Review Article
Vibration Analysis for Machine Monitoring and Diagnosis: A Systematic Review
Table 10
The advantages and disadvantages several AI-based methods.
| AI-based method | Advantages | Disadvantages |
| SVM | Compatible with large and complex dataset, high accuracy | Difficult to determine the appropriate kernel to be applied, perform poorly when the data contain noise | NN | Fault tolerance process, have a self-learning ability Have a strong capability to process data | Complicated design process, takes a long time to process a large network, black box solution | Fuzzy logic | Strong robustness, simple design and easy to understand | Difficult to obtain the knowledge rules, difficult to determine the right membership function | GA | Can process an extremely large range of data, can be applied for the optimization purpose | High computing cost, time-consuming procedure |
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