Research Article
An Empirical Study for Adopting Machine Learning Approaches for Gas Pipeline Flow Prediction
Table 10
The best performance of each method that we tried.
| | Measure | Mean | Linear regression | SVR | KNN | Neural network | GBDT |
| | MSE | 1.88 × 108 | 32133.29 | 4.6 × 105 | 1273.00 | 2426.29 | 704.2363 | | MRE | 4.01 × 10−1 | 6.24 × 10−3 | 2.286 × 10−3 | 7.642 × 10−4 | 1.94 × 10−2 | 6.252 × 10−4 | | 1 | 1.705 × 10−4 | 2.45 × 10−3 | 6.75 × 10−6 | 1.28 × 10−5 | 3.7 × 10−6 |
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