دانلود کتاب Nonlinear Real-Time Emulation of a Tube Amplifier with a Long Short Term Memory Neural-Network
by Schmitz Thomas
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عنوان فارسی: غیر خطی زمان واقعی شبیه سازی از یک لوله تقویت کننده با یک حافظه کوتاه مدت عصبی-شبکه |
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جزییات کتاب
them and to replace them by computer emulation. Their nonlinear behavior requires the use of complex models.
We propose to take advantage of the progress made in the field of machine learning to build a new model for such
nonlinear audio devices (such as the tube amplifier). This paper specially focuses on the real-time constraints of the
model. Modifying the structure of the Long Short Term Memory neural-network has led to a model 10 times faster
while keeping a very good accuracy. Indeed, the root mean square error between the signal coming from the tube
amplifier and the output of the neural network is around 2%.