dynamical-systems machine-learning model-discovery nonlinear-dynamics sparse-regression system-identification

Economics Materials Science (40%)

data-science dynamical-systems machine-learning narmax narx system-identification time-series

Mathematics

autoencoders data-driven-dynamics deep-learning dynamic-mode-decomposition dynamical-systems koopman koopman-operators reachability sindy system-identification

contact control differentiable friction gradients locomotion motion-planning reinforcement-learning robotics simulation system-identification trajectory-optimization

bayesian-inference control-systems controls data-assimilation dynamical-systems estimation extended-kalman-filter gnss guidance-navigation-control kalman-filter monte-carlo-methods parameter-estimation particle-filter prediction-error-method sequential-monte-carlo state-estimation system-identification tracking unscented-kalman-filter virtual-sensing

dynamics earthquake seismic state-space structural-engineering structures system-identification transfer-function-estimation transfer-functions vibration

arx coherence control-systems controls dynamical-systems estimation frequency-response identification kalman-filter lti-system n4sid parameter-estimation spectral-analysis state-space-systems subspace-identification system-identification time-series time-series-analysis transfer-function-estimation

cran-r monte-carlo particle-filter particle-metropolis-hastings state-space-model stochastic-volatility-models system-identification tutorial

machine-learning partially-observable-environment robotics system-identification

free-energy-principle narmax simulation system-identification variational-message-passing

duffing-equation free-energy-principle system-identification

free-energy-principle harmonic-oscillator system-identification variational-inference

frequencies least-squares lomb-scargle-periodogram lpv mel-spectrogram mfcc periodogram power-spectral-density spectrogram spectrum spectrum-analyzer spectrum-identification system-identification time-series-analysis

bayesian-inference gaussian-processes heat-transfer system-identification

control-systems prediction system-identification

autoregressive-models dynamical-modeling dynamical-systems forward-selection machine-learning narmax narx nonlinear-dynamics orthogonal-forward-regression system-identification time-series time-series-forecasting

deep-learning machine-learning physics-informed-neural-networks system-identification system-identification-toolbox

bci bmi brain-computer-interface brain-machine-interface neural-decoding neural-interface ridge-regression stimulus-response-correlation strf system-identification temporal-response-function trf

message-passing narmax system-identification

advanced-analytics data-mining digital-twins dynamic-simulations machine-learning mpc-control multivariate-statistics pid-control system-identification time-series