Unsupervised Machine Learning Applications for Seismic Facies Classification

Satinder Chopra, Kurt J. Marfurt

Unconventional Resources Technology Conference (URTEC)

... 1980s, seismic facies analysis was carried out on 2D seismic data by visually examining the seismic waveforms that can be characterized by their amplitude...

Reef Exploration in Irian Jaya, Indonesia

Trend Exploration Technical Staff

Indonesian Petroleum Association

.... Small areal extent of the reefs (200 to 2000 acres) which might necessitate, even with the advent of advanced seismic techniques, the use...

Abstract: Integrating Petrophysics, Seismic Attributes, and Machine Learning for Shale Facies Identification and Prediction;

Justin Palmer, Lisa Goggin, Adam Halpert, Christopher Skelt, Laura Bandura, Huafeng Liu

Search and Discovery.com

...Abstract: Integrating Petrophysics, Seismic Attributes, and Machine Learning for Shale Facies Identification and Prediction; Justin Palmer, Lisa...

ABSTRACT: Radiolarians as Paleoenvironmental Indices for Exploration, by Richard E. Casey, Carl O. Nelson, and Amy L. Weinheimer; #91038 (2010)

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Sequence stratigraphic framework of the Carbonera Formation sediments of Llanos Foothills, Colombia integrated with well logs character and seismic spectral decomposition establishes their depositional setting

E.Saeid, C. G. St. C. Kendall, J. Kellogg

International Meeting for Applied Geoscience and Energy (IMAGE)

... potential reservoirs. Interpretation of the seismic 4. Well log facies analysis with an example log data was largely restricted to identifying...

Integration of Geophysical, Geological, and Engineering Data to Continuously Adapt and Evolve Models for Optimization and Risk Analysis of an Ongoing Carbon Storage/eor Project at Farnsworth Texas, U.S.A.

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Karst geomorphology analysis for geohazard assessment via seismic relief and dip attributes in Jx carbonate field, Central Luconia Province, Malaysia

Nurul Fatin Izzatie Salman, Mohamed Elsaadany, Abdul Halim Abdul Latiff

Geological Society of Malaysia (GSM)

.... In: Enwenode Onajite (Ed.), Seismic Data Analysis Techniques in Hydrocarbon Exploration. Elsevier, USA. 213-228. https:// doi.org...

Efficient seismic image super-resolution

Adnan Hamida, Motaz Alfarraj, Abdullatif A. Al-Shuhail, Salam A. Zummo

International Meeting for Applied Geoscience and Energy (IMAGE)

...) to increase the resolution of seismic images. Since seismic images interpretation benefits from image analysis algorithms that utilize Human Visual...

Prestack inversion for tight sandstone thin reservoirs based on anisotropic rapid reflectivity method

Zhen Yang, Zhenfeng Liu, Junzhou Liu

International Meeting for Applied Geoscience and Energy (IMAGE)

... exploration. This study, therefore, makes a meaningful contribution towards refining seismic exploration practices and enhancing the accuracy...

Abstract: 3D Facies Modeling Using Seismic Inversion Data as Soft Constraint, by W. M. Bashore; #90942 (1997).

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Litho-Facies Mapping for Qualitative Evaluation of Caprock Seal Capacity in Northeast Central Luconia Province, Offshore, Sarawak (Geology Poster 27)

Shakila Mustaffa, Che Shaari Abdullah, Hamdan Mohamad

Geological Society of Malaysia (GSM)

... qualitatively the sealing rock facies type to the hydrocarbon column length preservation within the pinnacles. Interpreting seismic reflection pattern...

Pyxis … A study in cost-efficient near-field exploration, discovery and appraisal

Megan Slade, Peter Thomas

Petroleum Exploration Society of Australia (PESA)

... enhancing the vertical resolution of the seismic data via a bandwidth optimisation procedure, the tuning thickness was estimated at 15 m. A simple wedge...

A Reservoir Characterization Case Study Based on the Structural and Depositional Isochronous Framework; #41187 (2013)

Ling Yun, Xiangyu Guo, Qianggong Song, and Hai Xu

Search and Discovery.com

... forward. And three key techniques are involved such as the followings: the first is based on seismic and well logging data with the shared lateral...

Multiphysics monitoring framework for CO2 sequestration in carbonate reservoirs

Taqi Alyousuf, Daniele Colombo, Ersan Turkoglu

International Meeting for Applied Geoscience and Energy (IMAGE)

... of the horizontal electric field to changes in reservoir CO2 saturation. This highlights the potential of EM techniques to track dynamic changes in CO2...

Fault MLReal: A fault delineation study for the Decatur CO2 field data using neural network predicted passive seismic locations

Hanchen Wang, Yinpeng Chen, Tariq Alkhalifah, Youzuo Lin

International Meeting for Applied Geoscience and Energy (IMAGE)

... avenues for seismic data analysis and interpretation. ML techniques, including supervised and unsupervised learning, have been applied to various...

Interpretation of Stratigraphic Systems Associated with Seismic Attributes, Petropiar, Orinoco Oil Belt, Venezuela, by Natalia Sanchez, Celia Bejarano, and Attila Skrzypczak, #50228 (2009).

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Machine Learning-Based Imputation of Bottom Hole Temperature for Enhanced Geothermal Resource Assessment in the US and Canada

Peace C. Eze, Alex Blizzard, Rajashree Kumkar, Cesar Velasquez, Travis Hagler

GCAGS Transactions

... techniques to predict a BHT for wells where temperature was either unreported or unavailable in our database, thereby enhancing the completeness...

Unsupervised seismic facies classification applied to a presalt carbonate reservoir, Santos Basin, offshore Brazil

Danilo Jotta Ariza Ferreira, Wagner Moreira Lupinacci, Igor de Andrade Neves, João Paulo Rodrigues Zambrini, André Luiz Ferrari, Luiz Antonio Pierantoni Gamboa, and Maria Olho Azul

AAPG Bulletin

...., Z. Liu, H. Cai, Y. Wang, X. Li, and G. Hu, 2017, Unsupervised seismic facies analysis with spatial constraints using regularized fuzzy c-means...

Abstract: New Techniques Reveal the Exploration Opportunities in the Louisiana Coastal and Shelf Areas: Abstract

Fangjian 'Jack' Xue, Kim Hemsley, Dave Paddock

GCAGS Transactions

... faulted areas through enhancing the spatial discontinuities and suppressing noise and remains of non-faulting events in the seismic data. The spectrum...

ABSTRACT: Pragmatic Considerations for Reservoir Modeling Using Geostatistical Techniques; #90007 (2002)

W. Scott Meddaugh

Search and Discovery.com

...ABSTRACT: Pragmatic Considerations for Reservoir Modeling Using Geostatistical Techniques; #90007 (2002) W. Scott Meddaugh AAPG Search and Discovery...

Abstract: VIC/TAS Branch: (6th July, 1993): "Fault Analysis from 3D Seismic Data, from Quality Control of Seismic Interpretation through to Reservoir Modelling"

John Walsh

Petroleum Exploration Society of Australia (PESA)

...Abstract: VIC/TAS Branch: (6th July, 1993): "Fault Analysis from 3D Seismic Data, from Quality Control of Seismic Interpretation through to Reservoir...

Abstract: New Techniques Reveal the Exploration Opportunities in the Louisiana Coastal and Shelf Areas

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Seismic super resolution method for enhancing stratigraphic interpretation

Chengbo Li, Qingrong Zhu, Baishali Roy

International Meeting for Applied Geoscience and Energy (IMAGE)

...Seismic super resolution method for enhancing stratigraphic interpretation Chengbo Li, Qingrong Zhu, Baishali Roy Seismic super resolution method...

Abstract: The Use of Multidisciplinary Approaches for Accurate and Detailed Study of Facies Distribution within the Field S, by A. A. Nateganov and G. L. Rozbaeva; #90090 (2009).

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Abstract: 3D Seismic Data and Geomechanics Integration for Tight Sand Appraisal Program Optimization … A Case Study in Saudi Arabia; #90319 (2018)

Francis Elisabeth, Mohammed Tafat, Hamad Alghenaim, JIhong Luo, Haitham Abdulal, Mohammed Aldakheel, Fahad Amry

Search and Discovery.com

... Luo¹, Haitham Abdulal¹, Mohammed Aldakheel¹, and Fahad Amry¹ ¹Unconventional, ARAMCO, Al khobar, Saudi Arabia. ABSTRACT Advanced seismic techniques...