IRMA-International.org: Creator of Knowledge
Information Resources Management Association
Advancing the Concepts & Practices of Information Resources Management in Modern Organizations

Development of Human Speech Signal-Based Intelligent Human-Computer Interface for Driving a Wheelchair in Enhancing the Quality-of-Life of the Persons

Development of Human Speech Signal-Based Intelligent Human-Computer Interface for Driving a Wheelchair in Enhancing the Quality-of-Life of the Persons
View Sample PDF
Author(s): Uvanesh Kasiviswanathan (Indian Institute of Technology (BHU), India), Abhishek Kushwaha (Indian Institute of Technology (BHU), India) and Shiru Sharma (Indian Institute of Technology (BHU), India)
Copyright: 2019
Pages: 40
Source title: Intelligent Systems for Healthcare Management and Delivery
Source Author(s)/Editor(s): Nardjes Bouchemal (University Center of Mila, Algeria)
DOI: 10.4018/978-1-5225-7071-4.ch002

Purchase


Abstract

For the past few decades, an increase in experimental research has been carried out in enhancing the quality-of-life of the persons with different levels of disabilities. To enhance the lifestyle of differently disabled in terms of their mobility or movement or transportation, a proper aid with appropriate human-computer interface system is needed. So, in this chapter, a hybrid classification model is proposed, which combines and uses hM-GM and ANN models, for classifying human speech signal, especially the word for driving a wheelchair for helping the people, who seek transportation. For classifying the correct word from the phase of sentence (i.e., the human speech signal) to corresponding trigger command for an electrically powered wheelchair prototype, under the certain experimental condition, the hM-GM model yields good recognition of words, but they suffer major limitations as it relies on strong statistical properties and probability. Hence, by combining hM-GM and ANN model-based classifier for enhancing the accuracy of classifying the word to corresponding trigger command.

Related Content

Evolution of Digital Technologies and Use of Virtual Assistants in Drug Development
Manu Venugopal. © 2019. 20 pages.
View Details View Details PDF Full Text View Sample PDF
Development of Human Speech Signal-Based Intelligent Human-Computer Interface for Driving a Wheelchair in Enhancing the Quality-of-Life of the Persons
Uvanesh Kasiviswanathan, Abhishek Kushwaha, Shiru Sharma. © 2019. 40 pages.
View Details View Details PDF Full Text View Sample PDF
An Ambient Multi-Agent System for Healthcare Monitoring of Patients With Chronic Diseases
Imane Boussebough, Issam Eddine Chaib, Billel Boudjit. © 2019. 11 pages.
View Details View Details PDF Full Text View Sample PDF
Healthcare Big Data: A Comprehensive Overview
Pijush Kanti Dutta Pramanik, Saurabh Pal, Moutan Mukhopadhyay. © 2019. 29 pages.
View Details View Details PDF Full Text View Sample PDF
Deep Learning and Medical Imaging
Nourhan Mohamed Zayed, Heba A. Elnemr. © 2019. 47 pages.
View Details View Details PDF Full Text View Sample PDF
Medi-Rings for Senior Citizens: Distributed EMR System
Siva Sankar Yellampalli, N. Ravi Kiran, Ishwar Malapur. © 2019. 26 pages.
View Details View Details PDF Full Text View Sample PDF
Edge Detection on Light Field Images: Evaluation of Retinal Blood Vessels Detection on a Simulated Light Field Fundus Photography
Yessaadi Sabrina, Laskri Mohamed Tayeb. © 2019. 24 pages.
View Details View Details PDF Full Text View Sample PDF
Body Bottom