Robert M Hinson

College of Engineering

Works (5)

Updated: August 31st, 2023 05:02

2023 journal article

Harnessing Machine Learning and Physiological Knowledge for a Novel EMG-Based Neural-Machine Interface

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 70(4), 1125–1136.

By: J. Berman n, R. Hinson n, I. Lee n & H. Huang n

co-author countries: United States of America 🇺🇸

Contributors: J. Berman n, R. Hinson n, I. Lee n & H. Huang n

author keywords: Electromyography; Decoding; Solid modeling; Electrodes; Artificial neural networks; Muscles; Machine learning; Artificial neural network; electromyography (EMG); musculoskeletal model; neural machine interface; reinforcement learning
MeSH headings : Electromyography / methods; Hand / physiology; Upper Extremity; Posture; Machine Learning
Sources: Web Of Science, ORCID
Added: March 15, 2023

2023 journal article

Offline Evaluation Matters: Investigation of the Influence of Offline Performance of EMG-Based Neural-Machine Interfaces on User Adaptation, Cognitive Load, and Physical Efforts in a Real-Time Application

IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 31, 3055–3063.

By: R. Hinson n, J. Berman n, I. Lee n, W. Filer* & H. Huang n

co-author countries: United States of America 🇺🇸
author keywords: EMG decoding; neural machine interface; cognitive load; adaptation
Sources: Web Of Science, ORCID
Added: August 28, 2023

2023 journal article

Offline Evaluation Matters: Investigation of the Influence of Offline Performance on Real-Time Operation of Electromyography-Based Neural-Machine Interfaces

IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 31, 680–689.

By: R. Hinson n, J. Berman n, W. Filer*, D. Kamper n, X. Hu n & H. Huang n

co-author countries: United States of America 🇺🇸

Contributors: R. Hinson n, J. Berman n, W. Filer*, D. Kamper n, X. Hu n & H. Huang n

author keywords: Electromyography; Real-time systems; Decoding; Task analysis; Artificial neural networks; Wrist; Measurement; machine learning; neural-machine interface; offline analysis; real-time performance
Sources: Web Of Science, ORCID
Added: March 15, 2023

2022 article

Ultrasoft Porous 3D Conductive Dry Electrodes for Electrophysiological Sensing and Myoelectric Control

Yao, S., Zhou, W., Hinson, R., Dong, P., Wu, S., Ives, J., … Zhu, Y. (2022, May 16). ADVANCED MATERIALS TECHNOLOGIES, Vol. 5.

By: S. Yao n, W. Zhou n, R. Hinson*, P. Dong*, S. Wu n, J. Ives*, X. Hu*, H. Huang*, Y. Zhu n

co-author countries: United States of America 🇺🇸

Contributors: S. Yao n, W. Zhou n, R. Hinson*, P. Dong*, S. Wu n, J. Ives*, X. Hu*, H. Huang*, Y. Zhu n

author keywords: biopotential; dry electrodes; electrocardiogram; electroencephalogram; electromyogram; nanomaterials
Sources: Web Of Science, ORCID
Added: May 31, 2022

2021 article

Comparing Reinforcement Learning Agents and Supervised Learning Neural Networks for EMG-Based Decoding of Continuous Movements

2021 43RD ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY (EMBC), pp. 6297–6300.

By: J. Berman n, R. Hinson n & H. Huang n

co-author countries: United States of America 🇺🇸

Contributors: J. Berman n, R. Hinson n & H. Huang n

MeSH headings : Electromyography; Humans; Movement; Neural Networks, Computer; Supervised Machine Learning; Wrist Joint
Sources: Web Of Science, ORCID
Added: January 7, 2022