Research Article
An Incremental Radial Basis Function Network Based on Information Granules and Its Application
Table 3
Comparison results of RMSE for the prediction of cooling load (mean value of 10-fold cross-validation) (
: number of rules).
| Methods | Number of nodes | RMSE (training) | RMSE (testing) |
| LR | — | 3.180 | 3.208 | MLP | 36 | 3.176 | 3.226 | RBFN | 36 | 3.601 | 4.812 | RBFN (CFCM) [14] | 36 | 2.866 | 3.388 | LM | 36 | 3.866 | 4.296 | Proposed incremental method | | | | IRBFN_LSE | 36 | 2.462 | 3.102 | IRBFN_BP | 36 | 2.555 | 3.089 |
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