Table 3 Fault simulation methods.

From: A fault diagnosis method for wireless sensor network nodes based on a belief rule base with adaptive attribute weights

Fault type

Simulation Method

Offset faults

Random numbers within the range of [0, 10] were added to the data between sample numbers 400 and 799 by means of superimposition

High noise faults

The dataset consisting of sample numbers 800 to 1199 is created by adding random numbers from the range of [10, 20]

Outlier faults

A random number generator was used to replace 10% of the data in the sample range of 1200 to 1599 with values in the interval of [0, 40]

Fixed faults

The data collected is kept constant at the value measured immediately prior to the occurrence of the fault