Research Article

Fault Prediction of Centrifugal Pump Based on Improved KNN

Table 6

Specific parameters of each instrument and sensor.

Instrument nameParameterValue (unit)

NI USB-signal data acquisition cardAnalog input4-way, (kS/s), 16-bit resolution
Analog output4-way, (kS/s), 16-bit resolution
Voltage range−10(V)∼+10 (V)
Digital I/O interface4-way

LDW-SIN-DW-Z electromagnetic fluidizerMWP1.6 (MPa)
Supply voltage220 (V)
Measuring flow range0∼120 (m3/h)
Error0.16 (%)
Output current signal4-20 (mA)

SGDN-dynamic torque measuring deviceOutput frequency5∼15 (kHz)
Error0.3%
Measuring flow range0-120 (Nm)

WIKAS-transducerMeasuring rangeInlet 0∼1.6 (bar abs pressure)/outlet 1∼4 (bar)
Current output4-20 (mA)
Mains input10∼30 (V)
Error0.2%