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. 2022 Sep 6;9(9):446. doi: 10.3390/bioengineering9090446

Table 2.

Computational complexity based on execution time and memory allocation. The CPU clock speed during this process was 2.501 GHz. The execution time was measured with a precision of 1.00 × 10−7 s. The data for the peak/trough detection, feature extraction, and mathematical model are from a single sample file. These values are the same for both the training and test data. For ANN, the numbers correspond to a set of 30 measurements (our complete dataset).

Total Execution Time (s) Total Allocated Memory (Mbytes)
Peak/trough detection 183.72 941.66
Feature extraction 59.80 261.33
Mathematical model 218.30 2051.61
ANN training 509.31 8.48
ANN testing 11.65 4.63