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Observer-Based Fuzzy Adaptive Dynamic Surface Force Control for Pneumatic Polishing System End-Effector With Uncertain Contact Environment Model

Zhiming Yang, Wenbo Zhao, Jiange Kou, Yushan Ma, Zhibo Sun, Yixuan Wang, Yan Shi

2025IEEE Transactions on Automation Science and Engineering19 citationsDOI

Abstract

This study presents an observer-based adaptive fuzzy dynamic surface force control strategy for pneumatic polishing system with uncertain contact environment model and full-state constraints. First, a fuzzy logic system is employed to approximate the uncertain nonlinear dynamics of the pneumatic polishing system end-effector, and a fuzzy state observer is designed to estimate the unmeasured states. Further, to enhance the controller’s response speed, a variable separation method employing fuzzy basis functions and the dynamic surface control technique are adopted to address algebraic loop issues and prevent computational complexity explosion. A logarithmic-type barrier Lyapunov function is embedded into each step of the controller design to ensure that all system states satisfy the predefined constraints. Finally, an adaptive fuzzy dynamic surface force controller with full-state constraints is developed to ensure fast and accurate control of the polishing force in an uncertain contact environment while maintaining all states within predefined constraints. The effectiveness and applicability of the proposed control algorithm are experimentally verified using a pneumatic polishing system.

Topics & Concepts

PolishingControl theory (sociology)Robot end effectorFuzzy control systemObserver (physics)Fuzzy logicControl engineeringGrippersContact forceControl systemEngineeringComputer scienceMaterials scienceMechanical engineeringControl (management)RobotArtificial intelligencePhysicsElectrical engineeringQuantum mechanicsAdhesion, Friction, and Surface InteractionsAdvanced Surface Polishing TechniquesTribology and Lubrication Engineering
Observer-Based Fuzzy Adaptive Dynamic Surface Force Control for Pneumatic Polishing System End-Effector With Uncertain Contact Environment Model | Litcius