2018 · 19 citations · 33 references
EngineeringBiomedical EngineeringElectrical EngineeringMachine LearningNeural EngineeringProstheticsMyoelectric ProsthesesNeural InterfacesNeural NetworksNeural ProstheticsProsthetic Control SystemsUpper-limb ProstheticsData Quality ValidationMyoelectric ControlMyoelectric Prosthesis ControlNeural Prosthetic ControlProsthetic Arm SystemsProsthetic ControlProsthetic Limb ControlRecurrent Neural Networks
This paper proposes a set of recurrent neural networks (RNNs) capable of replicating the non-linear mechanism of a prosthetic hand based on surface myoelectric sensors. The experimental results of the RNN show a good result of the system for the training data and an acceptable result on the validation data. A comparison between the developed RNNs and a similar size non-recurrent neural network is included.
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Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 98.1K citations
Learning to Forget: Continual Prediction with LSTM
Felix A. Gers, Jürgen Schmidhuber, Fred Cummins · Neural Computation · 2000 · 5.4K citations