To train the system, the Biceps-brachii muscle force was used. To validate our model, the Brachioradialis, Triceps-brachii, and Flexor carpiulnaris muscles’ signals were used. To measure the performance of the model, the BPNN output estimated force is compared with the Hill-Type force estimation.