Research Article
Novel Cooperative Multi-Input Multilayer Perceptron Neural Network Performance Analysis with Application of Solar Irradiance Forecasting
Table 9
Comparative analysis of different approach performances of the existing and proposed methods.
| S. no | Year | Methods | Authors | Performance indicator (MSE) |
| 1 | 2010 | BPN | Özgür Solmaz et al. [11] | 0.8472 | 2 | 2010 | RBFN | Mohammed Benghamm and Adel Mellit [12] | 0.0189 | 3 | 2012 | ANN | Amit Kumar Yadav and S S Chandel [14] | 2.8460 | 4 | 2012 | BP-MLPN | H G CHUA et al. [15] | 1.1744 | 5 | 2016 | IBPN | Madhiarasan, M. and Deepa, SN [46] | 0.0507 | 6 | 2016 | INN | Madhiarasan, M. & Deepa, SN [18] | 0.0036 | 7 | 2017 | K-NN-BPLNN | Unit Three Kartini and Chao Rong Chen [24] | 5.4827 | 8 | 2017 | MLPN | Madhiarasan, M. and Deepa, SN [47] | 0.0012 | 9 | 2018 | NWP | Sowmya Tiwari et al. [33] | 8.2628 | 10 | 2018 | Elman neural network | Madhiarasan, M. and Deepa, SN [48] | 0.1422 | 11 | 2018 | ARMA | Irene Wanady [29] | 1.6140 | 12 | 2018 | BPN | Tanawat Laopaiboon et al. [30] | 0.7336 | 13 | 2018 | MLP | Marcello Anderson F. B. Lima et al. [27] | 0.0283 | 14 | 2018 | RELANFIS | Shihabudheen K V and G V Pillai [32] | 0.6384 | 15 | 2018 | WVE | Luyao et al. [28] | 0.0781 | 16 | 2019 | NARX | John Kevin Rogies and Nawaz Mohamudally [37] | 0.9568 | 17 | 2019 | LM based ANN | Sempe Leholo et al. [41] | 0.2591 | 18 | 2019 | ANN-NARX | Chigbogu Godwin Ozoegwu [38] | 0.1918 | 19 | 2021 | Proposed CMMLPNN | Madhiarasan, M et al. | 0.000385 |
|
|
Bold implies an optimal result.
|