EMG Signal Analysis Using Intrinsic Mode Functions to Discriminate Upper Limb Movements

In this modern era analysis of sEMG (Surface Electromyography) signals plays a supreme task in the areas of human-machine interaction, diagnosing neuromuscular disorders, rehabilitation, and numerous relevant applications. EMG demonstrates the electrical activity during the contraction of the skeletal muscle. Purpose of this research is to distinguish the various muscle responses of the forearm with Empirical Mode Decomposition (EMD) and calculated Time-domain (TD) features of 10 intact subjects’ benchmark EMG data base called Ninapro, in which database-2 has been used for identifying the basic wrist movements.

[1]  Peter J. Kyberd,et al.  EMG signal filtering based on Empirical Mode Decomposition , 2006, Biomed. Signal Process. Control..

[2]  Manfredo Atzori,et al.  Building the Ninapro database: A resource for the biorobotics community , 2012, 2012 4th IEEE RAS & EMBS International Conference on Biomedical Robotics and Biomechatronics (BioRob).

[3]  Toshio Tsuji,et al.  EMG-based human-robot interface for rehabilitation aid , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[4]  Pornchai Phukpattaranont,et al.  Feature reduction and selection for EMG signal classification , 2012, Expert Syst. Appl..

[5]  P. Pal,et al.  Feature extraction for evaluation of Muscular Atrophy , 2010, 2010 IEEE International Conference on Computational Intelligence and Computing Research.

[6]  Wenwei Yu,et al.  EMG prosthetic hand controller using real-time learning method , 1999, IEEE SMC'99 Conference Proceedings. 1999 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.99CH37028).

[7]  Amit M. Joshi,et al.  Electromyography-Based Hand Gesture Recognition System for Upper Limb Amputees , 2019, IEEE Sensors Letters.

[8]  K.R. Wheeler,et al.  Gesture-based control and EMG decomposition , 2006, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).