Real-Time EMG Based Pattern Recognition Control for Hand Prostheses: A Review on Existing Methods, Challenges and Future Implementation
Parajuli, Nawadita, Sreenivasan, Neethu, Bifulco, Paolo, Cesarelli, Mario, Savino, Sergio, Niola, Vincenzo, Esposito, Daniele, Hamilton, Tara J., Naik, Ganesh R., Gunawardana, Upul, Gargiulo, Gaetano D.·2019·Sensors
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- A Hybrid EMG-based Control System for an Intelligent Prosthetic Hand to Restore Upper Limb Function in Paralyzed PatientsVinoth Selvamani, Regula Gowthami, S.Mirthiga, H.Mohamed Haris · 2026 · International Conference on Inventive Research in Computing Applications (ICIRCA)
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- Dimensionality Reduction and Sensor Fusion for Repetition-Aware sEMG Gesture RecognitionBurak AĞGÜL, Kaan ARIK · 2026 · National Conference on Electrical and Electronics Engineering (ELECO)
- Systematic Literature Review on the Development of Reinforcement Learning Algorithms Applied to the Operation of a Myoelectric ProsthesisMario Moreno Pallares, Lorena Isabel Barona López, Ángel Leonardo Valdivieso Caraguay, Marco E. Benalcázar · 2026 · Journal of Intelligent & Robotic Systems
- Low‐Temperature Imidization of Polyimides (PI) for Scalable Manufacturing of Flexible Wearable ElectronicsAkib Abdullah Khan, Jong‐Hoon Kim · 2026 · Advanced Engineering Materials
- Advances in EMG, EEG, and Hybrid-Based Prosthetic Arm Control: A Comprehensive Review on Machine Learning, Deep Learning, and Multimodal ApproachesPrashant Prakash, Mamta Juneja, Archita, Harleen Kaur, Nirmal Raj Gopinathan, Prashant Jindal · 2026 · Archives of Computational Methods in Engineering
- Human-in-the-Loop Reinforcement Learning for a Low-Cost Soft Myoelectric Prosthetic HandJonathan A. Zea, Mayra Alvarez, Lorena Isabel Barona López, Ángel Leonardo Valdivieso Caraguay, Marco E. Benalcázar · 2026 · Biomimetic Intelligence and Robotics
- Preserving Muscle Antagonism is Important for Volitional Myoelectric Control by TransferMichael J. Rose, W. Flanagan, Tyler R. Clites · 2026 · IEEE/RAS-EMBS International Conference on Biomedical Robotics and Biomechatronics (BioRob)
- A Comparative Study of a Shared-Autonomous Control System versus a Manual Control Interface: Task Performance and Usability in the Control of Dexterous Prosthetic HandsSi‐Hwan Heo, Dongchan Kim, Hyung‐Soon Park · 2026 · ACM Transactions on Human-Robot Interaction
- An Integrated Fabric‐Pneumatic Soft Sensing System for Multi‐Site Muscle Activity DecodingQifeng Xun, Jonathan William Ambrose, Quan Xiong, Chen‐Hua Yeow · 2026 · Advanced Intelligent Systems
- Surface EMG Feature Dataset for Hand Movement ClassificationThuan Nguyet Phan, Tuan Van Huynh, Thuy Thi Le Nguyen · 2026 · IEEJ Transactions on Electrical and Electronic Engineering
- Creation of a Hand ProsthesisOrest Ivakhiv, Ruslan Kopot, Oleksiy Didkovskyi, Volodymyr Nychyporuk, Rostyslav Deyneka, Dmytro Puyda · 2026 · International Conference on Advanced Computer Information Technologies (ACIT)
- Fatigue-Resistant s-EMG Hand Gesture Recognition with Lightweight Recurrent–Attention NetworksAliasghar Bagheri Tirtashi, Mehran Jahed · 2026
- Cross-Subject Aligned Contrastive Learning for sEMG Gesture RecognitionAli Akbari, Zahra Moradi Shahrbabak, Monire Ameri Haftador, Mehran Jahed · 2026
- Design and Control of a Robotic Bionic HandQuoc Trung Nguyen, Thanh Hoai Tran, Minh Quan Nguyen, Minh Thuan Le, Long Triet Giang Huynh, Huynh Phuong Anh Bui, Viet Anh Dung Cai, Thanh Tung Le, Van Trinh Mai, Tuan Anh Dang · 2026 · International Conference on Green Technology and Sustainable Development (GTSD)
- Towards a Validation System for Terahertz-Based Muscle Activity Sensing Using Multi-View 3D Digital Image CorrelationSabisan Santhakumaran, Elsa Andrea Kirchner · 2026 · International Workshop on Mobile Terahertz Systems (IWMTS)
- Regenerative Peripheral Nerve Interface ( RPNI ) Surgery for Naturalistic Prosthetic ControlAhneesh J. Mohanty, Yucheng Tian, Theodore A. Kung, Cynthia A. Chestek, Alex K. Vaskov, Deanna H. Gates, Alison K. Snyder‐Warwick, Paul Stephen Cederna · 2026 · Muscle & Nerve
- Muscle Activity Monitoring for Disease Analysis and Development of Prosthetic DeviceAravinda Koithyar, A. N. Shwetha, Diya Chandrashekar, K. L. Dodda Basava, R. Rakshith, L. Shanmukha Ganesh · 2026 · Lecture notes in electrical engineering