Table 9 Comparative analysis of DL algorithms.
DL algorithms | Residential load capacity (Watt) | THD (%) | Power Factor (PF) | Damping ratio | Transient stability |
|---|---|---|---|---|---|
Simulation analysis of the DL algorithms | |||||
SCO-LSTM controller & JO-LSTM based BMS | 500 | 25 | 0.7 | 0.25 | HIGH |
JO-LSTM controller & HBO-LSTM based BMS | 500 | 11 | 0.99 | 0.19 | LOW |
HBO-LSTM controller & SCO-LSTM based BMS | 500 | 15 | 0.8 | 0.15 | MEDIUM |
Test bed results for the proposed algorithms | |||||
SCO-LSTM controller & JO-LSTM based BMS | 500 | 23 | 0.6 | 0.24 | HIGH |
JO-LSTM controller & HBO-LSTM based BMS | 500 | 11 | 0.97 | 0.17 | LOW |
HBO-LSTM controller & SCO-LSTM based BMS | 500 | 14 | 0.7 | 0.15 | MEDIUM |