Research Article
Data-Driven Machine-Learning Model in District Heating System for Heat Load Prediction: A Comparison Study
Table 1
ML models for heat demand prediction in the literature.
| | Applied algorithms | [12] | [13] | [14] | [15] | [16] | [17] | [32] | [33] | [34] | [35] | [36] | Our work |
| | ANN/FNN/SOM/RNN | + | + | + | + | − | − | + | − | − | + | − | − | | MLR/MR/PLS | − | − | − | + | + | − | + | − | − | − | − | + | | SVM/SVR | − | − | − | + | − | − | + | + | − | − | + | + | | BN | − | − | − | − | − | − | − | − | + | − | − | − | | DT/RF/RT | − | − | − | − | − | + | + | − | − | − | − | + | | Ensembles | − | − | − | − | − | + | − | − | − | − | − | + |
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