Abstract This study proposes a fuzzy neural network-based prediction and optimization method to address the challenge of modeling dynamic stiffness in Stewart platforms. Traditional approaches, such as the Newton-Euler method and finite element analysis, often struggle to capture nonlinear characteristics and multivariate coupling effects under complex conditions. To overcome these limitations, this paper constructs a fuzzy neural network framework that integrates fuzzy logic with neural computation. This model se…