Research Article
Monitoring Big Data Streams Using Data Stream Management Systems: Industrial Needs, Challenges, and Improvements
Table 3
A comparison of the applied fault detection methods of the reviewed papers presented in the form of a matrix.
| References | Data-driven model | Knowledge-basedmodel | Analytical-basedmodel | Hybrid model | Real-time data | Forecasted data |
| [11, 23, 32, 34, 35] | √ | | | | √ | | [26] and others e.g. [21, 24] | √ | | | | √ | | [19] | √ | | √ | √ | √ | | [25] | | | √ | | √ | | [17] | √ | | | | √ | √ | [34, 36] | √ | √ | | | √ | |
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