Call for Papers:Vol.11 Issue.4

Submission
Last date		 28-Aug-2025
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-11,Issue-4. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

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%.

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

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
BibTex EndNote RefMan RefWorks

Number Of Downloads



Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
TEACHING WITH AI: LIVED EXPERIENCES, RESPONSIBILITIES, AND CHALLENGES OF TECH-TECHERSEducationJaneth M. Wariza Download
USER’S PERSPECTIVES ON AI- POWERED VIRTUAL ASSISTANT IN EDUCATION AND EVERYDAY LIFEEducational TechnologyRechelle M. Cardines Download
FLAP-AI BIRDArtificial Intelligence and Machine LearningRamya BN Download
AL-Powered healthcare chatbot for personalized medical assistance and wound classificationAI-Powered Healthcare SystemProf. Manjunath N Download
AI-Powered Resume Generation: A Streamlit-Based System Using PyTorch for Intelligent Career ProfilingComputer EngineeringAditi Meshram Download
AI based object color detection and sorting automationRobotics and AutomationBHUVAN THEJASWI T Download
Advanced knowledge on Synthetic Data Generation Using GANs for Medical Imaging ApplicationsArtificial IntelligenceRajeev Ranjan Download
Information on Cognitive AI Assistants for Visually Impaired Navigation SupportComputer ScienceNagaraj.H Download
Speech Emotion AI for Mental Health Monitoring in Call CentersComputer ScienceGowtham Kumar Download
Multi-Agent Reinforcement Learning for Coordinated Drone SwarmsComputer ScienceDeepak Gowda Download
AI-Based Soil Health Monitoring Using Remote Sensing and Deep LearningArtificial IntelligenceChethan Nagraj Download
Dynamic Criminal Network Link Forecasting via Deep Reinforcement LearningDeep LearningSrikant Tayade Download
Virtual Try-On-Enhancing Fashion Exploration for Gen-ZDeep Learning & Generative ModelsAnushka Mane Download
To Develop an EMG-Based Expert System for the Detection of Wrist Flexion and ExtensionArtificial Intelligence and Data ScienceRohit Mehta Download
LUNG CANCER PREDICTION AND DETECTION USING MLCOMPUTER SCIENCE & ENGINEERINGRASHMI T N Download
12