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Journal : malcom indonesian journal of machine learning and computer science

Investment Modeling Algorithm for the 50 MW Sumbawa 3 Gas Engine Power Plant (PLTMG) Project: A Correlation-Aware, Risk-Adjusted Feasibility Framework Jonathan, Filbert; Damayanti, Sylviana Maya
MALCOM: Indonesian Journal of Machine Learning and Computer Science Vol. 6 No. 3 (2026): MALCOM July 2026
Publisher : Institut Riset dan Publikasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.57152/malcom.v6i3.2849

Abstract

The 50 MW PLTMG Sumbawa 3 project is included in the RUPTL 2025–2034 to strengthen the Tambora isolated subsystem, whose reserve margin declined to 0.8% in 2024 and 1.4% in 2025. PT PLN (Persero) currently evaluates investments using the Kelayakan Keuangan (KKF) framework, a deterministic Discounted Cash Flow (DCF) model that ignores uncertainty and interdependence among key cost drivers. This study develops a four-layer investment evaluation framework combining strategic analysis (PESTEL, Porter’s Five Forces, SWOT, VRIO), deterministic DCF, sensitivity analysis, and Monte Carlo simulation with 10,000 iterations. Four stochastic variables, LNG price, IDR/USD exchange rate, HSD price, and fixed O&M cost, were modeled under independent and correlated assumptions. The deterministic evaluation indicates feasibility, with an NPV of IDR 276.85 billion, IRR of 9.13%, BCR of 1.03, and a 10.14-year payback period. However, Monte Carlo simulation reveals an 82.08% probability of negative NPV, with a mean NPV of negative IDR 1.42 trillion. The exchange rate and LNG price explain over 99% of the variance in NPV. Results support conditional project approval through LNG price hedging, tariff adjustment mechanisms, accelerated gasification, and mandatory correlation-aware Monte Carlo analysis for future LNG-based generation investments.
Co-Authors Aaron Kevin Sammy Tatengkeng Aditya Firza Pratama Adrian Satrioutomo Afan Wahyu Syafii Anrizal Arinda Mentari Putri Arry Akhmad Arman Arry Akhmad Arman Astari, Yen Syifa Aulia Rinald Muhammad, Aulia Rinald Barelvi Ghazy Daffa Bayu Indra Wibiksana Bo, Liu Danial David Anwar Dini Lestari Dini Lestari, Dini Dwiarso, Adhi Priyo Edward Veldman Erman Arif Sumirat Erman Arif Sumirat Erman Sumirat Fahmmy Herdiansyah Heryadi Fakhru Umam Firmansyah Arifin, Firmansyah Gatot Yudoko Gerry Julian Agusty, Gerry Julian Gina Dwi Jayanthi, Gina Dwi Handayani, Fanty Haris Santoso Herlien Dwiarti Soemari Hidavat, Agustini Hidayat Ihsan Abditama, Hidayat Ihsan Indra Wibiksana, Bayu Irma Damajanti Isrochmani Murtaqi Isrochmani Murtaqi Jagat Prirayani Jagat Prirayani Jane Julia Mulyono Jonathan, Filbert Jota, Astrid Laregan Karenina, Melita Jenar Kevin Hanafi Kinanta Syahriannanda Kinsenary Tjendrasa Lubis, Khayruna Maryadi, Martya Putri Mico Suryo Atmahadi Muhaimin Hasbi Muhammad Yusuf Ali Mulya Amri Mulyono, Jane Julia Nadhila Dzikrina Yusuf Nugraha Yanureza Raeputranto Nugroho, Edwin Adi Octaviani Ratna Sari Santoso Oeshya Lubis, Rizki Padmodipoero, Faya Daffani Awinatama Purwaningrum, Rr Diah Asih Putranto Wicaksono, Adhi Putri, Arinda Mentari Putri, Gaitsa Farah Zahira Ralang Argi Barus Richlah Nia Rico Wanardijaya Rifqi, Audi Rizaldi Zakarias Rizky Andri Ulaan, Aldi Rohmat Agung Sholehuddin, Rohmat Agung Rupiani, Dewi Salsabilla, Zahra Samsu Wibowo, Putri Maharani Santoso, Octaviani Ratna Sari Saraya, Getha Senator Kramadibrata, Senator Siahaan, Uke Marius Subiakto Soekarno Subiakto Soekarno Sudarso Kaderi Wiryono Syaputra, Arifa Rizki Theodorus Tio Wibowo Tinton S, Bonifacius Perdana Turas Hari Mukti, Turas Hari Uke Marius Siahaan Umam, Fakhru Vinsensius Willson Limantoro Wicaksana, Pramudya Wikaningtyas, Pratiwi Yehuda Bayu Kristiawan Yudha Nugraha Wibisana, Yudha Nugraha Yudi Abdillah Sobrizal Yunika Adiyono Zico Andrea Aripratama