Research Article
Identification of a Typical CSTR Using Optimal Focused Time Lagged Recurrent Neural Network Model with Gamma Memory Filter
Table 5
Comparison of NN models.
| NN Models | Performance Measures on Test Data Set | CSTR lab data | Benchmark CSTR data | MSE | NMSE | | MSE | NMSE | |
| FTLR NN with Gamma memory | 1.13E−05 | 0.470 | 0.9132 | 1.40E−06 | 0.00777 | 0.9961 | Fully Recurrent NN | 8.01E−06 | 0.754 | 0.702 | 4.15E−06 | 0.0230 | 0.988 |
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