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1. Machine Learning and Seismic Attributes for Petroleum Prospect Generation and Evaluation: An Example from Offshore Australia

Author

Farfour, Mohammed, Hedjam, Rachid, Foster, Douglas, and Gaci, Said

Subjects
Physics - Geophysics
Abstract

The growing number of seismic and elastic attributes poses a challenge, making the full benefit from each attribute in characterizing geological formation very difficult, if not impossible. Various approaches are routinely employed to select the best attributes for specific purposes. Machine learning (ML) algorithms have demonstrated good capabilities in combining appropriate attributes to address reservoir characterization problems. This study aims to use and combine seismic and elastic attributes to detect hydrocarbon-saturated reservoirs, source rock, and seal rocks in the Poseidon field, Offshore Australia. A large number of attributes are extracted from seismic data and from impedance data. Artificial Neural Networks (ANN) are implemented to combine the extracted attributes and convert them into Resistivity volume, and Gamma Ray volume from which Shale probability volume, Sand volume probability volume, Effective Porosity volume, and Gas Chimney Probability Cubes. The cubes are deployed for a detailed analysis of the petroleum system in the area. The produced Shale volume and Resistivity cube helped delineate the seal rock and source rock in the area. Next, the reservoir intervals were identified using Porosity, Shale, and Resistivity volumes. A pre-trained Convolutional Neural Network (CNN) is trained using another carefully selected attribute set to detect subtle faults that hydrocarbons might migrated through from source rock to trap. The integration of all the extracted cubes contributed to find new prospects in the area and assess their geological probability of success. The proposed approach stands out for its multi-physical attribute integration, Machine Learning and Human expertise incorporation, possible applicability to other fields., Comment: 20 pages, 10 figures

Published
2024

3. MAVO: A Free Matlab-Based AVO Analysis and Interpretation Application

Author

Farfour, Mohammed, Pisello, Anna Laura, Editorial Board Member, Hawkes, Dean, Editorial Board Member, Bougdah, Hocine, Editorial Board Member, Rosso, Federica, Editorial Board Member, Abdalla, Hassan, Editorial Board Member, Boemi, Sofia-Natalia, Editorial Board Member, Mohareb, Nabil, Editorial Board Member, Mesbah Elkaffas, Saleh, Editorial Board Member, Bozonnet, Emmanuel, Editorial Board Member, Pignatta, Gloria, Editorial Board Member, Mahgoub, Yasser, Editorial Board Member, De Bonis, Luciano, Editorial Board Member, Kostopoulou, Stella, Editorial Board Member, Pradhan, Biswajeet, Editorial Board Member, Abdul Mannan, Md., Editorial Board Member, Alalouch, Chaham, Editorial Board Member, Gawad, Iman O., Editorial Board Member, Nayyar, Anand, Editorial Board Member, Amer, Mourad, Series Editor, Çiner, Attila, editor, Ergüler, Zeynal Abiddin, editor, Bezzeghoud, Mourad, editor, Ustuner, Mustafa, editor, Eshagh, Mehdi, editor, El-Askary, Hesham, editor, Biswas, Arkoprovo, editor, Gasperini, Luca, editor, Hinzen, Klaus-Günter, editor, Karakus, Murat, editor, Comina, Cesare, editor, Karrech, Ali, editor, Polonia, Alina, editor, and Chaminé, Helder I., editor

Published
2024
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4. Resistivity and Seismic Refraction for Solving Groundwater-Related Problems: A Case Study from North Oman

Author

Farfour, Mohammed, Al-Hosni, Talal, Pisello, Anna Laura, Editorial Board Member, Hawkes, Dean, Editorial Board Member, Bougdah, Hocine, Editorial Board Member, Rosso, Federica, Editorial Board Member, Abdalla, Hassan, Editorial Board Member, Boemi, Sofia-Natalia, Editorial Board Member, Mohareb, Nabil, Editorial Board Member, Mesbah Elkaffas, Saleh, Editorial Board Member, Bozonnet, Emmanuel, Editorial Board Member, Pignatta, Gloria, Editorial Board Member, Mahgoub, Yasser, Editorial Board Member, De Bonis, Luciano, Editorial Board Member, Kostopoulou, Stella, Editorial Board Member, Pradhan, Biswajeet, Editorial Board Member, Abdul Mannan, Md., Editorial Board Member, Alalouch, Chaham, Editorial Board Member, Gawad, Iman O., Editorial Board Member, Nayyar, Anand, Editorial Board Member, Amer, Mourad, Series Editor, Çiner, Attila, editor, Ergüler, Zeynal Abiddin, editor, Bezzeghoud, Mourad, editor, Ustuner, Mustafa, editor, Eshagh, Mehdi, editor, El-Askary, Hesham, editor, Biswas, Arkoprovo, editor, Gasperini, Luca, editor, Hinzen, Klaus-Günter, editor, Karakus, Murat, editor, Comina, Cesare, editor, Karrech, Ali, editor, Polonia, Alina, editor, and Chaminé, Helder I., editor

Published
2024
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5. Fluid Identification in Carbonate Stringer Reservoirs: A Modeling Study from Oman

Author

Al-Obaidani, Hilal, Farfour, Mohammed, Pisello, Anna Laura, Editorial Board Member, Hawkes, Dean, Editorial Board Member, Bougdah, Hocine, Editorial Board Member, Rosso, Federica, Editorial Board Member, Abdalla, Hassan, Editorial Board Member, Boemi, Sofia-Natalia, Editorial Board Member, Mohareb, Nabil, Editorial Board Member, Mesbah Elkaffas, Saleh, Editorial Board Member, Bozonnet, Emmanuel, Editorial Board Member, Pignatta, Gloria, Editorial Board Member, Mahgoub, Yasser, Editorial Board Member, De Bonis, Luciano, Editorial Board Member, Kostopoulou, Stella, Editorial Board Member, Pradhan, Biswajeet, Editorial Board Member, Abdul Mannan, Md., Editorial Board Member, Alalouch, Chaham, Editorial Board Member, Gawad, Iman O., Editorial Board Member, Nayyar, Anand, Editorial Board Member, Amer, Mourad, Series Editor, Bezzeghoud, Mourad, editor, Ergüler, Zeynal Abiddin, editor, Rodrigo-Comino, Jesús, editor, Jat, Mahesh Kumar, editor, Kalatehjari, Roohollah, editor, Bisht, Deepak Singh, editor, Biswas, Arkoprovo, editor, Chaminé, Helder I., editor, Shah, Afroz Ahmad, editor, Radwan, Ahmed E., editor, Knight, Jasper, editor, Panagoulia, Dionysia, editor, Kallel, Amjad, editor, Turan, Veysel, editor, Chenchouni, Haroun, editor, Ciner, Attila, editor, and Gentilucci, Matteo, editor

Published
2024
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8. Sequence Stratigraphy and Chemostratigraphy Interpretations Based on Stable Isotope and Gamma Ray: An Example from the Early Triassic Lower Mahil Formation [Upper Khuff Outcrop Equivalent (KS1)], al Jabal Al-Akhdar, North Oman, Sultanate of Oman

Author

Moustafa, Mohamed S. H., El-Ghali, Mohamed A. K., Al Raqaishi, Rasha, Abbasi, Iftikhar Ahmed, Al-Awah, Hezam, Farfour, Mohammed, Al Ghafri, Nada, Al Humaidi, Aaraf, Pisello, Anna Laura, Editorial Board Member, Hawkes, Dean, Editorial Board Member, Bougdah, Hocine, Editorial Board Member, Rosso, Federica, Editorial Board Member, Abdalla, Hassan, Editorial Board Member, Boemi, Sofia-Natalia, Editorial Board Member, Mohareb, Nabil, Editorial Board Member, Mesbah Elkaffas, Saleh, Editorial Board Member, Bozonnet, Emmanuel, Editorial Board Member, Pignatta, Gloria, Editorial Board Member, Mahgoub, Yasser, Editorial Board Member, De Bonis, Luciano, Editorial Board Member, Kostopoulou, Stella, Editorial Board Member, Pradhan, Biswajeet, Editorial Board Member, Abdul Mannan, Md., Editorial Board Member, Alalouch, Chaham, Editorial Board Member, Gawad, Iman O., Editorial Board Member, Nayyar, Anand, Editorial Board Member, Amer, Mourad, Series Editor, Çiner, Attila, editor, Banerjee, Santanu, editor, Lucci, Federico, editor, Radwan, Ahmed E., editor, Shah, Afroz Ahmad, editor, Doronzo, Domenico M., editor, Hamimi, Zakaria, editor, and Bauer, Wilfried, editor

Published
2023
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14. Application of Seismic Refraction Tomography to Map Bedrock: A Case Study from Al-Amrat, Oman

Author

Farfour, Mohammed, Al-Hosni, Talal, Pisello, Anna Laura, Editorial Board Member, Hawkes, Dean, Editorial Board Member, Bougdah, Hocine, Editorial Board Member, Rosso, Federica, Editorial Board Member, Abdalla, Hassan, Editorial Board Member, Boemi, Sofia-Natalia, Editorial Board Member, Mohareb, Nabil, Editorial Board Member, Mesbah Elkaffas, Saleh, Editorial Board Member, Bozonnet, Emmanuel, Editorial Board Member, Pignatta, Gloria, Editorial Board Member, Mahgoub, Yasser, Editorial Board Member, De Bonis, Luciano, Editorial Board Member, Kostopoulou, Stella, Editorial Board Member, Pradhan, Biswajeet, Editorial Board Member, Abdul Mannan, Md., Editorial Board Member, Alalouch, Chaham, Editorial Board Member, O. Gawad, Iman, Editorial Board Member, Amer, Mourad, Series Editor, Sundararajan, Narasimman, editor, Eshagh, Mehdi, editor, Saibi, Hakim, editor, Meghraoui, Mustapha, editor, Al-Garni, Mansour, editor, and Giroux, Bernard, editor

Published
2019
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21. List of contributors

Author

Attya, Magdy, primary, Dryagin, Veniamin, additional, El-Ghali, Mohammed, additional, Farfour, Mohammed, additional, Gaci, Said, additional, Glukhikh, Igor, additional, Gonzalez, Cristian, additional, Hachay, Olga, additional, Ivanchenko, Sergey, additional, Ivanchenko, Viktor, additional, Khachay, Andrey, additional, Khachay, Oleg, additional, Khachay, Yurie, additional, Korchin, Valery, additional, Malosieva, Margarita, additional, Manzhikov, Batyr, additional, Mindubaev, Mansur, additional, Mostafa, Mohamed, additional, Nicolis, Orietta, additional, Parigin, Gennadiy, additional, Pogrebnoy, Valentin, additional, Rusakov, Oleg, additional, Senin, Lev, additional, Senina, Tatiana, additional, Sharov, Nikolay, additional, Sviridenko, Linata, additional, Tedesco, Steven A., additional, and Voskresenskiy, Michail, additional

Published
2021
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44. Microfacies, Biostratigraphy, Depositional Environment, Seismic Refraction and Correlation of Coralline Limestones of the Barzaman Formation (Oligocene-Pliocene? Al-Khod, Muscat Area, Sultanate of Oman).

Author

Mattern, Frank, Al-Sayigh, Abdul Razak, Farfour, Mohammed, Scharf, Andreas, Al-Amri, Shaima, and Al-Omairi, Juhaina

Subjects
BIOSTRATIGRAPHY, CORAL colonies, LIMESTONE, RED algae, WATER depth, CORALS, CONODONTS, CORAL bleaching
Abstract

Copyright of Sultan Qaboos University Journal for Science is the property of Sultan Qaboos University and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)

Published
2020
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