Proceedings of the International Joint Conference on Science and Engineering 2022 (IJCSE 2022)

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Learning Outcomes Measurement on Image Processing Subject using Self Organizing Map based Fuzzy Logic

Authors
Lilik Anifah1, *, Unit Three Kartini1, Edy Sulistyo1, Haryanto2
1Department of Electrical Engineering, Faculty of Engineering, Universitas Negeri Surabaya, Surabaya, Indonesia
2Department of Electrical Engineering, Faculty of Engineering, Universitas Trunojoyo Madura, Bangkalan, Indonesia
*Corresponding author. Email: lilikanifah@unesa.ac.id
Corresponding Author
Lilik Anifah
Available Online 27 December 2022.
DOI
10.2991/978-94-6463-100-5_31How to use a DOI?
Keywords
learning outcomes measurement; image processing subject; fuzzy logic
Abstract

Outcome-based Education (OBE)-based learning has been implemented to improve the quality of education. One of the important things is to measure the achievement of PLO. The aim of this study is proposed an alternative method of measuring PLO which is measurement carry out used Self Organizing Map (SOM) based on Fuzzy Logic. The parameters used in SOM are the number of epochs of 500, and the learning rate of 0.5. The implemented fuzzy logic uses a centroid fuzzification parameter with a membership function triangle and fuzzy bisector fuzzification parameter with gaussian membership function. The experimental results show that measurements using a Fuzzy Logic-based Self Organizing Map (SOM) can be used but must go through a simulation process first. This is because the selection of fuzzy and rules-based parameters that are implemented greatly affects the final result.

Copyright
© 2022 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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<Previous Article In Volume
Volume Title
Proceedings of the International Joint Conference on Science and Engineering 2022 (IJCSE 2022)
Series
Advances in Engineering Research
Publication Date
27 December 2022
ISBN
10.2991/978-94-6463-100-5_31
ISSN
2352-5401
DOI
10.2991/978-94-6463-100-5_31How to use a DOI?
Copyright
© 2022 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  - Lilik Anifah
AU  - Unit Three Kartini
AU  - Edy Sulistyo
AU  - Haryanto
PY  - 2022
DA  - 2022/12/27
TI  - Learning Outcomes Measurement on Image Processing Subject using Self Organizing Map based Fuzzy Logic
BT  - Proceedings of the International Joint Conference on Science and Engineering 2022 (IJCSE 2022)
PB  - Atlantis Press
SP  - 303
EP  - 314
SN  - 2352-5401
UR  - https://doi.org/10.2991/978-94-6463-100-5_31
DO  - 10.2991/978-94-6463-100-5_31
ID  - Anifah2022
ER  -