Predictive modeling of flexible EHD pumps using Kolmogorov–Arnold Networks

Predictive modeling of flexible EHD pumps using Kolmogorov–Arnold Networks

We present a novel approach to predicting the pressure and flow rate of flexible electrohydrodynamic pumps using the Kolmogorov–Arnold Network. Inspired by the Kolmogorov–Arnold representation theorem, KAN replaces fixed activation functions with learnable spline-based activation functions, enabling...

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Bibliographic Details
Main Authors: Yanhong Peng, Yuxin Wang, Fangchao Hu, Miao He, Zebing Mao, Xia Huang, Jun Ding
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Biomimetic Intelligence and Robotics
Subjects:
Kolmogorov–Arnold Networks
Electrohydrodynamic pumps
Neural network
Online Access:http://www.sciencedirect.com/science/article/pii/S2667379724000421
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