Intelligent System and Control of Wearable Exoskeleton for Motion Assistance
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1.A self-powered magnetoelectric tactile sensor for material recognition
- 关键词:
- Shape optimization;Structural design;Basic application;Control strategies;Magnetoelectrics;Material recognition;Self-powered;Shape-optimization;Size and shape;Tactile perception;Tactile sensors;Working environment
- Liu, Gaoyu;Liao, Hongpeng;Zhao, Xuan;Cao, Junyi;Liao, Wei-Hsin
- 《Sensors and Actuators A: Physical》
- 2024年
- 366卷
- 期
- 期刊
Due to the complex working environments, robots need to sense and react to their various interactive surroundings with the help of tactile perception. Material recognition, one of the basic applications of tactile perception, can be achieved by further interpreting and representing the tactile data collected by tactile sensors. Suitable control strategies can be implemented to ensure stable and efficient operation of robots if the contacting materials are accurately recognized. Therefore, in this paper, a soft, deformable, and self-powered tactile sensor based on magnetoelectric materials is developed. Structural design, working principles, and shape optimization of this magnetoelectric tactile sensor are first described. Fabrication and assembly of the magnetoelectric tactile sensor are then introduced. The material recognition experiments including the voltage ratio ranges study, test 1 (velocity change), and test 2 (size and shape change) are performed to validate the effectiveness of the proposed magnetoelectric tactile sensor. The experimental results show that the recognition accuracy is high (around 90% for soft materials and 100% for hard materials) regardless of sizes and shapes of the contacting materials. © 2023 Elsevier B.V.
...2.Haptic device and interface to reproduce force and tactile feedback of biological tissues
- 关键词:
- Cell proliferation;Compression testing;Feedback;Histology;Mammals;Mice (computer peripherals);Pneumatics;Tissue;Biological tissues;Force-displacement relationships;Force-feedback;Haptic devices;Haptics;Haptics interfaces;Human fingers;Medical fields;Tactile feedback;Tissue samples
- Liu, Gaoyu;Liao, Hongpeng;Zhao, Xuan;Liao, Wei-Hsin;Cao, Junyi
- 《Sensors and Actuators A: Physical》
- 2024年
- 366卷
- 期
- 期刊
Haptic information of biological tissues is important in applications and research in medical fields, including force and tactile feedback. Due to resource limitation, various biological tissues may not be easily accessible, so as to hinder their haptic research and development. Therefore, in this paper, force and tactile feedback of five pig tissue samples are respectively reproduced by using a combination of haptic device and interface. Specifically, the haptic device is used to reproduce the force-displacement relationship, while the haptic interface is used to provide various and controllable touch sensations to human fingers. First, the force-displacement relationships of five pig tissue samples are derived via compression tests. Second, the haptic device with two springs and a customized raceway is designed, modeled, and fabricated. Third, compression tests are performed on the haptic device to verify its reproduction accuracy. Later, the pneumatic haptic interface is designed and fabricated. Last, the haptic device and interface are combined and tested. The proposed haptic device and interface can provide accurate force feedback as well as various and controllable tactile feedback to human fingers. © 2024 Elsevier B.V.
...3.Simulating mechanical properties of human tissues or organs based on magnetorheological fluid for tactile display
- 关键词:
- Display devices;Finite element method;Magnetorheological fluids;Robotic surgery;Shear strain;Surgical equipment;Viscoelasticity;Force-feedback;Human organs;Human tissues;Minimally-invasive surgery;Normal forces;Shear force;Surgical operation;Tactile display;Tactile display devices;Viscoelastic models
- Liu, Gaoyu;Liao, Hongpeng;Zhao, Xuan;Liao, Wei-Hsin;Cao, Junyi
- 《Smart Materials and Structures》
- 2023年
- 32卷
- 5期
- 期刊
Robot-assisted minimally invasive surgery enables surgeons to tele-perform elaborate surgical operations to patients with less damage and pain. Besides force feedback provided by the surgical robot to the surgeon, touching sensations are also important for the surgeon to acquire the complete conditions of the patient. Thus, tactile display devices are crucial elements in surgical robots. Meanwhile, various sensations of magnetorheological (MR) fluid can be provided to human fingers because its stiffness, elasticity, and viscosity can be controlled by applied magnetic field. Therefore, in this paper, a new tactile display device based on MR fluid is proposed. This device has high magnetic conduction efficiency, less magnetic leakage, no MR fluid leakage, and overcomes the major drawbacks of the existing tactile display devices based on MR fluid in literatures. Firstly, the design of the tactile display device is described in detail, followed by its fabrication and assembling methods. Secondly, the working current range of the tactile display device is determined by using electromagnetic finite element method (FEM) simulation. Thirdly, the mathematical model to characterize the compression and shear behaviors of the tactile display device is developed. Then, the tactile display device is tested in terms of normal and shear contact forces, followed by its elastic and shear moduli analysis. Finally, the unknown parameters in the mathematical model are figured out, and the model is validated by using structural FEM simulation. The experimental results show that the elastic and shear modulus range of the proposed tactile display device are respectively 3-7.5 kPa and 1.4-5.0 kPa, which can cover the mechanical properties of various human viscera. © 2023 The Author(s). Published by IOP Publishing Ltd.
...4.Design and optimization of a magnetorheological damper based on B-spline curves
- 关键词:
- Magnetorheological fluid; Magnetorheological damper; Optimization;Damping force; Equivalent damping; Dynamic ratio
- Liu, Gaoyu;Gao, Fei;Liao, Wei-Hsin
- 《MECHANICAL SYSTEMS AND SIGNAL PROCESSING》
- 2022年
- 178卷
- 期
- 期刊
Taking advantage of the magnetically controllable rheological properties of magnetorheological (MR) fluid, MR dampers are widely used in many engineering fields. Much effort has been made to improve the performance of MR dampers. Structural optimization is one of the popular methods to effectively improve the performance parameters of MR dampers. Most MR damper optimizations are focused on parts with regular shape, but shapes governed by equations can bring out more possibilities and further optimal results. Therefore, in this paper, a new MR damper is designed and optimized based on B-spline curves in order to maximize the controllable output damping force while saving the input power for the prosthetic knee. First, design principle of dividing the parts of the MR damper into two categories is introduced. Then, B-spline curves are used to form the piston shape, which is one of the crucial parts inside the magnetic circuit. Later, the optimal B-spline curve and other geometric parameters inside the magnetic circuit are obtained through simulation and optimization. Furthermore, the optimized MR damper is fabricated, assembled and tested. Finally, the proposed MR damper is compared with the ones in our previous work. Experimental results match well with the simulation ones. When working at the frequency of 1.0 Hz and the amplitude of 10 mm, the proposed MR damper has large maximum damping force and dynamic ratio, with acceptable equivalent damping. The proposed MR damper also performs better than the prototypes in our previous work in terms of maximum damping force, field dependent force, equivalent damping, dynamic range, and force-to-power ratio.
...5.Gait Synergy Analysis and Modeling on Amputees and Stroke Patients for Lower Limb Assistive Devices.
- 关键词:
- LSTM; amputee; gait; stroke; synergy; wearable robot
- Liang, Feng-Yan;Gao, Fei;Cao, Junyi;Law, Sheung-Wai;Liao, Wei-Hsin
- 《Sensors 》
- 2022年
- 22卷
- 13期
- 期刊
The concept of synergy has drawn attention and been applied to lower limb assistive devices such as exoskeletons and prostheses for improving human-machine interaction. A better understanding of the influence of gait kinematics on synergies and a better synergy-modeling method are important for device design and improvement. To this end, gait data from healthy, amputee, and stroke subjects were collected. First, continuous relative phase (CRP) was used to quantify their synergies and explore the influence of kinematics. Second, long short-term memory (LSTM) and principal component analysis (PCA) were adopted to model interlimb synergy and intralimb synergy, respectively. The results indicate that the limited hip and knee range of motions (RoMs) in stroke patients and amputees significantly influence their synergies in different ways. In interlimb synergy modeling, LSTM (RMSE: 0.798° (hip) and 1.963° (knee)) has lower errors than PCA (RMSE: 5.050° (hip) and 10.353° (knee)), which is frequently used in the literature. Further, in intralimb synergy modeling, LSTM (RMSE: 3.894°) enables better synergy modeling than PCA (RMSE: 10.312°). In conclusion, stroke patients and amputees perform different compensatory mechanisms to adapt to new interlimb and intralimb synergies different from healthy people. LSTM has better synergy modeling and shows a promise for generating trajectories in line with the wearer's motion for lower limb assistive devices.
...6.Shape optimization of magnetorheological damper piston based on parametric curve for damping force augmentation
- 关键词:
- magnetorheological fluid; magnetorheological damper; optimization;parametric curve; Bezier curve; damping force; Genetic Algorithm;DESIGN; VALVES; SURFACE; BRAKE
- Liu, Gaoyu;Gao, Fei;Liao, Wei-Hsin
- 《SMART MATERIALS AND STRUCTURES》
- 2022年
- 31卷
- 1期
- 期刊
Making full use of the magnetically controllable rheological properties of magnetorheological (MR) fluid, MR actuators have been applied in many engineering fields. To adapt to different application scenarios, parameters of MR actuators often need to be optimized. Previous MR actuator optimization was focused on finding optimal combinations of geometric dimensions and physical parameters that meet certain requirements. The parts with optimized dimensions were still in regular shape, which might not bring optimal damping performance. Therefore, in this paper, shape optimization of MR damper piston based on parametric curve is performed for the first time. First, the regional magnetic saturation problem in the previous prototype is stated. Then, the MR damper with normal piston is simulated as a reference. Later, Bezier curve, one of the typical parametric curves, is used to form the piston with optimized parameters, and the MR damper with optimized piston is also simulated. Finally, prototypes of the MR dampers with normal and optimized pistons are fabricated and tested. Compared with the MR damper with normal piston, the one with optimized piston has larger field dependent force and total damping force under relatively large current, with about 52% and 24% maximum increasing percentage, respectively. The controllable force range of the MR damper with optimized piston is also larger than that with normal piston.
...7.Synergy-based knee angle estimation using kinematics of thigh
- 关键词:
- CENTRAL PATTERN GENERATOR; NEURAL-CONTROL; MOTION; LOCOMOTION; TREADMILL
- Liang, Feng-Yan;Gao, Fei;Liao, Wei-Hsin
- 《GAIT & POSTURE》
- 2021年
- 89卷
- 期
- 期刊
Background: Lower limb assistive devices have been developed to help amputees or stroke patients. To precisely mimic the required function, researchers focused on how to estimate/predict the required knee angle for knee devices. Research question: The objective is to estimate the motion of the human knee joint during walking using the kinematics of wearer's thigh measured by a single Inertial Measurement Unit (IMU). The hypotheses are that the proposed method can precisely estimate knee angle and have good universality on different subjects, speeds and strides. Method: 8 healthy subjects walked on the level ground at three different speeds. An IMU mounted on the thigh was employed to collect the kinematic information of the thigh including angular velocities and accelerations. A long short-term memory (LSTM) neural network model was adopted to model intra-limb synergy between the motion of thigh and the knee joint. Such that with the trained LSTM model, the knee angle can be precisely predicted. Results: Compared with the existing studies, the proposed approach based on an LSTM model has better estimation performance. The average RMSE for eight subjects can be limited to 3.89 degrees. The proposed method has speed and stride adaptability. Significance: The proposed method is promising to generate a desired and harmonious knee trajectory in line with thigh motion for assistive robotic devices.
...8.Knee energy harvester with variable transmission to reduce the effect on the walking gait
- 关键词:
- energy harvester; human motion; variable radius drum; cable-driven;variable transmission;VS. TREADMILL WALKING; GENERATING ELECTRICITY; MUSCLE-ACTIVITY;BIOMECHANICS; ENERGETICS; SPEED; WORK; COST
- Chan, Hugo Hung-Tin;Gao, Fei;Chung, Brendon Lik-Hang;Liao, Wei-Hsin;Cao, Junyi
- 《SMART MATERIALS AND STRUCTURES》
- 2021年
- 30卷
- 8期
- 期刊
Harvesting energy from human motions is a promising solution to the power issue for wearable electronics. Recently, various energy harvesters were developed to capture the motion of the lower limbs such as the rotary motion of the knee and ankle joints to generate electricity. However, these devices would increase the users' burden for walking and at the same time alter the users' walking gait. It may also induce potential harm to the users' bodies. In this paper, we develop a lightweight human knee energy harvester to capture energy from the knee motion. To reduce the effect of the harvester on the users' gaits, a variable radius drum-cable mechanism with variable transmission ratio is employed to allow the generated torque to match the torque of the human knee joint. Experimental results indicate that when walking with the harvester, the changes to the users' walking gait are small, compared with normal gait. The Pearson's coefficient and root mean square error between the angle curves of the knee joint when walking with and without the device are over 0.96 and less than 5.96 degrees, respectively. Metabolic cost testing shows no statistically significant difference between harvesting and normal walking.
...9.Magnetorheological damper with multi-grooves on piston for damping force enhancement
- 关键词:
- magnetorheological fluid; magnetorheological damper; multi-grooves;multiple annular flow gaps; coupled field model; multiphysics simulation;DESIGN; TIME; FLOW; EFFICIENCY; MODEL
- Liu, Gaoyu;Gao, Fei;Liao, Wei-Hsin
- 《SMART MATERIALS AND STRUCTURES》
- 2021年
- 30卷
- 2期
- 期刊
Due to low power consumption and fast response, magnetorheological (MR) dampers are widely used in various engineering applications. To enhance the performances, efforts have been made to increase the field dependent force with the same power consumption. However, the fluid viscous force is also increased significantly, which is undesirable in practical use. To tackle this problem, the focus of this paper is to design, simulate, and test an MR damper with multi-grooves (small multiple annular flow gaps) on piston for performance enhancement. First, the detailed design of the proposed MR damper is provided. Then, a coupled field model to describe the characteristics of MR fluid in different regions of MR damper is derived. Based on this model, multiphysics simulations are performed using COMSOL Multiphysics. Parametric analysis of the number and width of multi-grooves is also conducted. Experimental results of the two MR dampers without and with multi-grooves are given and compared with the simulation results. The advantages of MR damper with multi-grooves over the one without multi-grooves and the accuracy of the coupled field model are validated by experiments and simulations. This is the first time that the advantages of MR damper with multi-grooves are validated by experiments. Compared with MR damper without multi-grooves, MR damper with multi-grooves has larger damping force and controllable force range, as well as less increment of fluid viscous force while keeping the same increase of field dependent force. The performance of MR damper with multi-grooves could be further improved by increasing the number and decreasing the width of multi-grooves.
...10.IMU-Based Locomotion Mode Identification for Transtibial Prostheses, Orthoses, and Exoskeletons
- 关键词:
- Trajectories;Orthotics;Landforms;Artificial limbs;Exoskeleton (Robotics);Decision making;Linear matrix inequalities;Different terrains;Energy expenditure;Healthy subjects;Inclination angles;Preparatory works;Terrain geometry;Trans-tibial prosthesis;Trigger conditions
- Gao, Fei;Liu, Gaoyu;Liang, Fengyan;Liao, Wei-Hsin
- 《IEEE Transactions on Neural Systems and Rehabilitation Engineering》
- 2020年
- 28卷
- 6期
- 期刊
Active transtibial prostheses, orthoses, and exoskeletons hold the promise of improving the mobility of lower-limb impaired or amputated individuals. Locomotion mode identification (LMI) is essential for these devices precisely reproducing the required function in different terrains. In this study, a terrain geometry-based LMI algorithm is proposed. The environment should be built according to the inclination grade of the ground. For example, when the inclination angle is between 7 degrees and 15 degrees, the environment should be a ramp. If the inclination angle is around 30 degrees, the environment is preferred to be equipped with stairs. Given that, the locomotion mode/terrain can be classified by the inclination grade. Besides, human feet always move along the surface of terrain to minimize the energy expenditure for transporting lower limbs and get the required foot clearance. Hence, the foot trajectory estimated by an IMU was used to derive the inclination grade of the terrain that we traverse to identify the locomotion mode. In addition, a novel trigger condition (an elliptical boundary) is proposed to activate the decision-making of the LMI algorithm before the next foot strike thus leaving enough time for performing preparatory work in the swing phase. When the estimated foot trajectory goes across the elliptical boundary, the decision-making will be executed. Experimental results show that the average accuracy for three healthy subjects and three below-knee amputees is 98.5% in five locomotion modes: level-ground walking, up slope, down slope, stair descent, and stair ascent. Besides, all the locomotion modes can be identified before the next foot strike. © 2001-2011 IEEE.
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