Artificial neural network prediction models for Montney shale gas production profile based on reservoir and fracture network parameters

V Nguyen-Le, H Shin - Energy, 2022 - Elsevier
The prediction of shale gas production is necessary to evaluate the project's economical
feasibility. Some studies suggested prediction models for predicting shale gas production …

Production forecasting in shale reservoirs through conventional DCA and machine/deep learning methods

C Temizel, CH Canbaz, O Saracoglu… - … Conference, 20–22 …, 2020 - library.seg.org
Predicting EUR in unconventional tight-shale reservoirs with prolonged transient behavior is
a challenging task. Most methods used in predicting such long-term behavior have shown …

Sequence-to-Sequence (Seq2Seq) Long Short-Term Memory (LSTM) for oil production forecast of shale reservoirs

C Aranguren, A Fragoso, R Aguilera - … Technology Conference, 20 …, 2022 - library.seg.org
A machine learning approach is considered to develop a Seq2Seq LSTM-based learning
framework for oil production forecasting in the Eagle Ford shale employing encoder-decoder …

Multivariate approach to the gas production forecast using early production data for Barnett shale reservoir

V Nguyen-Le, M Kim, H Shin, E Little - Journal of Natural Gas Science and …, 2021 - Elsevier
This study examined the relationship between the early production data (peak production
rate, three-, six-, nine-, and 12-month cumulative gas production) and the long term …

Finite Element and Neural Network Models to Forecast Gas Well Inflow Performance of Shale Reservoirs

R Abdel Azim, A Aljehani - Processes, 2022 - mdpi.com
Shale gas reservoirs are one of the most rapidly growing forms of natural gas worldwide.
Gas production from such reservoirs is possible by using extensive and deep well fracturing …

Development of shale gas prediction models for long-term production and economics based on early production data in Barnett reservoir

V Nguyen-Le, H Shin, E Little - Energies, 2020 - mdpi.com
This study examined the relationship between the early production data and the long-term
performance of shale gas wells, including the estimated ultimate recovery (EUR) and …

Study on the production decline characteristics of shale oil: case study of jimusar field

S Luo, H Su - Frontiers in Energy Research, 2022 - frontiersin.org
The productivity of horizontal shale oil wells is low. To achieve cost-effective development,
hydraulic fracturing techniques are often used. After hydraulic fracturing, wells have a high …

Geology-driven EUR forecasting in unconventional fields

C Temizel, CH Canbaz, H Alsaheib… - SPE Middle East Oil …, 2021 - onepetro.org
Abstract EUR (Estimated Ultimate Recovery) forecasting in unconventional fields has been a
tough process sourced by its physics involved in the production mechanism of such systems …

Skin Factor Consideration in Decline Curve Analysis

S Al-Rbeawi - SPE Journal, 2024 - onepetro.org
This paper introduces an approach for the impact of skin factor on the decline curve analysis
of hydraulically fractured reservoirs. The objective is to consider this impact in the production …

[PDF][PDF] Integrated Data-Driven and Physics-Based Techniques for Improved/Enhanced Huff and Puff Gas Injection in Multiporosity Shale Oil Reservoirs.

CF Aranguren-Silva - 2024 - prism.ucalgary.ca
I anticipate that the revolution of data analytics in the oil and gas industry will have a
profound global impact. By employing a high volume of collected data and computational …