Non-linear system modeling using LSTM neural networks

• Published in: IFAC-PapersOnLine Vol. 51; no. 13; pp. 485 - 489
• Main Authors: Gonzalez, Jesús, Yu, Wen
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 2018
• Subjects: Black-Box identification; LSTM; neural networks; Black-Box identification; LSTM; neural networks

Long-Short Term Memory (LSTM) is a type of Recurrent Neural Networks (RNN). It takes sequences of information and uses recurrent mechanisms and gate techniques. LSTM has many advantages over other feedforward and recurrent NNs in modeling of time series, such as audio and video. However, in non-line...