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]	√	√			√