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Title: :  To Develop an EMG-Based Expert System for the Detection of Wrist Flexion and Extension
PaperId: :  26305
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 2 2025
DUI:    16.0415/IJARIIE-26305
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Rohit MehtaAISSMS IOIT
Manav NayyarAISSMS IOIT
Rutuja ManeAISSMS IOIT
Rishikesh Oza AISSMS IOIT
Madhuri ThoratAISSMS IOIT

Abstract

Artificial Intelligence and Data Science
Electromyography, Prosthetic Wrist, Wrist Flexion, Wrist Extension.
This paper presents an electromyography (EMG) based system for classification and detection of wrist movement by carrying four different sets of movements. The experiment involved eight healthy subjects. The subjects were asked to put their hands in a horizontal plane. The subject then flexed their wrist from middle position to maximum flexion position and extended wrist to maximum extension position. The activities were performed in pronated as well as in supinated form. Notch filters and Band-pass filters were used in order to eliminate noise and preserve the features. The low and high cut-off frequency for notch and band-pass filter were 10Hz-80Hz with a sample rate of 512Hz. Discrete Wavelet Transform (DWT) was used to extract the features from EMG signals. Classification was carried out using machine learning techniques namely Decision Tree, Random Forest and Optimum Random Forest. Optimum Random Forest provided a testing accuracy of 89.38%.

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IJARIIE Rohit Mehta, Manav Nayyar, Rutuja Mane, Rishikesh Oza , and Madhuri Thorat. "To Develop an EMG-Based Expert System for the Detection of Wrist Flexion and Extension" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 2 2025 Page 2787-2799
MLA Rohit Mehta, Manav Nayyar, Rutuja Mane, Rishikesh Oza , and Madhuri Thorat. "To Develop an EMG-Based Expert System for the Detection of Wrist Flexion and Extension." International Journal Of Advance Research And Innovative Ideas In Education 11.2(2025) : 2787-2799.
APA Rohit Mehta, Manav Nayyar, Rutuja Mane, Rishikesh Oza , & Madhuri Thorat. (2025). To Develop an EMG-Based Expert System for the Detection of Wrist Flexion and Extension. International Journal Of Advance Research And Innovative Ideas In Education, 11(2), 2787-2799.
Chicago Rohit Mehta, Manav Nayyar, Rutuja Mane, Rishikesh Oza , and Madhuri Thorat. "To Develop an EMG-Based Expert System for the Detection of Wrist Flexion and Extension." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 2 (2025) : 2787-2799.
Oxford Rohit Mehta, Manav Nayyar, Rutuja Mane, Rishikesh Oza , and Madhuri Thorat. 'To Develop an EMG-Based Expert System for the Detection of Wrist Flexion and Extension', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, 2025, p. 2787-2799. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/To_Develop_an_EMG_Based_Expert_System_for_the_Detection_of_Wrist_Flexion_and_Extension_ijariie26305.pdf (Accessed : ).
Harvard Rohit Mehta, Manav Nayyar, Rutuja Mane, Rishikesh Oza , and Madhuri Thorat. (2025) 'To Develop an EMG-Based Expert System for the Detection of Wrist Flexion and Extension', International Journal Of Advance Research And Innovative Ideas In Education, 11(2), pp. 2787-2799IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/To_Develop_an_EMG_Based_Expert_System_for_the_Detection_of_Wrist_Flexion_and_Extension_ijariie26305.pdf (Accessed : )
IEEE Rohit Mehta, Manav Nayyar, Rutuja Mane, Rishikesh Oza , and Madhuri Thorat, "To Develop an EMG-Based Expert System for the Detection of Wrist Flexion and Extension," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, pp. 2787-2799, Mar-App 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/To_Develop_an_EMG_Based_Expert_System_for_the_Detection_of_Wrist_Flexion_and_Extension_ijariie26305.pdf [Accessed : ].
Turabian Rohit Mehta, Manav Nayyar, Rutuja Mane, Rishikesh Oza , and Madhuri Thorat. "To Develop an EMG-Based Expert System for the Detection of Wrist Flexion and Extension." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 2 ().
Vancouver Rohit Mehta, Manav Nayyar, Rutuja Mane, Rishikesh Oza , and Madhuri Thorat. To Develop an EMG-Based Expert System for the Detection of Wrist Flexion and Extension. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(2) : 2787-2799. Available from: https://ijariie.com/AdminUploadPdf/To_Develop_an_EMG_Based_Expert_System_for_the_Detection_of_Wrist_Flexion_and_Extension_ijariie26305.pdf
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