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Abstract: Since the last decade, deep neural networks have shown remarkable capability in learning representations. The recently proposed neural ordinary differential equations (NODEs) can be viewed ...

Abstract: The technique of solving differential equations using Physics-Informed Neural Networks (PINNs) has received extensive attention and application. However, employing neural networks with ...

ABSTRACT: This paper investigates the emergence and transformation of self-oscillatory regimes in a nonlinear dynamic system based on a generalized van der Pol oscillator model. Using asymptotic and ...

WASHINGTON (Reuters) - Embraer said on Wednesday it has reached a deal for 50 firm orders for the Brazilian planemaker’s E195-E2 jets and purchase rights for another 50 with budget carrier Avelo ...