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portfolio

publications

Seal Capacity Evaluation of CO2 Storage in Carbonate Reef Reservoirs using Equivalent Grain Size Method

Published in 1st EAGE Workshop on Faults in Groundwater, CO2 and Hydrocarbons in Asia Pacific (Canberra, Australia), 2021

This paper discusses our proposed methodology that we (Dr. Kazuo Nakayama in FGI Tokyo and my colleague Kevyn Augusta) developed to evaluate the capacity of seal rock for CCS using the Equivalent Grain Size (EGS) method. Using relation between seal porosity and pore throat size, the EGS method assumes hydrodynamic equilibrium of CO2-gas mixed fluids to calculate each column height in the carbonate reef structure and maximum pressure allowed for CO2 injection.

talks

Python Awareness for Exploration and Production Students and Professionals

Published:

This was presented in a series of webinar organized by SPE Asia Pacific University and SPE Northern Emirates virtually in Malaysia. In this webinar, I presented a motivation presentation for students and young professionals on the education of programming for petroleum engineering and geoscience domains. I showcased some of my open-source works written in Python.

Machine Learning for Sonic Log Prediction: Case Study Volve Field

Published:

This was presented in a community sharing event organized by NEUSTRA Community (community of petroleum engineering ML enthusiasts) and SPE Alexandria University Student Chapter. On this occasion, I presented my project on sonic log synthesis / missing sonic log prediction using Gradient Boosting model.

How Small Can You Detect with DAS: A Case Study in the Bōsō Peninsula

Published:

This was presented in the SAGE/GAGE Workshop on Distributed Acoustic Sensing organized by IRIS held virtually in October 2021. In this presentation, I shared our research progress in RITE. Our research specifically focuses on the application of DAS fiber-optic cable for seismic activity monitoring in Japanese areas.

Data Analytics in Carbon Capture and Storage

Published:

This was presented in King Fahd University of Petroleum and Minerals (KFUPM) virtually in Dhahran, Saudi Arabia. In this presentation, I discussed about the promising role of data analytics in the three phases of CCS projects, namely ANN in the site selection phase, data-driven surrogate modeling in the sequestration phase, and CNN in the monitoring phase.

teaching

Python Programming for Exploration and Production

One-day course, SPE Trisakti University Student Chapter in Jakarta, Indonesia (Virtual), 2020

This course consisted of 3 sessions in 1 day; first session about basic Python programming, second session about Python application in exploration (basic well-log analysis); and third session about Python application in production (basic decline curve analysis of production data). Watch on YouTube: All sessions

Automating Petroleum Geosciences and Engineering with Python

Three-day course, SPE Port Harcourt Section in Nigeria (Virtual), 2020

This course consisted of 3 sessions in 1 month; first session about basic Python programming and well-log analysis, second session about material balance analysis; and third session about well-test analysis. There were also coding assignments after this course. Watch on YouTube: Session 1, Session 2, Session 3

Effective Python Programming for Exploration and Production Students and Professionals

Four-day course/Internship, Marietta College, Department of Petroleum Engineering, 2021

This course consisted of 4 sessions in 1 month; first session about basic Python programming, second session about production data analysis; and third session about exploration data visualization of well-log data, wellbore trajectory, and natural fractures; and fourth session about decline curve analysis and production forecast. This course was held as part of the Spring Internship Program. Watch on YouTube: Session 1, Session 2, Session 3, Session 4