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. Author manuscript; available in PMC: 2019 Jul 12.
Published in final edited form as: Comput Chem Eng. 2018 Mar 28;115:46–63. doi: 10.1016/j.compchemeng.2018.03.025

Table 6.

Diagnosis of Fault 8 at Sample Bin 40 via One-step Rolling, Two-step Rolling, and Evolving Time Horizon based Analysis. (HPV: historic process variable, HPB: historic process behavior, CPV: current process variable)

Approach Sample Bin 40
Feature Rank Feature Type Corresponding Time Point Feature Name
One-step Rolling Time Horizon 1 HPB 391-400 Slope of Cumulative Acid Flow Rate
2 HPB 391-400 Standard deviation in Cumulative Acid Flow Rate
Two-step Rolling Time Horizon 1 HPB 381-390 Slope of Cumulative Acid Flow Rate
2 HPB 381-390 Standard deviation in Cumulative Acid Flow Rate
3 HPB 381-390 Mean of Cumulative Acid Flow Rate
4 CPV 400 Dissolved CO2 Concentration
Evolving Time Horizon 1 HPB 51-60 Mean of pH
2 HPB 31-40 Mean of pH
3 HPB 61-70 Mean of pH
4 HPB 71-80 Slope of Cumulative Acid Flow Rate
5 HPB 71-80 Standard deviation in Cumulative Acid Flow Rate
6 HPB 141-150 Mean of Cumulative Acid Flow Rate
7 HPB 151-160 Mean of Cumulative Acid Flow Rate
8 HPB 81-90 Slope of Cumulative Acid Flow Rate
9 HPB 161-170 Mean of Cumulative Acid Flow Rate
10 HPB 171-180 Mean of Cumulative Acid Flow Rate
11 HPB 131-140 Mean of Cumulative Acid Flow Rate
12 HPB 61-70 Slope of Cumulative Acid Flow Rate