Table 7.

Data extraction form template

Data extraction form
Title:
Authors:
Country of research:
Publication venue:
Publication details:
Type of publication venue:
Scientific field:
Research questions answered:

Content:

– Which machine learning algorithms are used?

– How are they applied to the diagnosis of mechanical faults or prognosis of faults in manufacturing equipment?

– What types of learning tasks are addressed (e.g., supervised, unsupervised, reinforcement learning)?

– Are hybrid learning methods used?

– What types of learning techniques are employed (e.g., ensemble learning, transfer learning, online learning, etc.)?

– What are the benefits/limitations of the machine learning techniques used in the study?

– Which data stream learning techniques are used?