Neural-Augmented Hybrid Dynamic Modeling of a Series-Parallel Elastic Actuator

This paper proposes a neural network-based model of a novel hybrid Series-Parallel Elastic Actuator (SEA-PEA) architecture for high-performance robotic applications. The system combines a Brushless DC (BLDC) motor, a planetary gearbox, and a rotary pneumatic actuator serving as an elastic element. W...

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Bibliographic Details
Main Authors: Timur Umurzakov, Sharafatdin Yessirkepov, Michele Folgheraiter
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/11037454/
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