Figure 5From: Prediction of muscle activity during loaded movements of the upper limb Evaluation of different artificial neural network structures in ability to predict EMG. Evaluations were performed using training and testing data obtained from loaded movements. Mean (SD) R2 values across all subjects and muscles using six artificial neural networks (MLP1, MLP2, MLP5, MLP10, MLP30, MLP20_9_9_20) and plotted as a function of the total number of neural elements in each network. The R2 value of the MLP30 network was significantly (P < 0.05) larger than that of every other network architecture tested.Back to article page