Comments (3)
tmtakashi
commented on August 15, 2024
どんなもの？
- LSTMとNNを組み合わせて非線形システムをモデリングする。
先行研究と比べてどこがすごい？
- 既存のNNモデルよりもはるかによい。
- 従来のLSTMでは隣のインデックスしか推論できなかったが、インデックスを飛ばして推論できる。
技術や手法のキモはどこ？
- p x q個のLSTM層 + NN
どうやって有効だと検証した？
- SYSID 2009 Wiener-Hammerstein datasetを用いてMLPと比較
- p=80, q=1がベスト
議論はある？
とくになし。
次に読むべき論文は？
Real Time Emulation of Parametric Guitar Tube Amplifier With Long Short Term Memory Neural Network, Thomas Schmitz
from paper-survey.
tmtakashi
commented on August 15, 2024
Non-linear system modeling is to find the best conditional probability distribution of the output with respect to the input(Ljung, 1987)
from paper-survey.
tmtakashi
commented on August 15, 2024
from paper-survey.
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from paper-survey.