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All Journal International Journal of Electrical and Computer Engineering Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Jurnal Simetris Jurnal Edukasi dan Penelitian Informatika (JEPIN) Orbith : Majalah Ilmiah Pengembangan Rekayasa dan Sosial PROSIDING SEMINAR NASIONAL CENDEKIAWAN Faktor Exacta Jurnal Teknologi Terpadu SAP (Susunan Artikel Pendidikan) STRING (Satuan Tulisan Riset dan Inovasi Teknologi) Abditeknika - Jurnal Pengabdian Kepada Masyarakat Jurnal Riset dan Aplikasi Mahasiswa Informatika (JRAMI) Jurnal Maklumatika Jurnal Rekayasa Komputasi Terapan Kapas: Kumpulan Artikel Pengabdian Masyarakat Jurnal Sistem Informasi Jurnal Pengabdian Masyarakat Nasional Seminar Nasional Riset dan Teknologi (SEMNAS RISTEK)
Alusyanti Primawati
(Scopus ID: 57205058978) Universitas Indraprasta PGRI
Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Education Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Library & Information Science Mathematics Social Sciences Other

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Journal : International Journal of Electrical and Computer Engineering

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Real-time business intelligence development using machine learning to increase the potential of the dairy goat milk business Primawati, Alusyanti; Sitanggang, Imas Sukaesih; Annisa, Annisa; Astuti, Dewi Apri
International Journal of Electrical and Computer Engineering (IJECE) Vol 14, No 5: October 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijece.v14i5.pp5612-5625

Abstract

The development of big data and real-time data warehouse (RTDW) technologies has transformed traditional business intelligence (BI) into real-time business intelligence (RTBI). The RTBI framework is developed in this study by incorporating machine learning-based real-time prediction features. The complexity of layer integration in the RTBI framework is a challenge in building RTBI. The development of RTBI was carried out in business areas that did not have RTBI from the beginning, such as the dairy goat milk business in Probolinggo, East Java. Another main reason is that the dairy goat milk business is a food alternative to cow's milk in Indonesia. The results of this study can contribute to increasing the potential value of the goat milk business. The research method was developed by adapting to the Kimball method and unified modeling language (UML). The real-time prediction feature with the long short-term memory (LSTM) algorithm is the main feature in the RTBI framework developed in the research. The calculation results of real-time predictive analysis latency successfully approached 0 milliseconds (ms), namely 9.35×10-5 ms. The application of RTBI in the dairy goat milk business was successfully built but the real data is very limited, so RTBI is less able to describe the movement of the business.
Co-Authors Abdul Fatah Adhi Susano Adityawarman, Helmi Agatha, Renata Amelia Agil, Muhammad Sofi Agung Ferdinan Sandy Annisa Annisa Annisa Annisa Ari Irawan Atie Ernawati Aulia Ar Rakhman Awaludin Aulia Paramita Awaludin, Aulia Ar Rakhman Ayuwulandari, Toetik Bayu Setyo Nugroho, Bayu Setyo Brian Samiagi Putra CLEOPATRA, MARIA Danang Prakoso Deanova, Ilham DEWI APRI ASTUTI Dewi Mustari Dewi Mustari Dewi Mustari, Dewi Dhany, Muhammad Rahmat Dwi Apriansah Putra Dwi Budi Santoso Dwi Marlina Dwi Marlina Dwi Marlina Dwiyanti, Renitha Sarima Erna Susanti Fadillah, Danang Hapis Farah Azhari Fauzan, Airlangga Haryono, Faza Juan Imas Sukaesih Sitanggang Imelia Rahayu Joeandani, Aurelly Kompisasi, Irene Scheila Laksana, Danang Dwi Lathiif, Anis Abdul Lucky Adnin Pratama Lukman Lukman Lusi Ariyani Marlina, Dwi Marwadin, Azis Mei Lestari Mochamad Fadly Pangestu Muchbarak, Akbar Mukti, Tedi Fajar Mulyadi, Enus Muthiah, Elza Kayla Mutia, Intan Muyasar, Muhammad Fajri Natalia Tri Astuti Ni Wayan Parwati S Ningsih, Febri Andrian Niswati, Za’imatun Nur Adha, Muhammad Reza Octavian, Muhammad Rafli Panjaitan, Saud Destama Paramita, Aulia Paramita, Aulia Pengestu, Trian Radis Prabowo, Tiara Safitri Prahmana, Alfit Jian Rachmatika Isnaniah Ramdani, Aufa Edith Rizal, Rafli Ahmad Rizki Nur Barokah Rizky, Kurnia Krisna Sandy, Agung Ferdinan Saputra, Dimas Di Ajeng Duwi Sari, Damara Kartika Sella, Nurheni Ahra Setiawati, Anjani Shinta Dwi Handayani Sitanggang, Imas S. Sriyono Sriyono Sucahyo, Arien Alen Sulistyohati, Aprilia Sutisna, Asep Syahroni Syahroni Taqi, Muhammad Joel Fikri Al Tri Yani Akhirina Trinoto, Andreas Adi Tuti Handayani Tuti Handayani Wahyudi, Muhammad Imam Yonofa Putra, Fitrada Za'imatun Niswati Za’imatun Niswati Za’imatun Niswati