Proceedings of The 8th International Conference on Education Innovation (ICEI 2024)

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Image-Based Sorting Machine as Training Kit for Artificial Neural Network Learning in Intelligent Control Systems Course

Authors
Fatchul Arifin1, *, Rayana Jaka Surya2
1Electronic and Informatic Engineering Education, Universitas Negeri Yogyakarta, Yogyakarta, Daerah Istimewa Yogyakarta, Indonesia
2Electronic and Informatic Engineering Education, Universitas Negeri Yogyakarta, Yogyakarta, Daerah Istimewa Yogyakarta, Indonesia
*Corresponding author. Email: fatchul@uny.ac.id
Corresponding Author
Fatchul Arifin
Available Online 2 April 2025.
DOI
10.2991/978-2-38476-360-3_123How to use a DOI?
Keywords
Artificial Neural Networks; Arduino UNO; Software; Hardware; Learning Kit Training; Intelligent Control Systems
Abstract

The integration of artificial intelligence (AI) into educational tools is essential for familiarizing students with AI technology, its benefits, and applications. This study centers on the development, performance evaluation, and feasibility assessment of an Image-Based Sorting Machine as a Training Kit designed for learning Artificial Neural Networks. The research utilized a comprehensive ten-stage development process, incorporating methods such as testing, observation, and questionnaires for data collection. The training kit was meticulously evaluated by two media experts and two subject matter experts, receiving a high feasibility score of 91.88%. Additionally, a product usage test was conducted with 20 students from the Electronics Engineering Education program at Yogyakarta State University, resulting in a favorable reception and a score of 81.88%. With an impressively low error rate of only 2.5%, this learning trainer has demonstrated its high suitability for courses on intelligent control systems, proving to be an effective and practical educational tool. This study underscores the value of integrating advanced AI tools into educational curricula to enhance learning outcomes and practical skills in AI-related technologies.

Copyright
© 2025 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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Volume Title
Proceedings of The 8th International Conference on Education Innovation (ICEI 2024)
Series
Advances in Social Science, Education and Humanities Research
Publication Date
2 April 2025
ISBN
978-2-38476-360-3
ISSN
2352-5398
DOI
10.2991/978-2-38476-360-3_123How to use a DOI?
Copyright
© 2025 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

risenwbib
TY  - CONF
AU  - Fatchul Arifin
AU  - Rayana Jaka Surya
PY  - 2025
DA  - 2025/04/02
TI  - Image-Based Sorting Machine as Training Kit for Artificial Neural Network Learning in Intelligent Control Systems Course
BT  - Proceedings of The 8th International Conference on Education Innovation (ICEI 2024)
PB  - Atlantis Press
SP  - 1449
EP  - 1460
SN  - 2352-5398
UR  - https://doi.org/10.2991/978-2-38476-360-3_123
DO  - 10.2991/978-2-38476-360-3_123
ID  - Arifin2025
ER  -