Table 4 Working conditions of thermoelectric coupling experiments.

From: An LSTM-driven thermoelectric coupling response prediction method for shape memory alloy actuators

No.

Data Usage

Temperature Rise Rate

Target Temperature

1 ~ 5

Training + Validation

1℃/s

(65 70 75 80 85) ℃

6 ~ 10

Training + Validation

2℃/s

(65 70 75 80 85) ℃

11 ~ 13

Test Set

0.8℃/s

(65 70 75) ℃