Publications & Awards
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Top 5 Winner, SPWLA PDDA’s 1st Petrophysical Data-Driven Analytics Contest - Sonic Log Synthesis (Link)
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Facies Prediction from Triple Combo Log
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Presented in AAPG Asia Pacific Technical Symposium, Bogor, August 7-8, 2019
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Kusumah, E. P., Lestari, W. A., Susanty, M., (2019). Wireline Log Data Conditioning to Improve Machine Learning Based Facies Identification Across the Well. AAPG Asia Pacific Technical Symposium, Bogor, August 7-8, 2019 (Link)
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Pramata, H., Mubarak, H., Abdullah, A., Kusumah, E. P., Astuty, W., Suhardja, S.. (2020) Early Results for Comparison between K-Nearest Neighbor (KNN) and Artificial Neural Network Optimized for Lithology Estimation. AAPG Asia Pacific Technical Symposium, Bogor, August 7-8, 2019
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Study won an internal research grant ($10k) in Universitas Pertamina and implemented in Pertamina Hulu Sanga-Sanga Regional Facies modelling using +1800 well
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Delta evolution using Timelapse Landsat Image
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Presented in JCY 2019
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Kusumah, E. P., Pinkan, G., (2019). Delta Evolution using 30 years of Timelapse Landsat Imagery. HAGI-IAGI-IAFMI-IATMI Join Convention Yogyakarta 2019, 25-28 November 2019 (Link)
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Lithology identification using Hyperspectral Satellite image
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Presented in JCM 2017
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Kusumah, E. P. (2017) Lithology Prediction Using Hyperspectral Satellite Image in Padalarang Area, Indonesia. HAGI-IAGI-IAFMI-IATMI Join Convention Malang 2017, 25-28 September 2017 (Link)
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Data-driven labeling of fluid type from wireline formation tester
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Presented in IPA 2017
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Himawan, G. R., Aviandito, M., Bagir, M., Iyer, M. (2017). Scoring System as a Quick And Objective Method to Determine Wireline Formation Testing Fluid Analysis Results. Proc. Indon. Petrol. Assoc., 41st Ann. Conv., 2017 (Link)
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System became standard for reporting with a client
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Automatic lineament extraction from DEM (On preparation for publication)
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Kusumah, E. P., Sapiie, B., Danio, H., (2020). KDE Lineament Map Generator Open Source Software for Tectonic Regime Segmentation. Study Case: West Java Area
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Tool will be open-sourced soon
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Speakers in many professional organization events:
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Epo Kusumah & Aviandito. SPE Balikpapan Section (2020). Machine Learning Implementation for Reservoir Modelling.
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Epo Kusumah. Indonesian Society of Petroleum Geologist (2019). Introduction to Machine Learning for Geologists.
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Epo Kusumah. Indonesian Petroleum Association Booth Presentation (2019): Welcoming 4.0 Era for Geologist.
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Projects
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Facies Prediction from Triple Combo Log. Study won an internal research grant ($20k) and implemented in Pertamina Hulu Sanga-Sanga Regional Facies modelling using +1800 well
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Pertamina EP Sangatta Batu Utak Inorganic Geochemistry (On preparation)
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SKKMigas Exploration Sweet Spot (On preparation)