Intelligent Tutoring System in Education for Disabled Learners Using Human-Computer Interaction and Augmented Reality

被引:14
|
作者
Ahuja, Neelu Jyothi [1 ]
Dutt, Sarthika [1 ,4 ]
Choudhary, Shailee Lohmor [2 ]
Kumar, Manoj [3 ]
机构
[1] Univ Petr & Energy Studies, Energy Acres, Dehra Dun, Uttarakhand, India
[2] New Delhi Inst Management, Artificial Intelligence & Machine Learning Dept, Delhi, India
[3] Univ Wollongong Dubai, Fac Engn & Informat Sci, Dubai, U Arab Emirates
[4] Coll Engn Roorkee COER, Roorkee, Uttar Pradesh, India
关键词
VIRTUAL-REALITY; DYSLEXIA;
D O I
10.1080/10447318.2022.2124359
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Learning through an Intelligent Tutoring System (ITS) lies in performing well in academics and improving the learner's learning outcomes. The recent developments within an Intelligent Tutoring System are not focused on improving human-computer interactions. The best way to overcome this constraint is to develop ITS interfaces to provide learners with better learning experiences. In this study, Augmented Reality (AR) potential along with AI methodologies is utilized within the developed ITS interface to improve the learning experience of the learning-disabled learners. Augmented Reality is where virtual images overlay the physical world, and Mixed Reality is an emerging technology that presents an altered reality, which engages users to interact with an environment developed using virtual objects. With several tools and applications available, creating and providing immersive learning experiences for learners is rising. AR in educating the specially-abled is widespread, and its benefits are sufficiently explored. However, limited AR applications are designed specifically for supporting the education of individuals with learning disabilities. The available application, and their impact on learning-disabled learners, needs detailed investigation. This work presents an Intelligent Tutoring System (ITS) to educate learners with Augmented Reality (AR) based content. The ITS learner module implemented in this study was developed for learning disabilities identification and we have assessed total 105 participants (with or without Learning Disabilities) for the experiment. The ITS performance is compared (with or without) AR content-based learning and based on the findings, AR-based learning through ITS is effective. The benefits are manifold, increase in motivation, ease of interaction, development in cognitive skills, enhancement in short-term memory, and making lessons more enjoyable, turning the overall experience stimulating and engaging.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] A Study on Human-Computer Interaction Mechanism in an Intelligent Tutoring System
    Gao Hongli
    Yang Lei
    Xu Sheng
    Long Zhou
    Liu Kai
    Hu Xiang'en
    [J]. FRONTIERS OF EDUCATION IN CHINA, 2022, 17 (01) : 100 - 120
  • [2] Human-Computer Interaction in Intelligent Tutoring Systems
    Toala, Ramon
    Duraes, Dalila
    Novais, Paulo
    [J]. DISTRIBUTED COMPUTING AND ARTIFICIAL INTELLIGENCE, 16TH INTERNATIONAL CONFERENCE, 2020, 1003 : 52 - 59
  • [3] Study of Human-Computer Interaction in Augmented Reality
    Janani, S. K.
    Swarnalatha, P.
    [J]. SOFT COMPUTING FOR PROBLEM SOLVING, SOCPROS 2018, VOL 2, 2020, 1057 : 835 - 846
  • [4] Augmented reality (AR): The blurring of reality in human-computer interaction
    Mahr, Dominik
    Heller, Jonas
    de Ruyter, Ko
    [J]. COMPUTERS IN HUMAN BEHAVIOR, 2023, 145
  • [5] Human-computer interaction method for layout design system in augmented reality environment
    Wu, Yue-Ming
    He, Han-Wu
    Zhang, Fan
    Liang, Jian-Bin
    [J]. Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2015, 21 (05): : 1187 - 1192
  • [6] Context-Aware Augmented Reality Using Human-Computer Interaction Models
    Sun, Ying
    Guo, Qiongqiong
    Zhao, Shumei
    Chandran, Karthik
    Fathima, G.
    [J]. JOURNAL OF CONTROL AND DECISION, 2024, 11 (01) : 1 - 14
  • [7] Predisposition-based intelligent tutoring system - Adaptive user profiling in human-computer interaction
    Niesler, Andrzej
    Wydmuch, Gracja
    [J]. WEBIST 2008: PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON WEB INFORMATION SYSTEMS AND TECHNOLOGIES, VOL 1, 2008, : 435 - 440
  • [8] Energy Management System Based on Augmented Reality for Human-Computer Interaction in a Smart City
    Cho, Keonhee
    Jang, Hyeonwoo
    Park, Lee Won
    Kim, SeungHwan
    Park, Sehyun
    [J]. 2019 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE), 2019,
  • [9] Design and Evaluation of Human-Computer Rhythmic Interaction in a Tutoring System
    Jylha, Antti
    Ekman, Inger
    Erkut, Cumhur
    Tahiroglu, Koray
    [J]. COMPUTER MUSIC JOURNAL, 2011, 35 (02) : 36 - 48
  • [10] Affect detection from human-computer dialogue with an intelligent tutoring system
    D'Mello, Sidney
    Graesser, Art
    [J]. INTELLIGENT VIRTUAL AGENTS, PROCEEDINGS, 2006, 4133 : 54 - 67