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Journal : STATISTIKA: Forum Teori dan Aplikasi Statistika

Updating Reservoir Models Using Ensemble Kalman Filter Darwis, Sutawanir; GUNAWAN, AGUS YODI; WAHYUNINGSIH, SRI; SUNUSI, NURTITI; MUTAQIN, ACENG KOMARUDIN; FITRIYATI, NINA
STATISTIKA: Forum Teori dan Aplikasi Statistika Vol 10, No 1 (2010)
Publisher : Program Studi Statistika Unisba

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29313/jstat.v10i1.1007

Abstract

The Ensemble Kalman Filter (EnKF) has gain popularity as a methodology for real time updates ofreservoir models. A sample of models is updated whenever observation data available. Successfulapplication of EnKF to estimate reservoir properties has been reported. A flow modeling is missing inthis research area. This paper presents the applicability of EnKF in flow modeling for three cases:infinite reservoir, bounded reservoir and one dimensional composite reservoir. The solution of flowequation was derived and used as a modeling component of state space modeling of Kalman filterupdating formula. This three reservoir models shows that the EnKF methodology can be used forupdating the reservoir models.
Model Multinomial Bayesian Network pada Data Simulasi Curah Hujan Rizki, Nanda Arista; Syaripuddin, Syaripuddin; Wahyuningsih, Sri
STATISTIKA: Forum Teori dan Aplikasi Statistika Vol 12, No 2 (2012)
Publisher : Program Studi Statistika Unisba

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29313/jstat.v12i2.1062

Abstract

Bayesian Networks is one of simple Probabilistic Graphical Models are built from theory of bayesprobability and graph theory. Probability theory Is directly related to data while graph theory directlyrelated to the form representation to be obtained. Multinomial Bayesian Network method is onemethod that involves the influence of spatial linkages suggest a link between rainfall observationstations. The objective of this study was seek the result of the model probabilistic a graphMultinomial Bayesian Network and apply it in forecasting with Oldeman classification based on oneor two rainfall stations are known. This research uses simulated data for 14 stations respectively each300 sets of data. The data generated is normal distribution of data based on parameters that havebeen determined and classified using the classification Oldeman. Bayesian Network structureconstructed using the K2 algorithm. Markov chain transition matrix is formed based on the Bayesianof the nodes are directional. Model of Multinomial Bayesian Network was established based onMarkov transition matrices. The result of probability model can predict the probability of rainfall insome stations based on one or two rainfall stations are known, which is a model graph with 14 nodesand 13 arcs.
Co-Authors ', Isjoni . Indarto . Sukrasno a, Aulanni’am Abbas, Ersis Warmansyah Abdullah, Teuku Aceng Komarudin Mutaqin Achmad subhi Gumilar Adyatma, Rengga Afifah, Sayyidatul Nahda Agus Dharmawan Agus Supriyadi Agus Yodi Gunawan Ahmad Sofwan Ahmad Yusron, Ahmad Aisyah, Salmanda Akriono, Muhammad Luqman Alhidayah, Riama Amri, Khabib Saiful Andries Lionardo, Andries Ani Rusilowati anim anim Anis Khiyaroh, Anis Annisa, Mardhatillah Arum Arbi Mei Gitarama, Arbi Mei Arca Datam Sugiarto, Arca Datam Arif Budi Satrio Arumsari, Rosalina Sekar Ash Shiddiq, Dimas Ghufron Ash-Shiddiq, Dimas Ghufron Ashari Ashari Askin, Askin Askin, Askin Asrul Sani Astuti, Desi Widi Astuti, Niken Juni Awaluddin, Nurhikma Aziza, Siti Nur Bambang Herry Purnomo, Bambang Herry Bambang Marhaenanto, Bambang Budi Prayitno BUDI SETIADI DARYONO Cahyono Purbomartono DAHRI, IRSYAD Dani, Andrea Tri Rian Dani, Andrea Tri Rian Dedy Wirawan Soedibyo Denny Irbianto Devi, Mike Indriana Dian Alfiah Dinda, Susanne Dinda, Susanne Dini Siswani Mulia Djumadi Djumadi Edijatno Edijatno Eka Dewi Nurjayanti Eka Haryani, Eka Ekasari, Elsa Meilani Eko Prasetyo Eko Pudjadi, Eko Eko Widodo Elida Novita Elin Yulinah Sukandar Endah Subekti Endang Nurcahyani, Endang Endang Semiarti Entin Hidayah Erly Anna Rosita Ernawiati, Eti Ervi Rachma Dewi, Ervi Rachma Eva Dolorosa F. Parasmawati Fassya, Hasti Maulidya Fatonah, Ari Fauziah, Normalita Feti Fatimatuzzahroh, Feti Firman Fuad Wirakusumah Firmansyah, Moh Ruky Nur Fitri, Susi Gofar Ismail Hafidz, Moh. salman A. Hamid Ahmad Hardiyanto Hardiyanto Hari Wijayanto Harsi D. Kusumaningrum Heri Nugroho Herlinda, Nur Defitri Hermawan, Agnesa Arunggi Gaumanda Hery Maryanto, Hery Humayro, Aisyah Husaini . Husin, Farid I Wayan Suteja Idah Andriyani Ikhwanudin Ikhwanudin Imamah Imamah Imami, Rizky Fathonah Imelda Imelda Indah Rohyani, Indah Indarto - Indarto Indarto Indriani . Ishak Abdulhak Ismiyatun Ismiyatun Istanto Istanto Istianah Istianah Izza, Raudlotul Izza, Raudlotul Jang, Soenghoe Jannah, Dwi Andriana Na'imatul Januarti, Ika Buana Jasmine, Nadira Safa JB. Suparyatmo Suparyatmo, JB. Suparyatmo Jenny Ratna Suminar Joko Suryanto Joko Tri Sujiwo Kamaruddin Oemar, Kamaruddin Karim, Muhamad Derajat Karunia, Nurlita Endah Karunia, Nurlita Endah Khairunnissa, Aulia Khairunnissa, Aulia Khoiriyah, Naila Ulfa Komalasari, Gantina Kuatrina, Kuatrina Kurniawan, Eko Setyadi Lalu A. Zaenuri Larasati, Ratri Mauluti Latipah, Latipah Latipah, Latipah Lawrie, Muhammad Dylan Lepong, Piter Lestari, Marlita Dewi lina marlina, lina LUKMAN ILHAM, LUKMAN Lutfi Aris Sasongko Lutviani, Vina M Nur Ihsan Mahfut Mahfut, Mahfut Mahraenanto, Bambang Malihatin Munawaroh, Malihatin Martha Lulus Lande, Martha Lulus Masyhudi, Lalu Masyhudi, Lalu Mateus Sakundarno Adi, Mateus Sakundarno Moh. Djazari Monika, Pinik Muhamad Afandi, Muhamad Muhammad Ade Salim Muhammad Sudia Muhardjo Pudjojono, Muhardjo Muharjo Pudjojono, Muharjo Muslim, Khaerul Mutiani Mutiani, Mutiani N, Karina Nadjadji Anwar Nafrida Ulfah, Nafrida Nanang Sugiarto Nanda Arista Rizki Nasir Saleh Nathan Hindarto Nieke Karnaningroem Nina Fitriyati Ningrum, Indriani Cahya Ningtias, Rahayu Ninik Hasanah, Ninik Noorsanti, Dewi Novita, Elda Nuada, I Wayan Nugraha E. Suyatma, Nugraha E. Nugroho Arifianto Nuhung, Mahmud Nur Awami, Shofia Nur Ducha Nur Hidayah, Afifah Nurjazuli Nurjazuli NURTITI SUNUSI NURUL HAYATI Pradana, Hendra Andiananta Pramudya Annisa Firdausi Prasetyo, Firza Ersalina Pratiwi Trisunuwati Rahma Wati Rahmadani, Desti Deria Rahmadiyanti, Ridhani Rahman, Koen M Afni Rahmawati, Primasari Mahardhika Ramdani, Aulia Rasmani, Risma Rasulong, Ismail Ratna P, Kenah Renan Subantoro Rina Rina Rina Wijayanti Rini Dwi Susanti Rini Rita T. Marpaung Risma Sake, Risma Rita Irma, Rita Rito Goejantoro, Rito Rossi Prabowo Rosyid Ridho Royaningsih, Nanik RUBEN DHARMAWAN Rustiyarso . Saefudin Saefudin Sahat, Afro Aransa Salsabilah, Salsabilah Sasono Wibowo Satriani, Dede Satrijo Budiwibowo, Satrijo Saud Irsyad, Nasihin Saud Irsyad, Nasihin Savitri, Intan Maya Setiawan Setiawan Setiawan, Dwi Agoes Setiawan, Erwan Bagus Setyono, Bagus Dwi Hari Shilfia, Noor Ida Shinta Arum Wahyuningsih, Shinta Arum Shofia Nur Awami Siftiani, Nindy Dwi SITI MARYAM Siti Nur Azizah, Siti Sitti Raodhah, Sitti Soekarsono Hardjono, Soekarsono Solihah, Puspa Sari Dewi Songupnuan, Mirna Paramitha Sri Hartini Sri Heny Wahyuningsih, Sri Heny Sri Suparwitri, Sri St. A. Rahayuningsih Stiawan, Agus Suci Nar Vikasari, Suci Nar Sucipto Sucipto Sudaryati ., Sudaryati Sugeng Sutiarso Suhardjo Widodo Dan, Suhardjo Widodo Suhartono Suhartono Suharyo Hadisaputro sujarwo, Moh Wawan Sujiatmo, Afifah Bambang Sukadi, Desi Rahmawati Sukarti Moeljopawiro Sulistyono, Raden Endro Sumardi Sumardi Suprapti Supardi Suprati Supardi Supriyanto Supriyanto Suryani Suryani Suryaningtias, Siska Susanne Dida Susiarno, Hadi Sutawanir Darwis Sutiman B. Sumitro Sutrisno sutrisno Suyadi Suyadi Suyitno Suyitno Suyoto Suyoto Syafaah, Nailisy Syahrul Basri Syair, Fausta Fadir Syaripuddin Syaripuddin Thadeus, Maria Selvester Tino Bachtiar, Tino TITIK SUNDARI Tri Jalmo Trinil Susilawati Tundjung Tripeni Handayani, Tundjung Tripeni Utami Dyah Syafitri Utami Kurniawati Utari, Diah Meyshita Wati, Alifah Rahma Widiyani', Aniya Widyastuti Widyastuti Yanti Setianti Yudhatama, Tri Galih Yudho Bawono, Yudho Yudi Widodo Yuki Novia Nasution, Yuki Novia Yulianto Nugroho Yulianty Yulianty Yulina Ismiyanti, Yulina Yulinah S, Elin Yulinah, Ellin Yuwono Yuwono Zahrotun Nisa, Zahrotun Zulkifli Zulkifli