Qiang Zhang
Biomedical Program - ENG
https://orcid.org/0000-0002-8806-9672
Robotics control, Control theory, Machine learning-based control, Exoskeletons and prosthesis, Functional electrical stimulation control, Biomechanics, Surface electromyography, Ultrasound imaging
Qiang Zhang received the B.Sc. degree in Mechanical Engineering and the M.Sc. degree in Mechatronics Engineering from Wuhan University (WHU), Wuhan, China, in 2014 and 2017, respectively, the M.Sc. degree in Mechanical Engineering from the University of Pittsburgh, Pittsburgh, PA, USA, in 2019, and the Ph.D. degree in Biomedical Engineering from the University of North Carolina at Chapel Hill, Chapel Hill, NC, USA, and North Carolina State University, Raleigh, NC, USA, in 2021. He is an Advanced Rehabilitation Research and Training (ARRT) Post-Doctoral research fellow in the Closed Loop Engineering for Advanced Rehabilitation at the UNC/NCSU Joint Department of Biomedical Engineering in the University of North Carolina at Chapel Hill, Chapel Hill, NC, USA, and North Carolina State University, Raleigh, NC, USA. His current research interests include biological signal-based neuromusculoskeletal modeling, human motion intent detection, Lyapunov-based nonlinear control/adaptive control, machine learning-based control, surface electromyography/ultrasound imaging processing, and their applications to wearable robotic devices’ control and next-generation healthcare. Dr. Zhang was a recipient of a number of awards, including the finalist for the Best Student Paper Award of the 2019 IEEE/RAS-EMBS International Conference on Rehabilitation Robotics (ICORR), the 2021 UNC/NCSU BME Department Ph.D. Student Research Award, and the ASME DSCD Rising Star 2022 Award.
Works (33)
2023 journal article
A clustering-based method for estimating pennation angle from B-mode ultrasound images
Wearable Technologies.
www.cambridge.org (publisher PDF)
Source: ORCID
Added: March 1, 2023
2023 article
Evaluation of a Fused Sonomyography and Electromyography-Based Control on a Cable-Driven Ankle Exoskeleton
Zhang, Q., Lambeth, K., Sun, Z., Dodson, A., Bao, X., & Sharma, N. (2023, February 9). IEEE TRANSACTIONS ON ROBOTICS, Vol. 2.
author keywords: Muscles; Torque; Robots; Imaging; Legged locomotion; Neuromuscular; Force; Ankle exoskeleton; assist-as-needed (AAN) control; neuromuscular model; sonomyography; surface electromyography (sEMG); ultrasound (US) imaging
Sources: ORCID, Web Of Science
Added: February 10, 2023
2022 journal article
A deep learning method to predict ankle joint moment during walking at different speeds with ultrasound imaging: A framework for assistive devices control
Wearable Technologies.
Source: ORCID
Added: October 18, 2022
2022 journal article
An Iterative Learning Controller for a Switched Cooperative Allocation Strategy During Sit-to-Stand Tasks with a Hybrid Exoskeleton
IEEE Transactions on Control Systems Technology, 30(3), 1021–1036.
author keywords: Iron; Muscles; Exoskeletons; Resource management; Switches; Knee; Control systems; Functional electrical stimulation (FES); hybrid exoskeleton; iterative learning control; neural networks (NNs); powered exoskeleton; virtual constraints
Sources: ORCID, Web Of Science
Added: January 3, 2022
2022 article
Fused Ultrasound And Electromyography-Driven Neuromuscular Model To Improve Plantarflexion Moment Prediction Across Walking Speeds
Zhang, Q., Fragnito, N., Franz, J. R., & Sharma, N. (2022, January 11).
Source: ORCID
Added: January 12, 2022
2022 article
Fused Ultrasound and Electromyography-driven Neuromuscular Model to Improve Plantarflexion Moment Prediction across Walking Speeds
ResearchSquare.
Source: ORCID
Added: July 28, 2022
2022 journal article
Fused ultrasound and electromyography-driven neuromuscular model to improve plantarflexion moment prediction across walking speeds
Journal of NeuroEngineering and Rehabilitation, 19(1).
author keywords: Human intent prediction; Neuromuscular model; B-mode ultrasound imaging; Surface electromyography; Rehabilitative/assistive robotics; Sensor fusion
Source: ORCID
Added: August 10, 2022
2022 journal article
Imposing Healthy Hip Motion Pattern and Range by Exoskeleton Control for Individualized Assistance
IEEE Robotics and Automation Letters, 7(4), 11126–11133.
author keywords: Assistance personalization; locomotion; policy iteration; prosthetics and exoskeletons; rehabilitation robotics; reinforcement learning
Source: ORCID
Added: October 18, 2022
2022 journal article
Personalized fusion of ultrasound and electromyography-derived neuromuscular features increases prediction accuracy of ankle moment during plantarflexion
BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 71.
author keywords: Ultrasound imaging; Surface electromyography; Isometric ankle plantarflexion; Support vector machine regression; Feedforward neural network; Human effort prediction
Sources: Web Of Science, ORCID
Added: October 4, 2021
2022 article
Trajectory Tracking Control of the Bionic Joint Actuated by Pneumatic Artificial Muscle Based on Robust Modeling
ArXiv.
Source: ORCID
Added: October 21, 2022
2022 journal article
Ultrasound Echogenicity as an Indicator of Muscle Fatigue during Functional Electrical Stimulation
SENSORS, 22(1).
author keywords: muscle fatigue; electrical stimulation; ankle joint; biomechanical phenomena; ultrasonography; linear models; nonlinear dynamics
Sources: Web Of Science, ORCID
Added: January 8, 2022
2022 article
Ultrasound Imaging-Based Closed-Loop Control of Functional Electrical Stimulation for Drop Foot Correction
Zhang, Q., Lambeth, K., Iyer, A., Sun, Z., & Sharma, N. (2022, September 30). IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, Vol. 9.
author keywords: Ankle dorsiflexion; drop foot; functional electrical stimulation (FES); nonlinear control; sampled-data observer (SDO); ultrasound (US) imaging
Sources: ORCID, Web Of Science
Added: October 1, 2022
2022 chapter
Ultrasound-Based Sensing and Control of Functional Electrical Stimulation for Ankle Joint Dorsiflexion: Preliminary Study
In Biosystems and Biorobotics (Vol. 27, pp. 307–311).
Source: ORCID
Added: July 28, 2022
2021 journal article
A Dual-Modal Approach Using Electromyography and Sonomyography Improves Prediction of Dynamic Ankle Movement: A Case Study
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 29, 1944–1954.
author keywords: Imaging; Sensors; Legged locomotion; Feature extraction; Neuromuscular; Dynamics; Biomedical imaging; B-mode ultrasound imaging; surface electromyography; machine learning regression; dynamic ankle dorsiflexion motion; human limb intent
Sources: Web Of Science, ORCID
Added: September 28, 2021
2021 conference paper
A Tube-based Model Predictive Control Method for Joint Angle Tracking with Functional Electrical Stimulation and An Electric Motor Assist
2021 American Control Conference (ACC), 2021-May, 1390–1395.
Event: 2021 American Control Conference (ACC)
Sources: ORCID, Crossref
Added: September 23, 2021
2021 journal article
Evaluation of Non-Invasive Ankle Joint Effort Prediction Methods for Use in Neurorehabilitation Using Electromyography and Ultrasound Imaging
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 68(3), 1044–1055.
author keywords: Neuromuscular; Biomedical measurement; Force; Mathematical model; Imaging; Dynamics; Ankle dorsiflexion; electromyography; feedforward neural network; linear regression; neuromuscular model; ultrasound imaging
Sources: Web Of Science, ORCID
Added: March 22, 2021
2021 conference paper
Plantarflexion Moment Prediction during the Walking Stance Phase with an sEMG-Ultrasound Imaging-Driven Model
2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2021-January, 6267–6272.
Event: 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society at Mexico on November 1-5, 2021
Sources: Web Of Science, ORCID
Added: April 25, 2022
2021 journal article
Shared Control of a Powered Exoskeleton and Functional Electrical Stimulation Using Iterative Learning
FRONTIERS IN ROBOTICS AND AI, 8.
author keywords: exoskeleton; wearable robot; shared control; iterative learning; functional electrical stimulation (FES)
Sources: Web Of Science, ORCID
Added: November 29, 2021
2021 conference paper
Ultrasound Echogenicity-based Assessment of Muscle Fatigue During Functional Electrical Stimulation
2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 5948–5952.
Event: 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society at Mexico on November 1-5, 2021
Sources: Web Of Science, ORCID
Added: April 25, 2022
2020 conference paper
Analysis of Tremor During Grasp Using Ultrasound Imaging: Preliminary Study
Proceedings of the 8th IEEE RAS/EMBS International Conference on Biomedical Robotics and Biomechatronics, 2020-November, 533–538.
Event: 8th IEEE RAS/EMBS International Conference on Biomedical Robotics and Biomechatronics (BioRob) at New York on November 29 - December 1, 2020
Sources: ORCID, NC State University Libraries
Added: September 23, 2021
2020 journal article
Modeling and Control of a Cable-Driven Rotary Series Elastic Actuator for an Upper Limb Rehabilitation Robot
FRONTIERS IN NEUROROBOTICS, 14.
author keywords: series elastic actuator (SEA); rehabilitation robot; bowden cable; torque control; impedance control; disturbance observer (DOB)
Sources: Web Of Science, ORCID
Added: April 27, 2020
2020 journal article
Prediction of Ankle Dorsiflexion Moment by Combined Ultrasound Sonography and Electromyography
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 28(1), 318–327.
author keywords: Ankle dorsiflexion; voluntary contraction force; ultrasound sonography; electromyography; pennation angle; muscle fascicle; neuromusculoskeletal model
Sources: Web Of Science, ORCID
Added: February 3, 2020
2020 conference paper
Sampled-Data Observer Based Dynamic Surface Control of Delayed Neuromuscular Functional Electrical Stimulation
[Paper]. Volume 1: Adaptive/Intelligent Sys. Control; Driver Assistance/Autonomous Tech.; Control Design Methods; Nonlinear Control; Robotics; Assistive/Rehabilitation Devices; Biomedical/Neural Systems; Building Energy Systems; Connected Vehicle Systems; Control/Estimation of Energy Systems; Control Apps.; Smart Buildings/Microgrids; Education; Human-Robot Systems; Soft Mechatronics/Robotic Components/Systems; Energy/Power Systems; Energy Storage; Estimation/Identification; Vehicle Efficiency/Emissions, 1(DSCC2020-3225).
Event: ASME 2020 Dynamic Systems and Control Conference on October 5-7, 2020
Sources: ORCID, Crossref
Added: September 23, 2021
2020 conference paper
Volitional Contractility Assessment of Plantar Flexors by Using Non-invasive Neuromuscular Measurements
2020 8th IEEE RAS/EMBS International Conference for Biomedical Robotics and Biomechatronics (BioRob), 2020-November, 515–520.
Event: 2020 8th IEEE RAS/EMBS International Conference for Biomedical Robotics and Biomechatronics (BioRob)
Sources: ORCID, Crossref
Added: September 23, 2021
2019 conference paper
Ankle Dorsiflexion Strength Monitoring by Combining Sonomyography and Electromyography
2019 IEEE 16th International Conference on Rehabilitation Robotics (ICORR), 2019-June, 240–245.
Event: 2019 IEEE 16th International Conference on Rehabilitation Robotics (ICORR) at Toronto, Ontario, Canada on June 24-28, 2019
Sources: ORCID, Crossref
Added: September 23, 2021
2019 conference paper
Neural-network based iterative learning control of a hybrid exoskeleton with an MPC allocation strategy
ASME 2019 Dynamic Systems and Control Conference, DSCC 2019, 1(DSCC2019-9191).
Source: ORCID
Added: July 28, 2022
2019 conference paper
Observer Design for a Nonlinear Neuromuscular System with Multi-rate Sampled and Delayed Output Measurements
2019 American Control Conference (ACC), 2019-July, 872–877.
Event: 2019 American Control Conference (ACC)
Sources: ORCID, Crossref
Added: September 23, 2021
2017 book
Design and modeling of a compact rotary series elastic actuator for an elbow rehabilitation robot
In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (pp. 44–56).
author keywords: Series elastic actuator (SEA); PD feedback control; Torque control; Elbow rehabilitation robot
Source: ORCID
Added: October 21, 2022
2016 journal article
Effects of Ground Compliance on Bipedal Robot Walking Dynamic Property
Journal of the Chinese Society of Mechanical Engineers, Transactions of the Chinese Institute of Engineers, Series C/Chung-Kuo Chi Hsueh Kung Ch'Eng Hsuebo Pao, 37(4), 335–342. http://www.scopus.com/inward/record.url?eid=2-s2.0-85025162616&partnerID=MN8TOARS
Source: ORCID
Added: October 21, 2022
2016 book
Power efficiency-based stiffness optimization of a compliant actuator for underactuated bipedal robot
In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (pp. 186–197).
author keywords: Compliant actuator; Underactuated bipedal robot; Feedback linearization; Trajectory tracking; Power efficiency
Source: ORCID
Added: October 21, 2022
2016 journal article
Trajectory tracking control of the bionic joint actuated by pneumatic artificial muscle based on robust modeling
Jiqiren/Robot, 38(2), 248–256.
Source: ORCID
Added: October 21, 2022
2015 book
A study of flexible energy-saving joint for biped robots considering sagittal plane motion
In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 9245, pp. 333–344).
author keywords: Flexible joint; Biped robot; Joint stiffness; Gait planning; Energy consumption
Source: ORCID
Added: October 21, 2022
2015 journal article
Compliant joint for biped robot considering energy consumption optimization
Zhongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Central South University (Science and Technology), 46(11), 4070–4076.
Source: ORCID
Added: October 21, 2022
