Malcom: Indonesian Journal of Machine Learning and Computer Science
Vol. 6 No. 3 (2026): MALCOM July 2026

Investment Modeling Algorithm for the 50 MW Sumbawa 3 Gas Engine Power Plant (PLTMG) Project: A Correlation-Aware, Risk-Adjusted Feasibility Framework

Jonathan, Filbert (Unknown)
Damayanti, Sylviana Maya (Unknown)



Article Info

Publish Date
01 Aug 2026

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.

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Journal Info

Abbrev

malcom

Publisher

Subject

Computer Science & IT

Description

MALCOM: Indonesian Journal of Machine Learning and Computer Science is a scientific journal published by the Institut Riset dan Publikasi Indonesia (IRPI) in collaboration with several Universities throughout Riau and Indonesia. MALCOM will be published 2 (two) times a year, April and October, each ...