Universal differential equations as a unifying modeling language for neuroscience. [PDF]
Front Comput NeurosciEl-Gazzar A, van Gerven M.
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A Q‐Learning Algorithm to Solve the Two‐Player Zero‐Sum Game Problem for Nonlinear Systems
International Journal of Adaptive Control and Signal Processing, Volume 39, Issue 3, Page 566-581, March 2025.A Q‐learning algorithm to solve the two‐player zero‐sum game problem for nonlinear systems. ABSTRACT This paper deals with the two‐player zero‐sum game problem, which is a bounded L2$$ {L}_2 $$‐gain robust control problem. Finding an analytical solution to the complex Hamilton‐Jacobi‐Issacs (HJI) equation is a challenging task.
Afreen Islam +2 more
wiley +1 more source
High-order expansion of neural ordinary differential equation flows. [PDF]
Sci AdvIzzo D +3 more
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Systemic stability, cell differentiation, and evolution - A dynamical systems perspective [PDF]
, 2016 Rudolf Hanel
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PARTIAL DIFFERENTIAL EQUATIONS AND DYNAMICAL SYSTEMS
Demonstratio Mathematica, 1978 openaire +2 more sources
International Journal of Adaptive Control and Signal Processing, EarlyView.This paper proposes two projector‐based Hopfield neural network (HNN) estimators for online, constrained parameter estimation under time‐varying data, additive disturbances, and slowly drifting physical parameters. The first is a constraint‐aware HNN that enforces linear equalities and inequalities (via slack neurons) and continuously tracks the ...
Miguel Pedro Silva
wiley +1 more source
Dynamical study of different types of soliton solutions with bifurcation, chaos and sensitivity analysis to the non-linear coupled Schrödinger model. [PDF]
Sci RepNasir R +5 more
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Current Tracking Adaptive Control of Brushless DC Motors
International Journal of Adaptive Control and Signal Processing, EarlyView.In this paper, the current tracking for Brushless Direct Current motors is approached considering uncertainty in the parameters of the motor's model. An adaptive control scheme to compensate electrical parameters uncertainty is proposed without requiring any knowledge of the mechanical parameters.
Fernanda Ramos‐García +3 more
wiley +1 more source
DnD Filter: Differentiable State Estimation for Dynamic Systems using Diffusion Models [PDF]
Zhimin Wan, Lin Zhao
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Landau: A Language for Dynamical Systems with Automatic Differentiation [PDF]
, 2020 Ivan Dolgakov, Dmitry Pavlov
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