Magnetically Self-Sealed MR Haptic Actuator With PWM-Based Excitation and High-Fidelity Torque Control
- URL: http://arxiv.org/abs/2608.19635v1
- Date: Thu, 20 Aug 2026 05:04:25 GMT
- Title: Magnetically Self-Sealed MR Haptic Actuator With PWM-Based Excitation and High-Fidelity Torque Control
- Abstract summary: Magnetorheological fluid (MRF)-based actuators offer a compact and rapidly controllable solution for haptic feedback.<n>Practical implementation requires reliable fluid sealing, low-hysteresis, accurate torque control, and stable long-duration operation.<n>This article presents an integrated MRF haptic system featuring a compact magnetically self-sealed rotary actuator.
- Score: 10.326757545448457
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: Accurate and stable torque rendering is essential for safe and perceptive human--machine interaction. Magnetorheological fluid (MRF)-based actuators offer a compact and rapidly controllable solution for haptic feedback, but their practical implementation requires reliable fluid sealing, low-hysteresis excitation, accurate torque control, and stable long-duration operation. This article presents an integrated MRF haptic system featuring a compact magnetically self-sealed rotary actuator, low-hysteresis PWM operation, high-fidelity model-based torque rendering, and stable performance during long-time operation. Magnetostatic simulation guides the arrangement of magnetic and nonmagnetic materials to focus flux in the multidisk torque and permanent-magnet sealing regions, enabling a maximum 600 N$\cdot$mm/A output. Experiments show that higher PWM frequencies reduce hysteresis and improve repeatability. At 10 kHz, the response is represented by a nonlinear model that varies with the direction and speed of torque change. The real-time controller combines feedforward, hysteresis compensation, PI feedback, and sliding-mode correction. Compared with PID, it reduces square-wave overshoot, undershoot, and steady-state RMSE by 77.4\%, 61.9\%, and 68.3\%, respectively. It tracks sinusoidal and biomechanics-model-based references, and a 1.5-h test shows only a 2.5 $^\circ$C rise near the coil with no clear tracking loss. This high-fidelity torque rendering will fundamentally transform human--robot collaboration by making interactions safer, more efficient, and more intuitive.
Related papers
- Harmonic-Aware Transformer for Real-Time Catheter Localization in Interventional Procedures of Magnetic Particle Imaging [3.1202994773978734]
This study proposes a harmonic-aware transformer framework that directly predicts catheter tip positions from raw MPI voltage signals.<n>The framework incorporates frequency-domain preprocessing to isolate the 2nd to 8th drive-field harmonics, enhancing the signal-to-noise ratio.<n>The proposed method achieves sub-millimeter localization accuracy, with a minimum L2 error of 0.103 +/- 0.092 mm.
arXiv Detail & Related papers (2026-07-03T03:24:27Z) - Friction Characterization of a Cable-Driven Differential Actuation System for Lower-Limb Exoskeletons [42.628421392139]
Lower-limb exoskeletons require actuation systems that can provide accurate joint torque control.<n> Conventional architectures often rely on independently actuated joints and joint-level torque sensors.<n>This paper presents a novel differential actuation architecture for hip-knee flexion/extension.
arXiv Detail & Related papers (2026-06-14T19:47:32Z) - Learning Dynamic Swing-Up of an Inverted Pendulum using Remote Magnetic Actuation [6.521353368731396]
We demonstrate the first swing-up of a magnetically actuated inverted pendulum using the clinically-ready Navion eMNS.<n>Our approach combines trajectory optimization that accounts for internal eMNS dynamics with time-varying Linear Quadratic Regulator (LQR) state feedback.<n>Iterative Learning Control (ILC) enables successful swing-up within six iterations.
arXiv Detail & Related papers (2026-06-11T21:12:05Z) - High-Load-Density Electro-Permanent Magnetic Foot with Controllable Adhesion for Quadruped Wall-Climbing Robots [12.082637653919194]
This paper presents a high-load-density electro-permanent magnetic foot with controllable adhesion.<n>The proposed CHN-EPM generates a maximum adhesion force exceeding 1000 N with a load-to-weight ratio over 200:1.<n>The system is integrated into a commercial quadruped robot (Unitree GO2), demonstrating high-load adhesion on ceiling and vertical-wall surfaces.
arXiv Detail & Related papers (2026-05-29T05:13:05Z) - Robust Autonomous Control of a Magnetic Millirobot in In Vitro Cardiac Flow [4.299277902318345]
This work presents a vision-guided control framework enabling precise autonomous navigation of a magnetic millirobot in an in vitro heart phantom.<n>The system integrates UNet-based localization, A* path planning, and a sliding mode controller with a disturbance observer (SMC-DOB)<n>In static fluid, the SMC-DOB achieved sub-millimeter accuracy (root-mean-square error, RMSE = 0.49 mm), outperforming PID and MPC baselines.
arXiv Detail & Related papers (2026-04-02T01:48:04Z) - Pitch Angle Control of a Magnetically Actuated Capsule Robot with Nonlinear FEA-based MPC and EKF Multisensory Fusion [0.3694429692322632]
This paper presents a model-based framework for magnetic pitch control of an ingestible capsule robot actuated by a four-coil electromagnetic array.<n>Experiments on a compliant stomach-inspired surface demonstrate robust pitch reorientation from both horizontal and upright configurations.<n>These results establish finite-element-informed MPC with sensor fusion as a scalable strategy for pitch regulation, controlled docking, and future multi-degree-of-freedom capsule locomotion.
arXiv Detail & Related papers (2026-02-11T07:59:52Z) - A Hybrid Artificial Intelligence Method for Estimating Flicker in Power Systems [42.76841620787673]
This paper introduces a novel hybrid AI method combining H filtering and an adaptive linear neuron network for flicker component estimation in power distribution systems.<n>The proposed method leverages the robustness of the H filter to extract the voltage envelope under uncertain and noisy conditions followed by the use of ADALINE to accurately identify flicker frequencies embedded in the envelope.
arXiv Detail & Related papers (2025-06-16T15:38:39Z) - Function Approximation for Reinforcement Learning Controller for Energy from Spread Waves [69.9104427437916]
Multi-generator Wave Energy Converters (WEC) must handle multiple simultaneous waves coming from different directions called spread waves.
These complex devices need controllers with multiple objectives of energy capture efficiency, reduction of structural stress to limit maintenance, and proactive protection against high waves.
In this paper, we explore different function approximations for the policy and critic networks in modeling the sequential nature of the system dynamics.
arXiv Detail & Related papers (2024-04-17T02:04:10Z) - Integrated frequency-modulated optical parametric oscillator [45.82374977939355]
We introduce an integrated optical frequency comb generator that combines electro-optics and parametric amplification.
The FM-OPO microcomb does not form pulses but maintains operational simplicity and highly efficient pump power utilization.
The FM-OPO microcomb contributes a new approach to the field of microcombs and promises to herald an era of miniaturized precision measurement.
arXiv Detail & Related papers (2023-07-09T15:08:48Z) - A machine-learning-based tool for last closed magnetic flux surface
reconstruction on tokamak [58.42256764043771]
Nuclear fusion power created by tokamak devices holds one of the most promising ways as a sustainable source of clean energy.
One main challenge research field of tokamak is to predict the last closed magnetic flux surface (LCFS) determined by the interaction of the actuator coils and the internal tokamak plasma.
We present a new machine learning model for reconstructing the LCFS from the Experimental Advanced Superconducting Tokamak (EAST) that learns automatically from the experimental data.
arXiv Detail & Related papers (2022-07-12T17:15:29Z) - Fast high-fidelity single-qubit gates for flip-flop qubits in silicon [68.8204255655161]
flip-flop qubit is encoded in the states with antiparallel donor-bound electron and donor nuclear spins in silicon.
We study the multilevel system that is formed by the interacting electron and nuclear spins.
We propose an optimal control scheme that produces fast and robust single-qubit gates in the presence of low-frequency noise.
arXiv Detail & Related papers (2021-01-27T18:37:30Z) - Thermal coupling and effect of subharmonic synchronization in a system
of two VO2 based oscillators [55.41644538483948]
We explore a prototype of an oscillatory neural network (ONN) based on vanadium dioxide switching devices.
The effective action radius RTC of coupling depends both on the total energy released during switching and on the average power.
In the case of a strong thermal coupling, the limit of the supply current parameters, for which the oscillations exist, expands by 10 %.
The effect of subharmonic synchronization hold promise for application in classification and pattern recognition.
arXiv Detail & Related papers (2020-01-06T03:26:53Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.