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Ayu Fitriani
Fakultas Psikologi Universitas Ahmad Dahlan
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Journal : TAMIKA: Jurnal Tugas Akhir Manajemen Informatika

 1 
The Utilization of Python Models in Real-Time Data Processing for Oil and Gas Monitoring Systems Syari, Milli Allfhi; Ramadani, Suci; Sembiring, Hermansyah; Fitriani, Ayu
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 4 No 2(SEMNASTIK) (2024): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akunt
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol4No2(SEMNASTIK).pp227-231

Abstract

This research aims to utilize Python models for real-time data processing in monitoring systems for the oil and gas industry, leveraging pressure and temperature sensors. The Internet of Things (IoT) is used to collect and process sensor data directly. Using Python methods, the data is analyzed to detect patterns, anomalies, and predict potential damage. Anomaly detection using the K-Nearest Neighbors (KNN) and Isolation Forest algorithms successfully detected operational anomalies with high accuracy. KNN achieved an accuracy of 90%, while Isolation Forest produced better results with an anomaly detection accuracy of 92%. Furthermore, the equipment failure prediction model built using the Logistic Regression and Random Forest algorithms showed good predictive ability. Logistic Regression reached an accuracy of 90%, with a precision of 89% and a recall of 86%. Meanwhile, Random Forest provided better prediction results with an accuracy of 92%, a precision of 90%, and a recall of 88%. The results of this research indicate that the application of Python models for IoT-based real-time data processing can significantly improve the efficiency of monitoring systems and accelerate problem detection in the field, with excellent detection and prediction accuracy.
Co-Authors A.A. Ketut Agung Cahyawan W Abdilah, Tomi Adilah, Ria Rafika Adriyansyah, Adriyansyah Agus Kartini, Siti Agus Setiawan Agustian, Bayu Ahmad Faisal Alex Saleh Alfisari, Mili Ali Djamhuri Ali, M. Nazar Anggraeni, Ayu Kurnia Antarini Antarini, Antarini Antono Suryoputro Anwar Syahputra, Syofyan Anwar Syaputra, Sofyan Ardiani Ika Sulistyawati Arifin Karo Karo, Justaman Asminah , Asminah Ayinun, Aminah Barus, Lidya Hariaty Chairu Sabila, Puji Cut Try Utari, Cut Try Dakhlan, Akhmad Damayanti , Widya Dasopang, Ramadhana S.M. Dayana, Indri Dedi Ruswandi Dila Handayani Elisabeth Deta Lustiyati Fadlan Siregar, Muhammad Fitri Oviyanti Gulo, Elpisman Gunawan Gunawan Habib Satria Hamamah, Hamamah Hamidi, Nailil Harahap, Nurmahendra Herdiana, Herdiana HUTAJULU, ELFRIDA I Nyoman Suartha Indra Cahyadi, Catra Ismail Simanjuntak, Taufik Iwan Setiawan Jalil, Ivon Jhoni Hidayat Junaidi, Lili Junaidi, Lili Junaidi, Lili Khairia, Raudhatul kondatana, renate s.i Krisdiyanto, Fx Joko Kurnelia, Ega Larasati, Savista Lisa Virdinarti Putra Lisdawati, Riska Mahardika, Anggraini Ayu Mahdawarti, Mahdawarti Mahwal, Abdillah Maizana, Dina Mardesela, Ega Mardiah Astuti Maryamah Maryamah Muchsin Harahap Muhammad Fauzi Muhammad Muchlisin, Muhammad Muhammad Syafii Muhammad Yusuf Mungkin, Moranain Munisah, Yeni Nadiya, Della Nisa, Septi Khotimatun Noladhi Wicaksana Nugroho Susanto Nurindah Fitria, Nurindah Octavia, Marta Ovikariani, Ovikariani Pakpahan, Arnold Pallaya, Dini Panjaitan, Joel Parlindungan Simanjuntak, Richard Permata Sari Siregar, Ade Pramesty, Merrina Pravitasari, Norma Purnama Edy Santosa Putri, Femmy Armaya Putri, Salma Mayza Ramadani, Suci Ratna Ermawati Riafatdiani, Riafatdiani Riko Riko Rina Kartikasari, Rina Rizki, Mhd Fahmi Syawali rohmayanti, ista wahyu ROYANI ROYANI Rusyani, Yelli Yani Sari, Dinda Mulia Sartika Sartika Sasmito, Priyo Sembiring, Hermansyah Sianaga, Anastasya H.B.K Simanullang, Abdi Raih Sirait, Regina Siti Hildani Thaib, Siti Hildani Siti Masfiah Sri Kayati Widyastuti Sri Wulandari Susiyanti, Hera Syafriwel, Syafriwel Syahputra, Fadlikah Ryan Syahputra, Sofyan Anwar Syahputra, Syofyan Anwar Syari, Milli Allfhi Syofyan, Syofyan Anwar Syahputra Try Utari, Cut Utami, Retno Risa Utami, Retno Risa Wahyuni, Nopi Wahyuningsih, Christiana Sri Watawalaini, Ayu Wati, Misda Wiwik Salistyaningsih Theresia Puspitawati Dwi Kurniawan Nugroho Yulia Yulia Yusni Arni Zahroh Shaluhiyah Zulaifah, Heni