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All Journal ALSYS : Jurnal Keislaman dan Ilmu Pendidikan Journal of Mathematics UNP
Aufatus Syakira Mardhatillah
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Religion Computer Science & IT Decision Sciences, Operations Research & Management Mathematics Social Sciences Other

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Aplikasi Machine Learning Untuk Forecasting Nilai Overall Equipment Effectiveness Pada Industri Manufaktur Aufatus Syakira Mardhatillah; Dina Agustina
Journal of Mathematics UNP Vol 8, No 2 (2023): Journal Of Mathematics UNP
Publisher : UNIVERSITAS NEGERI PADANG

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24036/unpjomath.v8i2.14283

Abstract

Manufacturing productivity is determined by machine performance. The problem that occurs in production machines is the occurrence of downtime so that the machine does not work optimally. One of the engine performance indicators is OEE. forecasting of the OEE value is needed so that manufactures can take action so they can maintain engine performance. The purpose of this research was to see the results of forecasting OEE value with machine learning linear regression algorithms and see the value of model evaluation with MAPE. The results of the study using training data and testing data obtained a multiple regression model with the variable y is OEE, the intercept coefficient is , and slope coefficient of the availability and performance variables is  and . The model evaluation results are in the range<10%, meaning that the accuracy results had excellent forecasting model.
Reflecting the System and Approach to Islamic Education Financing in Indonesia Aufatus Syakira Mardhatillah; Muhammad Hafis Bin Redwan; Hamdi Abdul Karim
ALSYS Vol 6 No 3 (2026): MEI
Publisher : Lembaga Yasin AlSys

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58578/alsys.v6i3.10115

Abstract

Educational financing is a crucial component in the implementation of Islamic education because it supports institutional operations, improves learning quality, and enables the development of educational facilities and infrastructure. This study aims to analyze the system and approach of Islamic educational financing and its implementation in improving the quality of Islamic educational institutions. Using a qualitative approach with library research, data were obtained from scientific sources, including journals, books, and academic documents relevant to the research theme. Data were collected through documentation and literature review and analyzed using content analysis. The findings indicate that Islamic educational financing is sourced from the government, community, parents, social institutions, productive enterprises, and Islamic philanthropic instruments, including zakat, infaq, sedekah, and waqaf (ZISWAF). The financing approach emphasizes efficiency and effectiveness, participation, entrepreneurship, transparency, accountability, and Islamic values. The implementation of a robust financing system has been shown to improve the quality of management in Islamic educational institutions and strengthen institutional sustainability. This study contributes to the development of Islamic education management, particularly in promoting innovative, transparent, and sustainable educational financing systems.
Co-Authors Dina Agustina Hamdi Abdul Karim, Hamdi Abdul Muhammad Hafis Bin Redwan