Article Per Year (5 Year)
p-Index From 2021 - 2026
5.551
P-Index
This Author published in this journals
All Journal Komunikasi Fisika Indonesia JGE (Jurnal Geofisika Eksplorasi) JOURNAL ONLINE OF PHYSICS Jurnal Penelitian Pembelajaran Fisika Jurnal Ilmu Fisika STRING (Satuan Tulisan Riset dan Inovasi Teknologi) Jurnal Inovasi Pendidikan Jurnal Kumparan Fisika International Journal of Applied Sciences and Smart Technologies Jurnal Fisika dan Terapannya Jurnal Pengabdian Masyarakat (ABDIRA) Jurnal Bio-Geo Material Dan Energi JIFP (Jurnal Ilmu Fisika dan Pembelajarannya) Dedikasi: Jurnal Pengabdian Kepada Masyarakat Newton-Maxwell Journal of Physics Jurnal Pengabdian Masyarakat Pinang Masak
Jesi Pebralia
Program Studi Fisika, Fakultas Sains Dan Teknologi, Universitas Jambi
Religion Aerospace Engineering Humanities Astronomy Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Nursing Physics Social Sciences Other

Published : 41 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 41 Documents
Search

 1   2   3   4   5 
A Computational Physics–Based Machine Learning Modelling of Multiphase Flow Dynamics for Crude Oil Percentage Prediction Using Water Cut and Sediment Indicators Pebralia, Jesi; Amri, Iful; Amanda, Dwi Rahmah; Kurniawan, Muhammad Aziz
Jurnal Ilmu Fisika Vol 18 No 1 (2026): March 2026
Publisher : Jurusan Fisika FMIPA Universitas Andalas

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25077/jif.18.1.80-92.2026

Abstract

Existing crude oil percentage prediction methods often rely on direct measurements and historical data, neglecting the coupled multiphase characteristics of oil–water–sediment systems, which limits predictive accuracy. This study develops a computational physics–based machine learning model integrating key multiphase production parameters, including water cut, basic sediment, and BS&W, using samples from PT. Pertamina Puspa Field Jambi. Data were split into two sets: one for model development and one for validation to prevent overfitting. Linear Regression, Support Vector Machine (SVM), and Random Forest algorithms were applied, with Linear Regression achieving the best performance. For the test dataset, the model yielded a Mean Absolute Error of 0.022168, a Mean Squared Error of 0.001227, and an accuracy of 0.99877, demonstrating precise capture of multiphase interactions. The proposed computational physics–based modelling framework provided improved predictive reliability and consistency. Correlation analyses indicated a coefficient of determination (R²) of 0.99 and a perfect negative correlation (r = −1) between BS&W and oil content, showing that higher BS&W corresponds to lower oil percentage. This framework offers improved predictive reliability and consistency for crude oil quality assessment.
Co-Authors -, Maison Afrianto, M Ficky Afrianto, Muhammad Ficky Afrianto, Muhammad Ficky Afrianto, Muhhamad Ficky Alrizal, Alrizal Amanda, Dwi Rahmah Anak Agung Istri Sri Wiadnyani Ananda, Jihan Suci Anggraeni, Rista Mutia Anggraini, Rista Mutia Ardiyaningsih Puji Lestari Arini Rosa Sinensis Atsilah, Mutiara Basima Chintiya Romarti Dawam Suprayogi Desi Ayundari Ega Sapina Ermadani Ermadani Faizar Farid Febri Berthalita Pujaningsih Fiona Fiona Frastica Deswardani Frayoga, Andito Frincess Yeny Sirait Hamdi Akhsan Heriyanti Heriyanti Husnul Hamdi Iful Amri Irene Regina Kurniawan, Muhammad Aziz Lia Wilani Linda Handayani Lucky Zaehir Maulana Mabruroh, Faizatul Madyawati Latief Mardian Peslinof Melly Ariska Muhammad Muslim Nur Syaqila, Cindy Nurhidayah Nurhidayah Nurhidayah Nurhidayah Nurhidayah Nurhidayah Pradila, Mutia Hasmi Putri, Jamiatul Khairunnisa Raden Mohamad Herdian Bhakti Ramadoni, Ramadoni Resta, Ichy Lucya Restianingsih, Tika Riany, Hesti Rista Mutia Anggraini Rizqa Raaiqa Bintana Rustan Samsidar Samsidar Samsidar Samsidar Sri Purwaningsih Sugiarti Sugiarti Suhadi Suhadi Surya Dharma Sutrisno Tika Restianingsih Tika Restianingsih Tine Aprianti Yoza Fendriani