American Association of Petroleum Geologists (AAPG)
American Association of Petroleum Geologists (AAPG)
Search and Discovery Article

In recent years, artificial intelligence techniques, and neural networks in particular, have gained popularity in solving complex nonlinear problems. Permeability, porosity and fluid saturation are three fundamental characteristics of reservoir systems that are typically distributed in a spatially non-uniform and non-linear manner. In this context, porosity and permeability prediction from well log data is well-suited to neural networks and other computer-based techniques. The present study aims to estimate formation porosity and permeability from digital well log data using an artificial neural network (ANN) approach. A representative case study from the Alberta Deep Basin is presented. Five well log responses (Gamma Ray Log (GR), Deep Resistivity (RD), Formation Density (DEN), Neutron Porosity (PHIN) and Density Porosity (PHID)) are used as inputs in the ANN to predict porosity and permeability. Core porosity and permeability are used as target data in the ANN to test the prediction. The accuracy of the ANN approach is tested by regression plots of predicted values of porosity and permeability with core porosity and permeability respectively. Excellent matching of core data and predicted values reflects the accuracy of the technique. ANN is a fast and accurate method for the prediction of reservoir properties and could be applied in reservoir modeling and characterization.

Show more
American Association of Petroleum Geologists (AAPG)
Energy Policy Blog

Witnesses stated that BLM policies create unnecessary obstacles to oil and gas activities on federal lands at a recent House Natural Resources, Energy and Mineral Resources subcommittee hearing: “Energy in America: BLM’s Red-Tape Run Around and its Impact on American Energy Production”

American Association of Petroleum Geologists (AAPG)
Explorer Policy Watch

Oil and natural gas production continued to grow in the United States in 2013 even as progress on new federal laws and regulations stalled – but local opposition to shale gas and oil development increased.

American Association of Petroleum Geologists (AAPG)
Explorer Emphasis Article

Icebreaking vessels are the key to navigating the Arctic, and so are in high demand as oil producers set their sights on the vast oil reserves at the top of the world.

American Association of Petroleum Geologists (AAPG)
Explorer Emphasis Article

Oil spills are a potential challenge in any corner of the world, but the Arctic brings its own set of challenges to oil production and transportation, and so it needs its own dedicated technologies for meeting them.

American Association of Petroleum Geologists (AAPG)
Explorer Emphasis Article

Arctic pioneers will relate their lessons and experiences from exploring and producing in the frozen north at the third annual Arctic Technology Conference this month in Houston.

American Association of Petroleum Geologists (AAPG)
Explorer Emphasis Article

The Final Frontier: The Arctic Circle’s vast, untapped treasures of oil and gas resources beckon explorers to boldly go, despite the daunting technical, political and environmental challenges.

American Association of Petroleum Geologists (AAPG)
Explorer Article

'Breakthrough elegance': ExxonMobil geologists Jeff Ottmann and Kevin Bohacs shared their highly-coveted knowledge on sweet spots and producibility thresholds at a recent Geosciences Technology Workshop on Unconventional Reservoir Quality.

American Association of Petroleum Geologists (AAPG)

Related Interests

See Also ...