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All Journal PENELITIAN DAN KARYA ILMIAH PROSIDING SEMINAR NASIONAL CENDEKIAWAN JOURNAL OF EARTH ENERGY ENGINEERING Prosiding Seminar Nasional Pakar Journal of Petroleum and Geothermal Technology SENADA : Semangat Nasional Dalam MengabdI Mechanical Engineering for Society and Industry Indonesian Community Journal JURNAL PENELITIAN DAN KARYA ILMIAH LEMBAGA PENELITIAN UNIVERSITAS TRISAKTI Jurnal Locus Penelitian dan Pengabdian JUITECH: Jurnal Ilmiah Fakultas Teknik Universitas Quality Jurnal Penelitian dan Karya Ilmiah Lembaga Penelitian Universitas Trisakti INDONESIAN JOURNAL OF URBAN AND ENVIRONMENTAL TECHNOLOGY Jurnal AKAL: Abdimas dan Kearifan Lokal Petro : Jurnal Ilmiah Teknik Perminyakan JURNAL ABDI MASYARAKAT INDONESIA (JAMIN) Journal of Earth Energy Science, Engineering, and Technology Jurnal Eksakta Kebumian Petrogas : Journal of Energy and Technology SENADA : Semangat Nasional Dalam Mengabdi Science and Technology: Jurnal Pengabdian Masyarakat Advance Sustainable Science, Engineering and Technology (ASSET) Scientific Contributions Oil and Gas
Rini Setiati
Teknik Perminyakan, FTKE, Universitas Trisakti
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Viscosity Modeling of MES and SLS Using Machine Learning Method Muhammad Taufiq Fathaddin; Rini Setiati; Fahrurrozi Akbar; Iwan Sumirat; Bharoto; Ranggi Sahmura Ramadhan; Onnie Ridaliani Prapansya; Arinda Ristawati
Advance Sustainable Science Engineering and Technology Vol. 8 No. 2 (2026): February-April
Publisher : Science and Technology Research Centre Universitas PGRI Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26877/asset.v8i2.2304

Abstract

Viscosity is crucial to improve the efficiency of injected fluids for oil displacement in reservoirs. Traditionally, research has focused on polymers that help reduce the mobility of injected fluids, while surfactant viscosity has received less consideration. This research investigated the viscosity behavior of methyl ester sulfonate (MES) and sodium lauryl sulfate (SLS) surfactant solutions using a machine learning method—adaptive neurofuzzy inference system (ANFIS). This study aimed to predict the viscosity of surfactant solutions. Experimental data included viscosity measurements of 36 MES and SLS samples at various concentrations and temperatures, obtained by digitizing viscosity curves. These data served as input and validation for the ANN and ANFIS models. The results showed that ANFIS predicted viscosity values ​​reliably, yielding only 1.33% and 0.43% differences for MES and SLS, respectively. Comparison of viscosity prediction with Artificial Neural Network (ANN) showed that ANFIS prediction was better, because ANN yielded two deviating predictions.
Evaluating the Effectiveness of MES-Based Palm Oil Surfactant in EOR Using Core Flooding and Spontaneous Imbibition Techniques Rini Setiati; Muhammad Furqon Haryono Bimantoro; Muh.Taufiq Fathaddin; Fahrurrozi Akbar; Bharoto Bharoto; Iwan Sumirat; Ranggi Ramadhan
Jurnal Locus Penelitian dan Pengabdian Vol. 5 No. 7 (2026): JURNAL LOCUS: Penelitian dan Pengabdian
Publisher : Riviera Publishing

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58344/locus.v5i7.5984

Abstract

The increasing decline in oil production from mature reservoirs has encouraged the development of more effective and environmentally friendly Enhanced Oil Recovery (EOR) technologies. Surfactant flooding is a promising chemical EOR method because it can reduce interfacial tension, modify rock wettability, and mobilize trapped residual oil. This study aimed to evaluate the effectiveness of palm oil-based Methyl Ester Sulfonate (MES) surfactant in improving oil recovery through core flooding and spontaneous imbibition techniques. The experiment used Berea sandstone cores with approximately 21% porosity and 100 mD permeability, light crude oil with a gravity of 39°API, and two surfactant solution conditions: 5,000 ppm salinity with 0.5% MES concentration and 10,000 ppm salinity with 2% MES concentration. The results showed that the low-salinity MES solution provided better performance than the high-salinity condition. In the core flooding test, the 5,000 ppm salinity and 0.5% MES solution achieved the highest recovery factor of 84.74%, whereas the 10,000 ppm salinity and 2% MES solution achieved 62.63%. In the spontaneous imbibition test, the low-salinity condition resulted in 51.94% oil recovery, compared with 45.24% under high-salinity conditions. These findings indicate that lower salinity enhances surfactant stability, improves interfacial tension reduction, and promotes oil mobilization. Therefore, palm oil-based MES surfactant demonstrates strong potential as a sustainable chemical EOR agent for sandstone reservoirs.
Co-Authors ABDUL HAMID Adira Natasha Annisa Aditya Rachman Aditya Rachman, Aditya Akbar, Fahrurrozi Amri, Sulthoni Andreawan Santoso Andry Prima Anggela, Lilian Annisa, Adira Natasha Aqlyna Fattahanisa Ardak Yskak Ari Febriana Kabisat Ari Febriana Kabisat, Ari Febriana Arinda Ristawati Arinda Ristawati Asri Nugrahanti Astri Rinanti Audia, Winona Benyamin Benyamin Benyamin Berkah Hani Besila, Qurotu Aini Bharoto Bharoto Bharoto Bharoto Boni Swadesi Caesar, Athifa Putri Christian Gerald Reza Christiane Patricia Manina Moruk Davy, Nandito Deana Wahyuningrum Diana Irvindiaty Hendarawan Djoko Sulistyanto Djoko Sulistyanto, Djoko Djunaedi Djunaedi Djunaedi Djunaedi Dwi Atty Mardiana Dyah Rini Ratnaningsih Fadliah Fahrurrozi Akbar Fahrurrozi Akbar Fathaddin, Muh. Taufiq Ghani, Muhammad Hafiyyan Hamzah, Udi Syahnoedi Harin Widiyatni Hartono, Kartika Fajarwati Haryono, Muhammad Furqon Hasian P. Septoratno Siregar Havidh Pramadika Hestuti Eni Iwan Sumirat Iwan Sumirat Iwan Sumirat Iwan Sumirat Jachanan Satriabudi Jochanan Satriabudi Joe Christian Alexander Juanda, Firdaus kartika fajarwati hartono Kevin Woe Kris Pudiastuti Lewis Khusmanto Listiana Satiawati M. Taufik Fathaddin M. Taufik Fathaddin, M. Taufik M. Taufiq Fathaddin M. Taufiq Fathaddin, M. Taufiq Maman Djumantara Mardiana, Dwi Atty Margaretha Marissa Thomas, Maulani, Mustamina Maulida, Fajri Melati Ferianita Fachrul MG. Sri Wahyuni Muayyad, Deden Misbahudin Muh.Taufiq Fathaddin Muhammad Furqon Haryono Bimantoro Muhammad Taufiq Fathaddin, Muhammad Taufiq Mukmin P. Tamsil Mulia Ginting Mulia Ginting, Mulia Mustamina Maulani Nida Muthia Lamis Oetomo, R. Hari Karyadi Onnie Ridaliani, Onnie Paramita Jaya Ratri Paulus Suryono Adisoemarta Poluan, Chris Elvano Pradhana, Renato Aditya Patria Pri Agung Rakhmant Pri Agung Rakhmanto Pri Agung Rakhmanto Pri Agung Rakhmanto Priagung Rakhmanto Puri Wijayanti puri wijayanti Puri Wijayanti, Puri Qurotu Aini Besila R. Hari Karyadi Oetomo Rahkmanto, Pri Agung Rakhmant, Pri Agung Rakhmanto, Pri Agung Rakhmanto, Priagung Ramadhan, Ranggi Sahmura Ranggi Ramadhan Ranggi Sahmura Ramadhan Ratnaningsih, Dyah Rini Ratu Atikah Balqis Rayhan Irvan Renato Aditya Patria Pradhana Reno Pratiwi Reza Fadhlan Ridha Husla Ridha Husla Rifki Andriyan Ristawati, Arinda Riswati, Shabrina Sri Rizki Akbar Rizkina Rangga Wastu, Apriandi Rizky Satrio Putra Sanjaya S Kasmungin Sabrina S Riswati Samsol Samsol Samuel Melvern L P Samosir Sanjaya, Rizky Satrio Putra Satria Kamira Shabrina Sri Riswati Siahaya, Jacob Simorangkir . Siti Nuraeni Sonny Irawan Sonny Irawan Sugiatmo Kasmungin Sugiatmo Kasmungin Suparwoto, Sugeng Suryo Prakoso, Suryo Susanti, Oknovia Sutiadi, Andrian Sutresno, Wahyu Syavitri, Dewi Tamsil, Mukmin P. Tarida Surya Marpaung Tarida Surya Marpaung Taufan Marhaendrajana, Taufan Udi Syahnoedi Hamzah Ulfah, Baiq Maulinda Valentino, Boy Candra Wahyuni, MG. Sri Widia Yanti Widia Yanti, Widia Winona Audia Yani Faozani Alli Zona Nuansa Antariksa