# A Review on Data-Driven Condition Monitoring of Industrial Equipment
## 2 Data-Driven Condition Monitoring of Industrial Equipment
### Fault Diagnosis and Prediction
#### 2.2.1 Method Based on Shallow Machine Learning
\begin{table}
\begin{tabular}{c c c c c} \hline \hline
**References** & **Application** &
\begin{tabular}{c} **Type of** \\ **Equipment** \\ \end{tabular} & **Signal** & **Fault Type** \\ \hline
[89] & \begin{tabular}{c} Fault detection \\ and diagnosis \\ Fault \\ diagnosis \\ Fault \\ diagnosis \\ Fault \\ detection \\ \end{tabular} & \begin{tabular}{c} Induction \\ motor \\ Permanent magnet \\ Brushless DC motor \\ \end{tabular} & \
\begin{tabular}{c} Current \\ signal \\ Current and \\ vibration signal \\ \end{tabular} &
\begin{tabular}{c} Bearing fault (inner and outer race) \\ \end{tabular} \\
[90] & \begin{tabular}{c} Fault \\ diagnosis \\ Fault \\ diagnosis \\ Condition \\ \end{tabular} & \begin{tabular}{c} Permanent magnet \\ Brushless DC motor \\ \end{tabular} & \
\begin{tabular}{c} Current and \\ vibration signal \\ Current and \\ vibration signal \\ \end{tabular} &
\begin{tabular}{c} Stator and rotor faults \\ \end{tabular} \\
[93] & \begin{tabular}{c} Fault \\ diagnosis \\ Condition \\ \end{tabular} & \begin{tabular}{c} Induction \\ motor \\ \end{tabular} & \
\begin{tabular}{c} Current and \\ vibration signal \\ \end{tabular} &
\begin{tabular}{c} Various types of motor faults such as bearing, \\ stator, rotor, and eccentricity \\ \end{tabular} \\
[94] & \begin{tabular}{c} Fault \\ detection \\ \end{tabular} & \begin{tabular}{c} Induction \\ motor \\ \end{tabular} & \
\begin{tabular}{c} Current and \\ voltage signal \\ \end{tabular} &
\begin{tabular}{c} Turn-to-turn short circuit in one phase, \\ turn-to-turn short circuit in two phases, missing \\ phase, and two phases \\ \end{tabular} \\
[95] & \begin{tabular}{c} Fault \\ detection \\ \end{tabular} & \begin{tabular}{c} Induction \\ motor \\ \end{tabular} & \
\begin{tabular}{c} Vibration \\ signal \\ Current \\ signal \\ \end{tabular} &
\begin{tabular}{c} Unbalance \\ Stator inter turn short circuit fault and unbalance \\ supply voltage fault \\ Defective due to misalignment of bearing \\ installation (misalignment, shaft deflect, outer \\ race damage, and inner race damage) \\ \end{tabular} \\
[107] & \begin{tabular}{c} Fault \\ detection \\ \end{tabular} & \begin{tabular}{c} Induction \\ motor \\ \end{tabular} & \
\begin{tabular}{c} Current and \\ signal \\ Current and \\ vibration signal \\ \end{tabular} &
\begin{tabular}{c} Stator inter turn short circuit fault and unbalance \\ supply voltage fault \\ Defective due to misalignment of bearing \\ installation (misalignment, shaft deflect, outer \\ race damage, and inner race damage) \\ \end{tabular} \\
[105] & \begin{tabular}{c} Fault \\ detection \\ \end{tabular} & \begin{tabular}{c} Induction \\ motor \\ \end{tabular} & \
\begin{tabular}{c} Current and \\ vibration signal \\ \end{tabular} &
\begin{tabular}{c} Misalignment faults \\ \end{tabular} \\ \hline
[107] & \begin{tabular}{c} Fault \\ detection \\ \end{tabular} & \begin{tabular}{c} Controlingal pump \\ \end{tabular} & \begin{tabular}{c} **Type** of \\ **Equipment** \\ \end{tabular} & \
\begin{tabular}{c} **Signal** \\ \end{tabular} &
\begin{tabular}{c} **Fault Type** \\ \end{tabular} \\
[40] & \begin{tabular}{c} Fault \\ detection \\ \end{tabular} & \begin{tabular}{c} Gear \\ pump \\ vibration signal \\ \end{tabular} & \
\begin{tabular}{c} Pump casing \\ vibration signal \\ \end{tabular} &
\begin{tabular}{c} Abrupt changes in the behavior caused by cavitation \\ Blade damage, diffusion tube damage, leakage, diffusion \\ tube impeller rub, bearing wear \\ Vibration \\ \end{tabular} \\
[96] & \begin{tabular}{c} Malfunction \\ detection \\ \end{tabular} & \begin{tabular}{c} Shimizu \\ PS-128 BT water pump \\ \end{tabular} & \
\begin{tabular}{c} signal (bearing, \\ impeller, and \\ capacitor) \\ \end{tabular} &
\begin{tabular}{c} Broken capacitor, broken impeller, broken bearing, broken \\ capacitor \& impeller, and broken capacitor \& bearing \\ \end{tabular} \\
[100] & \begin{tabular}{c} Fault \\ diagnosis \\ \end{tabular} & \begin{tabular}{c} Reactor \\ coolant pump \\ \end{tabular} & \
\begin{tabular}{c} Vibration \\ signal \\ \end{tabular} &
\begin{tabular}{c} Bearing wear; rotor mass eccentricity; impeller mass \\ eccentricity; wear ring abrasion \\ \end{tabular} \\
[102] & \begin{tabular}{c} Fault \\ detection \\ \end{tabular} & \begin{tabular}{c} Circulating \\ water pump \\ \end{tabular} & \
\begin{tabular}{c} Bearing \\ temperature \\ signal \\ \end{tabular} &
\begin{tabular}{c} Broken bearings, damaged bearings, high cooling water \\ temperatures, noisy equipment, etc. \\ \end{tabular} \\
[108] & \begin{tabular}{c} Real-time data collected \\ over a period of operation \\ of electric submersible \\ \end{tabular} & \
\begin{tabular}{c} Pump \\ temperature, \\ pump \\ \end{tabular} \\ failure &
\begin{tabular}{c} High Fluid Viscosity leading to pump failures. \\ Pump being used outside its operating range. \\ \end{tabular} \\
[105] &
\begin{tabular}{c} Controling and depositions leading to blockages in pump, \\ debris in pump, shaft failures due to broken sharts, \\ change in downhole pressure, blockage at perforations \\ and pump intake. \\ \end{tabular} \\ \hline \hline \end{tabular}
\end{table}