Table 9 Comparative analysis of DL algorithms.

From: Battery management in IoT hybrid grid system using deep learning algorithms based on crowd sensing and micro climatic data

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