Education

S1 – Institut Teknologi Bandung (ITB), Bandung, Indonesia, 2005

S2 – Institut Teknologi Bandung (ITB), Bandung, Indonesia, 2007

S3 – Norwegian University of Science and Technology (NTNU), Norway, 2012

Research Interests

• Machine Learning & Artificial Intelligence for Petroleum Applications
• Well Integrity & Pipeline Operation / Flow Assurance
• Transient & Dynamic Flow Modeling in Oil and Gas Production Systems
• Data Analytics & Time Series in Oil and Gas Production
• Textbook Development and Curriculum Design

Courses Taught

• TM3090 — Internship and Report Writing
• TM3104 — Production Engineering
• TM4032 — Oil and Gas Operations Optimization
• TM4090 — Final Project
• TM4031 — Artificial Lift Methods
• TM3205 — Field Processing and Transportation
• TM4034 — Artificial Intelligence in Petroleum Engineering
• TM4033 — Production Problems
• TM4089 — Final Project

Selected Publications

• Performance Analysis of Deep Learning Implementation in Operational Condition Forecasting of a Gas Transmission Pipeline Network (2023)
• Multi-Layer LSTM Implementation in Operational Condition Forecasting of a Natural Gas Transmission Pipeline Network (2022)
• Building a Machine Learning Proxy Model for Prediction of Wax Deposition Rate in Two-Phase Water-Oil Flow (2022)
• Computational Fluid Dynamics for Gas Lift Optimization in Highly Deviated Wells (2021)
• Integrated CO₂-H₂S Corrosion-Erosion Modeling in Gas Production Tubing and Pipeline by Considering Passive Layer Activity (2021)

Projects & Activities

• Development of Teaching and Learning Materials (2025)
• Improving Pipeline Operational Integrity through Machine Learning-Based Anomaly Pattern Modeling (2025)
• DAPT-Equity2024-WCU@Development of a Multi-Point Leak Detection System Simulator Based on Machine Learning (2024)
• Improvement on Machine Learning for Liquid Loading Gas Well (2024)
• Modeling of Multiphase Transient Flow and Its Impact on CO₂ Injection Well Integrity (2024)