Fusion: Practice and Applications

Journal DOI

https://doi.org/10.54216/FPA

Submit Your Paper

2692-4048ISSN (Online) 2770-0070ISSN (Print)

Volume 21 , Issue 2 , PP: 383-295, 2026 | Cite this article as | XML | Html | PDF | Full Length Article

Intelligent Tutoring System to Establish Hand Knitting Skill in Home Economics Students

A. F. Elgamal 1 * , S. S. Al-Saidi 2 , S. A. Abdelsamie 3 * , A. A. A. Kamel 4 *

  • 1 Prof. of Computer Science, Computer Teacher Department, Faculty of Specific Education, Mansoura University, Mansoura, Egypt - (amany_elgamal@mans.edu.eg)
  • 2 Assistant Professor of Clothing and Textiles, Department of Home Economics, Faculty of Specific Education, Mansoura University, Mansoura, Egypt - (safey71@mans.edu.eg)
  • 3 Assistant Lecturer, Computer Teacher Department, Faculty of Specific Education, Tanta University, Tanta, Egypt - (samira_ali@sed.tanta.edu.eg)
  • 4 Lecturer, Computer Science, Computer Teacher Department, Faculty of Specific Education, Mansoura University, Mansoura, Egypt - (ahmed_abdelbadie@mans.edu.eg)
  • Doi: https://doi.org/10.54216/FPA.210224

    Received: March 20, 2025 Revised: June 11, 2025 Accepted: August 04, 2025
    Abstract

    This study proposes an Intelligent Tutoring System (ITS) to enhance hand-knitting skills among Home Economics students through AI-driven personalized learning, addressing the limitations of traditional generic methods. The system integrates computer vision, adaptive algorithms, and interactive tutorials to provide real-time feedback and track progress. A study involving 60 students (30 control, 30 experimental) showed the ITS group achieved significantly higher post-test scores, confirming improved proficiency and engagement. Results reveal that the IT IS effectively accelerates skill acquisition and deepens understanding compared to conventional instruction.

    Keywords :

    Intelligent Tutoring System (ITS) , Hand Knitting , Home Economics , Adaptive Learning , Computer Vision , AI in Education

    References

    [1]       M. Kurni, M. S. Mohammed, and K. G. Srinivasa, "Intelligent tutoring systems," in A Beginner’s Guide to Introduce Artificial Intelligence in Teaching and Learning, M. Kurni, M. S. Mohammed, and K. G. Srinivasa, Eds. Cham: Springer International Publishing, 2023, pp. 29–44.

     

    [2]       N. A. R. Md Yusoff, N. A. Rahim, N. A. Aziz, and N. A. Jamaludin, "The development and evaluation of a smart sewing augmented reality (AR) application for year five pupils," Int. J. Acad. Res. Prog. Educ. Dev., vol. 13, no. 1, pp. 45–55, 2024.

     

    [3]       Ioannou, O. Miliou, Y. Georgiou, S. Timotheou, L. Barkhuus, and J. A. Rode, "Learning design for short duration e-textile workshops: Outcomes on knowledge and skills," Educ. Technol. Res. Dev., vol. 73, pp. 443–463, 2025.

     

    [4]       Y. Mao and L. Hong, "Real-time fabric defect detection using YOLOv1–v11," Sensors, vol. 25, no. 7, p. 2270, 2025.

     

    [5]       U. Uboh, "Using artificial intelligence for the automation of knitting patterns," arXiv preprint, arXiv: 2309.11202, pp. 1–16, 2023.

     

    [6]       O. R. M. Abdel-Rahman, "The effectiveness of innovative educational cards using mechanical and manual knitting to develop some communication skills for autistic children," Egyptian Journal of Home Economics, vol. 36, no. 1, 2020.

     

    [7]       T. H. Ahmed, "The effectiveness of a proposed training program to develop the knowledge and skills of manual knitting for primary school students," International Design Magazine, vol. 9, no. 3, Jul. 2019.

     

    [8]       R. S. M. Ghazi, "An educational mobile app to improve embroidery skills for students using home sewing machine techniques," Int. J. Interdiscip. Stud. Art Technol., vol. 1, no. 1, pp. 7–10, 2018.

     

    [9]       L. Albaugh, S. E. Hudson, and L. Yao, "An augmented knitting machine for operational assistance and guided improvisation," in Proc. 2023 CHI Conf. Human Factors Comput. Syst., 2023, pp. 1–15.

     

    [10]    H. Sheng et al., "Knitting robots: A deep learning approach for reverse engineering fabric patterns," Electronics, vol. 14, no. 8, p. 1605, pp. 1–23, 2025.

     

    [11]    V. S. Liu, E. Latif, and X. Zhai, "Advancing education through tutoring systems: A systematic literature review," Smart Learn. Environ, vol. 12, no. 1, Art. no. 6, 2025.

     

    [12]    K. Mazur Włodarczyk, "Integrating artificial intelligence in the development of Chinese crafts," Economics, Business and Administration, no. 7–8, pp. 183–198, 2025.

     

    [13]    Y. Liu and C. Zhu, "The use of deep learning and artificial intelligence-based digital technologies in art education," Educ. Inf. Technol., vol. 30, no. 2, pp. 987–1004, 2025.

     

    [14]    W. Villegas Ch, D. Buenano Fernandez, A. Maldonado Navarro, and A. Mera Navarrete, "Adaptive intelligent tutoring systems for STEM education: Analysis of the learning impact and effectiveness of personalized feedback," Smart Learn. Environ, vol. 12, no. 41, p. 33, 2025.

     

    [15]    H. M. O. A. E. El Sayegh and M. E. S. Hassaneen, "A study of generative artificial intelligence’ applications and industrial design of robots to innovate a prototype used in textile design and printing," Int. Des. J., vol. 14, no. 2, pp. 1–20, 2024.

     

    [16]    M. S. Abd al-Halim, G. E. Ibrahim, and F. M. Abd al-Tawwab, "Utilizing artificial intelligence technical to develop some textile craft industries," Int. Des. J., vol. 14, no. 5, pp. 43–62, 2024.

     

    [17]    Létourneau, M. Deslandes Martineau, P. Charland, J. A. Karran, J. Boasen, and P. M. Léger, "A systematic review of AI-driven intelligent tutoring systems (ITS) in K–12 education," npj Sci. Learn., vol. 10, Art. no. 29, 2024.

     

    [18]    Z. Batsaikhan and A.-P. Correia, "The effects of generative artificial intelligence on intelligent tutoring systems in higher education: A systematic review," Stud. Technol. Enhanc. Learn, vol. 4, no. 1, pp. 1–19, 2024.

     

    [19]    S. Liu, X. Guo, X. Hu, and X. Zhao, "Advancing generative intelligent tutoring systems with GPT-4: Design, evaluation, and a modular framework for future learning platforms," Electronics, vol. 13, no. 24, Art. no. 4876, 2024.

     

    [20]    J. Fernández-Herrero, A. García-Holgado, and F. J. García-Peñalvo, "Evaluating recent advances in affective intelligent tutoring systems: A scoping review of educational impacts and prospects," Educ. Sci., vol. 14, no. 8, p. 839, 2024.

     

    [21]    H. Vartiainen and M. Tedre, "Using artificial intelligence in craft education: Crafting with text-to-image generative models," Int. J. Technol. Des. Educ., vol. 33, pp. 1433–1454, 2023.

     

    [22]    K. Chrysafadi, M. Virvou, G. A. Tsihrintzis, and I. Hatzilygeroudis, "Evaluating the user’s experience, adaptivity and learning outcomes of a fuzzy based intelligent tutoring system for computer programming for academic students in Greece," Educ. Inf. Technol., vol. 28, no. 11, pp. 6453–6483, 2023.

     

    [23]    M. Dahbi, "Integrating an intelligent language tutoring system in teaching English grammar," Arab World English J. (AWEJ), vol. 14, no. 4, pp. 189–196, 2023.

    Cite This Article As :
    F., A.. , S., S.. , A., S.. , A., A.. Intelligent Tutoring System to Establish Hand Knitting Skill in Home Economics Students. Fusion: Practice and Applications, vol. , no. , 2026, pp. 383-295. DOI: https://doi.org/10.54216/FPA.210224
    F., A. S., S. A., S. A., A. (2026). Intelligent Tutoring System to Establish Hand Knitting Skill in Home Economics Students. Fusion: Practice and Applications, (), 383-295. DOI: https://doi.org/10.54216/FPA.210224
    F., A.. S., S.. A., S.. A., A.. Intelligent Tutoring System to Establish Hand Knitting Skill in Home Economics Students. Fusion: Practice and Applications , no. (2026): 383-295. DOI: https://doi.org/10.54216/FPA.210224
    F., A. , S., S. , A., S. , A., A. (2026) . Intelligent Tutoring System to Establish Hand Knitting Skill in Home Economics Students. Fusion: Practice and Applications , () , 383-295 . DOI: https://doi.org/10.54216/FPA.210224
    F. A. , S. S. , A. S. , A. A. [2026]. Intelligent Tutoring System to Establish Hand Knitting Skill in Home Economics Students. Fusion: Practice and Applications. (): 383-295. DOI: https://doi.org/10.54216/FPA.210224
    F., A. S., S. A., S. A., A. "Intelligent Tutoring System to Establish Hand Knitting Skill in Home Economics Students," Fusion: Practice and Applications, vol. , no. , pp. 383-295, 2026. DOI: https://doi.org/10.54216/FPA.210224