Real-Time EMG Based Pattern Recognition Control for Hand Prostheses: A Review on Existing Methods, Challenges and Future Implementation

Cited by (332)

Items 301–332 of 332

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  4. The Challenge Ahead: Prosthetic Hand Performance with Hall Sensor Signals
    R. Durga Devi, P N S B S V Prasad, Humerah Khanam, V. Kalyan, V. Gopi Chand · 2026 · International Conference on Electronics, Materials Engineering & Nano-Technology (IEMENTech)
  5. A Novel Approach to Quantum-Enhanced EMG Signal Processing for Pediatric Upper Limb Prosthetic Control
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  8. Bio-Robotics and Rehabilitation Engineering: A Reproducible Framework for EMG-Driven Prosthetic Control
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  10. A Review of Hybrid Sensor Systems for Prosthetic Hand Control
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  12. A Systematic Analysis on Recent Trends of Surface Electromyography for Hand Recognition
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  13. Development of a Cost-Effective Myoelectric Prosthetic Hand with Embedded TinyML for Real-Time Hand Function Rehabilitation
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  14. A Hybrid EMG-based Control System for an Intelligent Prosthetic Hand to Restore Upper Limb Function in Paralyzed Patients
    Vinoth Selvamani, Regula Gowthami, S.Mirthiga, H.Mohamed Haris · 2026 · International Conference on Inventive Research in Computing Applications (ICIRCA)
  15. Depth-Sensitive Optical Sensing for Non-Invasive Measurement of Human Muscle Activity
    Kazunari MATSUO, D.S.V. BANDARA, Hirofumi Nogami, Jumpei Arata · 2026 · Sensors
  16. Targeted Muscle Reinnervation for Intuitive Prosthetic Control
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  17. Dimensionality Reduction and Sensor Fusion for Repetition-Aware sEMG Gesture Recognition
    Burak AĞGÜL, Kaan ARIK · 2026 · National Conference on Electrical and Electronics Engineering (ELECO)
  18. Systematic Literature Review on the Development of Reinforcement Learning Algorithms Applied to the Operation of a Myoelectric Prosthesis
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  19. Low‐Temperature Imidization of Polyimides (PI) for Scalable Manufacturing of Flexible Wearable Electronics
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  20. Advances in EMG, EEG, and Hybrid-Based Prosthetic Arm Control: A Comprehensive Review on Machine Learning, Deep Learning, and Multimodal Approaches
    Prashant Prakash, Mamta Juneja, Archita, Harleen Kaur, Nirmal Raj Gopinathan, Prashant Jindal · 2026 · Archives of Computational Methods in Engineering
  21. Human-in-the-Loop Reinforcement Learning for a Low-Cost Soft Myoelectric Prosthetic Hand
    Jonathan A. Zea, Mayra Alvarez, Lorena Isabel Barona López, Ángel Leonardo Valdivieso Caraguay, Marco E. Benalcázar · 2026 · Biomimetic Intelligence and Robotics
  22. Preserving Muscle Antagonism is Important for Volitional Myoelectric Control by Transfer
    Michael J. Rose, W. Flanagan, Tyler R. Clites · 2026 · IEEE/RAS-EMBS International Conference on Biomedical Robotics and Biomechatronics (BioRob)
  23. A Comparative Study of a Shared-Autonomous Control System versus a Manual Control Interface: Task Performance and Usability in the Control of Dexterous Prosthetic Hands
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  24. An Integrated Fabric‐Pneumatic Soft Sensing System for Multi‐Site Muscle Activity Decoding
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  25. Surface EMG Feature Dataset for Hand Movement Classification
    Thuan Nguyet Phan, Tuan Van Huynh, Thuy Thi Le Nguyen · 2026 · IEEJ Transactions on Electrical and Electronic Engineering
  26. Creation of a Hand Prosthesis
    Orest Ivakhiv, Ruslan Kopot, Oleksiy Didkovskyi, Volodymyr Nychyporuk, Rostyslav Deyneka, Dmytro Puyda · 2026 · International Conference on Advanced Computer Information Technologies (ACIT)
  27. Fatigue-Resistant s-EMG Hand Gesture Recognition with Lightweight Recurrent–Attention Networks
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  28. Cross-Subject Aligned Contrastive Learning for sEMG Gesture Recognition
    Ali Akbari, Zahra Moradi Shahrbabak, Monire Ameri Haftador, Mehran Jahed · 2026
  29. Design and Control of a Robotic Bionic Hand
    Quoc 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)
  30. Towards a Validation System for Terahertz-Based Muscle Activity Sensing Using Multi-View 3D Digital Image Correlation
    Sabisan Santhakumaran, Elsa Andrea Kirchner · 2026 · International Workshop on Mobile Terahertz Systems (IWMTS)
  31. Regenerative Peripheral Nerve Interface ( RPNI ) Surgery for Naturalistic Prosthetic Control
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  32. Muscle Activity Monitoring for Disease Analysis and Development of Prosthetic Device
    Aravinda Koithyar, A. N. Shwetha, Diya Chandrashekar, K. L. Dodda Basava, R. Rakshith, L. Shanmukha Ganesh · 2026 · Lecture notes in electrical engineering