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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 JUITECH: Jurnal Ilmiah Fakultas Teknik Universitas Quality Jurnal Offshore: Oil, Production Facilities, and Renewable Energy 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 Fathaddin, Muhammad Taufiq; Setiati, Rini; Akbar, Fahrurrozi; Sumirat, Iwan; Bharoto; Ramadhan, Ranggi Sahmura; Onnie Ridaliani Prapansya; Ristawati, Arinda
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.
Co-Authors ABDUL HAMID Adira Natasha Annisa Adisoemarta, Paulus Suryono Aditya Rachman Aditya Rachman, Aditya Agus Guntoro Akbar, Fahrurrozi Alvita Kumala Sari Amri, Sulthoni Andreawan Santoso Andry Prima 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 Boni Swadesi Caesar, Athifa Putri Christian Gerald Reza Christiane Patricia Manina Moruk Deana Wahyuningrum Diana Irvindiaty Hendarawan Djoko Sulistyanto Djoko Sulistyanto, Djoko Djunaedi Djunaedi Djunaedi Djunaedi Dwi Atty Mardiana Dyah Rini Ratnaningsih Fadliah Fathaddin, Muh. Taufiq Fidya Varayesi Ghani, Muhammad Hafiyyan Hamzah, Udi Syahnoedi Harin Widiyatni Hartono, Kartika Fajarwati Havidh Pramadika Hestuti Eni Irvan, Rayhan Iwan Sumirat Iwan Sumirat Jachanan Satriabudi Jochanan Satriabudi Joe Christian Alexander Juanda, Firdaus kartika fajarwati hartono Kasmungin, S Kevin Woe Kris Pudiastuti Lewis Khusmanto Lilian Anggela 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, Marpaung, Tarida Surya Maulani, Mustamina Maulida, Fajri Melati Ferianita Fachrul MG. Sri Wahyuni Muayyad, Deden Misbahudin Muhammad Taufiq Fathaddin, Muhammad Taufiq Mukmin P. Tamsil Mulia Ginting Mulia Ginting, Mulia Mustamina Maulani Nandito Davy Nida Muthia Lamis Oetomo, R. Hari Karyadi Oknovia Susanti Onnie Ridaliani Prapansya 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 Ratnaningsih, Dyah Rini Ratri, Paramita Jaya Ratu Atikah Balqis Rayhan Irvan Renato Aditya Patria Pradhana Reno Pratiwi Reza Fadhlan Ridha Husla Ridha Husla Rifki Andriyan Ristawati, Arinda Riswati, Sabrina S Riswati, Shabrina Sri Rizki Akbar Rizkina Rangga Wastu, Apriandi Rizky Satrio Putra Sanjaya S Kasmungin Sabrina S Riswati Samsol Samuel Melvern L P Samosir Sanjaya, Rizky Satrio Putra Satria Kamira Satriabudi, Jachanan Satriabudi, Jochanan Septoratno Siregar Septoratno Siregar Septoratno Siregar Shabrina Sri Riswati Siahaya, Jacob Simorangkir . Siti Nuraeni Sonny Irawan Sonny Irawan Sugiatmo Kasmungin Sugiatmo Kasmungin Suparwoto, Sugeng Suryo Prakoso, Suryo 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 Yanti, Widia Winona Audia Yani Faozani Alli Yskak, Ardak Zona Nuansa Antariksa