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. noYearMethodsAuthorsPerformance indicator (MSE)

12010BPNÖzgür Solmaz et al. [11]0.8472
22010RBFNMohammed Benghamm and Adel Mellit [12]0.0189
32012ANNAmit Kumar Yadav and S S Chandel [14]2.8460
42012BP-MLPNH G CHUA et al. [15]1.1744
52016IBPNMadhiarasan, M. and Deepa, SN [46]0.0507
62016INNMadhiarasan, M. & Deepa, SN [18]0.0036
72017K-NN-BPLNNUnit Three Kartini and Chao Rong Chen [24]5.4827
82017MLPNMadhiarasan, M. and Deepa, SN [47]0.0012
92018NWPSowmya Tiwari et al. [33]8.2628
102018Elman neural networkMadhiarasan, M. and Deepa, SN [48]0.1422
112018ARMAIrene Wanady [29]1.6140
122018BPNTanawat Laopaiboon et al. [30]0.7336
132018MLPMarcello Anderson F. B. Lima et al. [27]0.0283
142018RELANFISShihabudheen K V and G V Pillai [32]0.6384
152018WVELuyao et al. [28]0.0781
162019NARXJohn Kevin Rogies and Nawaz Mohamudally [37]0.9568
172019LM based ANNSempe Leholo et al. [41]0.2591
182019ANN-NARXChigbogu Godwin Ozoegwu [38]0.1918
192021Proposed CMMLPNNMadhiarasan, M et al.0.000385

Bold implies an optimal result.