… 3.2 Pulse prediction in the soliton pair evolution in HNLF In addition, we consider pulse
prediction in a more complex dynamic that the soliton pair evolution in HNLF. Two different cases …

… physics by showing how a long short-term memory (LSTM) RNN can accurately reproduce
the complex nonlinear dynamics of ultrashort pulse evolution in optical fibre governed by an …

… We use the SCPINN to study the influences of these effects on pulse evolution, and
predict the nonlinear dynamics of the picosecond bright and dark solitons, femtosecond two-soliton …

… -dependent nonlinear equations, which describe the pulse coupling in an N-core nonlinear
… Zero IMD is predicted by taking the contribution of material dispersion into the derivation of …

… [Citation15] suggested some quantitative measures based on nonlinear dynamics to predict
imminent extinction in pulse combustors. In one approach (thresholding approach), an event …

… accurate nonlinear dynamic model and parameters identification method to predict the shock
pulses … The overall nonlinear system is solved in time domain with Runge–Kutta. And the …

… ’ performance can predict optical pulse propagation and … 3, where an optical pulse predicted
by the LSTM is well fitted with … 4 displays the influence of the nonlinearity on the prediction …

… nonlinear acoustic response of the system by obtaining approximate analytical and numerical
solutions of the dynamical … correctly predict the nonlinear acoustic behavior of the system. …

… In conclusion, we propose a convolutional FSM for nonlinear dynamics prediction of the
full-field ultrafast pulse evolution. Compared to the existing methods, our proposed method …

… For the nonlinear case we compare the predictions of the traditional … The second part of the
paper studies of the effect of pulse length on the propagation of pulses in nonlinear materials. …