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All Journal International Journal of Artificial Intelligence Research JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING JURNAL Al-AZHAR INDONESIA SERI SAINS DAN TEKNOLOGI Vocatech : Vocational Education and Technology Journal JOURNAL OF INFORMATICS AND COMPUTER SCIENCE Journal of Computer Science, Information Technology and Telecommunication Engineering (JCoSITTE) Jurnal Computer Science and Information Technology (CoSciTech) International Journal of Engineering, Science and Information Technology TECHSI - Jurnal Teknik Informatika Sisfo: Jurnal Ilmiah Sistem Informasi Jurnal Teknologi Terapan and Sains 4.0 Jurnal Bangun Abdimas Jurnal Malikussaleh Mengabdi Journal of Advanced Computer Knowledge and Algorithms Jurnal Solusi Masyarakat Dikara
Fadlisyah Fadlisyah
Universitas Malikussaleh
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Implementasi Metode Double Exponential Smoothing untuk Prediksi Jumlah Kebutuhan Air di PDAM Tirta Mon Pase Nisak, Rahmatin; Hasibuan, Arnawan; Anshari, Said Fadlan; Dinata, Rozzi Kesuma; Fadlisyah, Fadlisyah
JURNAL Al-AZHAR INDONESIA SERI SAINS DAN TEKNOLOGI Vol 11, No 1 (2026): InPress
Publisher : Universitas Al Azhar Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36722/sst.v11i1.5210

Abstract

Clean water is an essential human need, yet its provision is frequently disrupted by demand uncertainty, as experienced by PDAM Tirta Mon Pase with recurring public complaints regarding water supply interruptions. This study aims to design and implement a water demand forecasting system using the Double Exponential Smoothing (Holt’s Linear Trend) method and to evaluate its accuracy. The research utilized monthly historical water production data from January 2022 to December 2024 (36 observations) obtained from PDAM Tirta Mon Pase. The model was applied with smoothing parameters α = 0.8 and β = 0.2, and accuracy was measured using Mean Absolute Percentage Error (MAPE). The results show a very high level of accuracy with an overall MAPE of 3.56% (2022: 4.18%; 2023: 3.91%; 2024: 2.65%), and the forecast predicts water demand in December 2027 will reach 1,131,071.39 m³. It can be concluded that the Double Exponential Smoothing method is highly accurate and effective for forecasting water demand at PDAM Tirta Mon Pase. The developed system is therefore strongly recommended for operational adoption as a strategic decision-support tool in water resource planning, production, and infrastructure development.
Implementasi Media Augmented Reality dalam Pembelajaran Materi Digital pada Mahasiswa Semester II Teknik Informatika UNIMAL Darnila, Eva; Puspasari, Cindenia; Fadlisyah, Fadlisyah
Jurnal Solusi Masyarakat Dikara Vol 5, No 3 (2025): Desember 2025
Publisher : Yayasan Lembaga Riset dan Inovasi Dikara

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Abstract

Implementasi media Augmented Reality (AR) sebagai inovasi pembelajaran pada mata kuliah materi dasar digital untuk mahasiswa semester 2 Program Studi Teknik Informatika Universitas Malikussaleh. Teknologi AR digunakan untuk menghadirkan visualisasi tiga dimensi pada konsep-konsep digital yang bersifat abstrak, seperti sistem bilangan, gerbang logika, aljabar Boolean, peta Karnaugh, dan rangkaian flip-flop. Penggunaan AR memungkinkan mahasiswa berinteraksi langsung dengan objek 3D sehingga proses pemahaman materi menjadi lebih konkret, menarik, dan mudah dipahami. Metode pelaksanaan kegiatan meliputi penyampaian materi teori mengenai konsep dasar digital dan prinsip kerja AR, bimbingan praktik menggunakan aplikasi AR berbasis marker-based tracking, serta evaluasi yang dilakukan melalui angket skala Likert dan observasi. Instrumen penilaian difokuskan pada aspek pemahaman, motivasi belajar, tampilan visual, dan interaktivitas dalam proses pembelajaran. Hasil implementasi menunjukkan bahwa 40 mahasiswa yang terlibat memberikan respons positif terhadap penggunaan AR, dengan nilai rata-rata penilaian berada pada kategori baik hingga sangat baik. Mahasiswa terlihat lebih aktif, antusias, dan mampu menghubungkan teori dengan praktik melalui eksplorasi objek 3D. Visualisasi AR yang jelas dan fitur interaktif seperti rotasi, zoom in, dan zoom out membantu memperkuat pemahaman konsep digital yang sebelumnya sulit dibayangkan melalui metode konvensional. Secara keseluruhan, AR terbukti efektif sebagai media pembelajaran yang inovatif, interaktif, dan mampu meningkatkan kualitas pembelajaran materi dasar digital di Perguruan Tinggi.
Co-Authors Adani, Safira Alfi Fauzi Alfyansyah, Gusti Altharizka, Muhammad Aldonny Alzaky, Muammar Aris Munandar Aris Munandar Arnawan Hasibuan Aryandi Aryandi Aryandi, Aryandi Asmi, Nurul Annisa Asmirayani Asmirayani Asmirayani, Asmirayani Aulia Barus, M Farhan Azzahra, Dea Bustami Bustami Bustami Bustami Cindenia Puspasari Cut Ita Erliana Cut Lika Mestika Sandy Dahlan Abdullah Dea Azzahra Dessayani Putri Eva Darnila Fahrozi, Mahlil Fajriana Fajriana Fajriana, Fajriana Fasdarsyah Fasdarsyah Fauzi, Alfi Fuadi, Wahyu Gusti Alfyansyah Gusti Alfyansyah Hamdhana, Defry Hamdhana, Defry Intan Nuriani Ira Safira Irhami, Putri Irma Mauliza Irwansyah, Defi Jalaluddin Jalaluddin Jalaluddin Jalaluddin Kamarullah Kamarullah Kamilaini Kamilaini Kamilaini, Kamilaini Lidya Rosnita Mara Wahyu Alamsyah Pane Maryana Maryana Maryana Maryana Maryana Maryana, Maryana Mauliza, Irma Muammar Alzaky Muhammad Aldonny Altharizka Muhammad Fikry Muhammad Rivai Muhathir Muhathir Muhathir, Muhathir Muhathir, Muhathir Muhathir, Muhathir Mukti Qamal Mukti Qamal Muqarrabin, Khalis Al Mutammimul Ula Nasriah Nasriah Nasriah Nasriah Nisak, Rahmatin Noor, Fredy Nurdin Nurdin Nurdin Nurdin Nurdin Nurdin Nuriani, Intan Nuriani, Intan Pradita, Cindy Cika Putri, Dessayani Putri, Husna Moetia Reyhan Achmad Rizal Riansyah, Muhammad Risawandi, Risawandi Rizal Rizal Rizal Rizal Rizal S.Si., M.IT, Rizal Rofiq Harun Rozzi Kesuma Dinata Safari, T Mirzal Safira Adani Safwandi Safwandi Safwandi Safwandi, Safwandi Said Fadlan Anshari Sari, Putri Amelia Sayed Fachrurrazi Siregar, M. Ali Akbar Sujacka Retno Syahputra, Dinur Syahrial Syahrial SYAHRIAL SYAHRIAL Taufik Ismail Simanjuntak Taufiq Taufiq Uliana, Lisa Wahyu Fuadi Widari, Liz Ayu Yasir Amani Yesy Afrillia Zara Yunizar Zarkasyi, Zarkasyi Zuhra, Elviza