Table 8 Time complexity analysis of the designed movement recognition model over existing algorithms and models.

From: Development of weighted residual RNN model with hybrid heuristic algorithm for movement recognition framework in ambient assisted living

Terms

Time (min)

Algorithm-based analysis

 GOA-WRRNN49

18.8306

 CFOA-WRRNN50

19.364

 RSO-WRRNN46

17.95

 COA-WRRNN47

17.47

DevelopedHRS-COA-WRRNN

17.31

Classifier-based analysis

 MLSTM33

21.535

 BiLSTM36

20.38

 DBN43

18.409

 WRRNN

19.674

DevelopedHRS-COA-WRRNN

17.31