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Optimization of Gas Turbine Operational Parameters Using Machine Learning Hadi, Safwanul; Kurniati, Nani
Journal Research of Social Science, Economics, and Management Vol. 5 No. 5 (2025): Journal Research of Social Science, Economics, and Management
Publisher : Publikasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59141/jrssem.v5i5.1264

Abstract

Cogeneration Gas turbines are the main equipment in the electrical grid system. To meet the load needs on the grid, power plants have several gas turbine units, with the same or different capacities. The load adjustment for each gas turbine unit is carried out by numerical calculation based on load needs, operating parameters, fuel consumption and steam production. In Fact, the recommended value of the numerical calculation is always above the turbine gas operation, resulting in inefficient fuel consumption. This research reformaltes a gas turbine dispatch problem into a data-driven optimization task. Researcher develop an Artificial Neural Network (ANN) on Multi Layer Preceptron (MLP) model using parameter data from 2024 with filters baseload-efficient condition. The Model produces unit capability rankings and validated within <2% error. Compared to dispatcher recommendations, average deviation ~7% with the model, enabling measurable fuel saving and increased steam production.
Implementation of Text Mining-Based Linear Programming in Maintenance Scheduling in Power Plant Septia Yazid, Fajri; Kurniati, Nani
Journal Research of Social Science, Economics, and Management Vol. 5 No. 5 (2025): Journal Research of Social Science, Economics, and Management
Publisher : Publikasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59141/jrssem.v5i5.1271

Abstract

Weekly maintenance scheduling is an important activity in maintaining the reliability of operating facilities, especially in the Power Plant area in the oil and gas industry sector. This study aims to optimize the maintenance planning and scheduling process by utilizing the text mining approach through Latent Dirichlet Allocation (LDA) modeling to manage and group maintenance data, and integrate it with the Linear Programming (LP) model as the basis for the preparation of an optimal Work Order (WO) Scheduler. The LDA model is used to categorize work based on Fixed Reference Activities (FRA), resulting in a more structured classification of maintenance activities. The output of this category is then an input for the LP model that compiles labor allocation, duration, and work priorities according to the available weekly time limits. Sensitivity analysis was carried out on the parameters of the number of labor, work priority, and length of time horizon with variations of ±10%, ±20%, and ±30%. The results show an increase in the WO completion rate, a reduction in the backlog, and a more accurate understanding of labor utilization. The model has proven to be sensitive to changes in workforce capacity so that human resource management is the dominant factor in the successful implementation of schedulers.
Analisis Aktivitas Pemeliharaan Preventif Berdasarkan Reliability Growth Pada Dryer Kiln Achirudin, Zulfikar; Kurniati, Nani; Suef, Mokhamad
Syntax Literate Jurnal Ilmiah Indonesia
Publisher : Syntax Corporation

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36418/syntax-literate.v11i1.63622

Abstract

Penelitian ini bertujuan untuk mengevaluasi pengaruh implementasi predictive maintenance terhadap pertumbuhan keandalan sistem Dryer Kiln serta mengoptimalkan interval preventive maintenance yang efisien, ekonomis, dan tetap menjamin keberlanjutan operasi pada fasilitas pengolahan nikel PT Vale Indonesia Tbk. Analisis keandalan dilakukan pada enam komponen utama dryer, yaitu Pinion & Bull Gear, Main Drive, Burner System, Internal, Apron Feeder, dan Shell & Drum, menggunakan parameter MTBF, MTTR, dan physical availability berdasarkan data operasi periode 2020–2024. Model Crow-AMSAA digunakan untuk menilai reliability growth masing-masing komponen dan sistem, sedangkan konfigurasi keandalan ditentukan melalui evaluasi 406 kombinasi seri–paralel dengan pemilihan berdasarkan Root Mean Square Error (RMSE). Hasil penelitian menunjukkan bahwa implementasi predictive maintenance berdampak positif terhadap peningkatan pertumbuhan keandalan. Profil keandalan dengan preventive maintenance memperlihatkan peningkatan stabilitas dan penurunan frekuensi kegagalan dibandingkan tanpa pemeliharaan. Optimisasi interval preventive maintenance terhadap 729 kombinasi waktu menunjukkan bahwa interval minimum memberikan performa keandalan terbaik untuk lima komponen utama, sementara Shell & Drum dapat diperpanjang hingga 300 hari tanpa menurunkan Overall Equipment Effectiveness (OEE) atau meningkatkan biaya Cost per Unit Time (CPUT) secara signifikan. Hasil ini menegaskan bahwa optimisasi interval pemeliharaan mampu mencapai keseimbangan antara biaya pemeliharaan yang minimal dan tingkat keandalan sistem yang tinggi. Hasil penelitian ini merekomendasikan peningkatan sistem predictive maintenance berbasis monitoring kondisi, evaluasi berkala interval pemeliharaan, strategi perawatan khusus untuk komponen termal kritis pada dryer, serta integrasi model keandalan ke dalam sistem digital twin untuk mendukung pengambilan keputusan pemeliharaan berbasis data.
PENERAPAN PBL BERBANTUAN KARTU PERMAINAN TERHADAP KEMAMPUAN BERPIKIR KRITIS MATEMATIS SISWA SMP Cintya, Yulyta; Nani Kurniati; Eka Kurniawan
Pendas : Jurnal Ilmiah Pendidikan Dasar Vol. 11 No. 01 (2026): Volume 11 No. 01, Maret 2026 Release
Publisher : Program Studi Pendidikan Guru Sekolah Dasar FKIP Universitas Pasundan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23969/jp.v11i01.43372

Abstract

Low mathematical critical thinking skills remain a significant challenge in mathematics education. This study aims to determine the effect of the Problem Based Learning (PBL) model assisted by game card media on the mathematical critical thinking skills of eighth-grade students at SMPN 3 Mataram on the topic of the Pythagorean Theorem. This research employed a quantitative approach with a quasi-experimental design. The sample was selected using cluster random sampling, consisting of class VIII.2 as the experimental group and class VIII.3 as the control group. Data were collected through posttest instruments measuring four critical thinking indicators: interpretation, analysis, evaluation, and inference. The results showed that the experimental class achieved a higher mean score (73.96) compared to the control class (65.23). Hypothesis testing using the pooled variance t-test yielded tcount = 4.601 > ttable = 2.008, leading to the rejection of H0. Furthermore, an effect size of 1.289 was obtained, categorized as large. These findings conclude that the implementation of the PBL model assisted by game card media significantly affects and provides a strong positive impact on students' mathematical critical thinking skills.
Pengaruh Media Pembelajaran Powerpoint Interaktif terhadap Hasil Belajar Matematika Siswa Pebrianto, Anggi; Azmi, Syahrul; Kurniati, Nani
Griya Journal of Mathematics Education and Application Vol. 6 No. 1 (2026): Maret 2026
Publisher : Pendidikan Matematika FKIP Universitas Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29303/griya.v6i1.1013

Abstract

Permasalahan dalam penelitian ini adalah rendahnya hasil belajar matematika siswa pada materi bentuk aljabar, yang ditunjukkan oleh kesulitan memahami konsep dasar dan rendahnya keaktifan selama pembelajaran. Media yang digunakan guru juga belum mampu menarik perhatian siswa secara optimal, sehingga dibutuhkan media alternatif yang lebih menarik, visual, dan interaktif. Penelitian ini bertujuan untuk mengetahui pengaruh penggunaan powerpoint interaktif terhadap hasil belajar matematika siswa kelas VIII SMP Negeri 8 Mataram Tahun Ajaran 2025/2026. Penelitian menggunakan pendekatan kuantitatif dengan desain Posttest-Only Control Group Design, melibatkan 76 siswa yang dipilih melalui teknik cluster random sampling dan dibagi menjadi kelas eksperimen dan kelas kontrol. Data diperoleh melalui posttest setelah dua pertemuan dan dianalisis menggunakan statistik deskriptif, uji Independent Sample t-test, serta perhitungan effect size. Hasil perhitungan uji-t didapatkan bahwa nilai yang artinya terdapat perbedaan rata-rata hasil belajar antara kedua kelas. Kelas eksperimen memperoleh nilai rata-rata 71,316, lebih tinggi dibandingkan kelas kontrol sebesar 63,553, dengan effect size 0,562 pada kategori sedang. Hasil ini menunjukkan bahwa penggunaan powerpoint interaktif memberikan pengaruh positif terhadap hasil belajar matematika pada materi bentuk aljabar.
Co-Authors Achirudin, Zulfikar Afandi, Noval Agustina Agustina Agustina, Arianti Agutina, Ripki Amalia Ainun, Yusri Ambia, Nurul Amelia Kusuma Amrullah Amrullah Amrullah Anisah Anwariyah, Sofiyatil Apriani, Amelia Aprilia, Ririn Arjudin Arjudin Arjudin Azmi, Ema Suryani Baehaqi Baidowi Baidowi Baidowi Baidowi Baiq Julia Setyaningrum Cahyani, Nurriza Indah Chaerunnisa Sumiatun Efendi Chopifah Rosdianti Cintya, Yulyta Dhuha, Shela Hadri Dhuha Dina, Yana Roza Eka Kurniawan Erika Fitriana Erly Ekayanti Rosyida Ezi Julianto Fadila, Laila Fahmi Firdaus Firnanda, Riska Faya Hadi, Safwanul Harry Soeprianto Haryani, Fitria I Nyoman Pujawan Ida Royani Intan Kertiyani, Ni Made Irwadi Saputra Iryanto, Rizal Ismi Andriyani, Ismi Julianto, Ezi Junaidi Junaidi Junaidi Junaidi Kayanti, Kusamantha Dwi Ketut Sarjana KETUT SARJANA, KETUT Kurabi, M.Kasyiful Kurniawan, Eka Laila Hayati Laila Hayati, Laila Lu’luilmaknun, Ulfa Lu’luilmaknun, Ulfa Miftahul Janah Muhammad Turmuzi Mulya Lestari Muniro, Nisrina Nabila Aulia Priangka Ni Kadek Nirmala Wilwatikta Ni Made Intan Kertiyani Nia Agustina Nilza Humaira Salsabila Nourma Paramestie Wulandari Nourma Pramestie Wulandari Nurfahrani, Nurfahrani nurul ambia Nurul Fatmawati Nurul Hikmah NURUL HIKMAH Nuryadin, Nanang Nyoman Sridana Nyoman Sridana Pebrianto, Anggi Prasetyo, Erik Bagus Rabiyatil Husniyati Ratna Dwi Aryani Ratna Yulis Tyaningsih Rima Guntari Lyana Rosmala Dewi, Lale Amrini Salsabila, Nilza Humaira Sapitri, Evi Sasa Apriliska Septia Yazid, Fajri SITI ANISA RUSMANIA Soepriyanto, Harry Sri Subarinah Sri Subarinah, Sri Sridana Sridana Sripatmi Sripatmi Sripatmi Sripatmi Sripatmi, Sripatmi Sudi Prayitno Suef, Mokhamad Sujaya, Ketut Ary Sulisyani, Anis Suliyani, Anis Syafitri, Rekha Hesti Syahril Ramdhan Syahrul Azmi Syahrul Azmi Tabita Wahyu T Tabita Wahyu Triutami Thohira, Nur Triutami, Tabita Wahyu Ulfa Lu'luilmaknun Ulfa Lu’luilmaknun ULUL AZMI Utami, Davina Putri Wafasari Wahidaturrahmi Wahidaturrahmi Wahidaturrahmi, Wahidaturrahmi Wulandari, Nourma Pramestie Yulis Tyaningsih, Ratna Yunita Septriana Yunita Septriyana Anwar Zalty, Rani Febriana Zulhijri