Research Article

Agricultural Machinery Virtual Assembly System Using Dynamic Gesture Recognitive Interaction Based on a CNN and LSTM Network

Table 5

CNN-LSTM network structure parameters.

CNN-LSTM configuration

6 weight layers
Input (1000 5 20  9 TimeSeries)
Conv1D-128 (7)
Conv1D-128 (7)
MaxPool1D (2)
Flatten
LSTM (100)
FC-100
Softmax (10)

ParameterValue
Maximum epochs100
Batch_size32
OptimiserAdam
MetricsAcc & loss
Min–max normalisationYes
The number of parameters380K
MethodEpochs = 5, mean/std