering parameters and a normalization method based on lamp tube rated parameter values are set by the preprocessing unit, and a fault diagnosis model is constructed by the
data analysis module by selecting multiple learning algorithms. The collected and preprocessed parameter vector is X, a weight vector W and a bias item b are obtained through model training, a comprehensive
score S is calculated, a fault judgment threshold T is set through a large amount of sample data training, and if S is larger than or equal to T, it is judged that a lamp tube has a fault, and a fault type mark is output; if Slt; and T, judging normal operation of the lamp tube.