[HTML][HTML] A review of the application of data-driven technology in shale gas production evaluation
W Niu, J Lu, Y Sun, H Liu, X Cao, H Zhan, J Zhang - Energy Reports, 2023 - Elsevier
Shale gas, as an important unconventional natural gas resource, is the main force to
increase natural gas reserves and production in the future. For shale gas with huge …
increase natural gas reserves and production in the future. For shale gas with huge …
An ensemble transfer learning strategy for production prediction of shale gas wells
W Niu, Y Sun, X Zhang, J Lu, H Liu, Q Li, Y Mu - Energy, 2023 - Elsevier
In order to overcome the training data insufficient problem of model for shale gas wells
production prediction in new block, this study proposes a transfer learning strategy of …
production prediction in new block, this study proposes a transfer learning strategy of …
Deliquification techniques for conventional and unconventional gas wells: Review, field cases and lessons learned for mitigation of liquid loading
MF Tugan - Journal of natural gas science and Engineering, 2020 - Elsevier
The current study offers a practical guide for dealing with water influx and liquid loading
problems particular to gas wells. Methods and discussions on remedying these problems …
problems particular to gas wells. Methods and discussions on remedying these problems …
Toward production forecasting for shale gas wells using transfer learning
W Niu, Y Sun, X Yang, J Lu, S Zhao, R Yu… - Energy & …, 2023 - ACS Publications
Accurate prediction of shale gas well production and estimated ultimate recovery (EUR) is
always a difficult and hot spot in shale gas development. In particular, the production and …
always a difficult and hot spot in shale gas development. In particular, the production and …
The design of high-viscosity oil reservoir model based on the inverse problem solution
MG Persova, YG Soloveichik, DV Vagin, AM Grif… - Journal of Petroleum …, 2021 - Elsevier
We propose an approach to the solution of the automatic history-matching problem for
constructing models of high-viscosity oil reservoirs. It is based on a special parameterization …
constructing models of high-viscosity oil reservoirs. It is based on a special parameterization …
Application of machine learning method of data-driven deep learning model to predict well production rate in the shale gas reservoirs
D Han, S Kwon - Energies, 2021 - mdpi.com
Reservoir modeling to predict shale reservoir productivity is considerably uncertain and time
consuming. Since we need to simulate the physical phenomenon of multi-stage hydraulic …
consuming. Since we need to simulate the physical phenomenon of multi-stage hydraulic …
Prediction of shale gas production by hydraulic fracturing in changning area using machine learning algorithms
Abstract Machine learning has been widely used for the production forecasting of oil and
gas fields due to its low computational cost. This paper studies the productivity prediction of …
gas fields due to its low computational cost. This paper studies the productivity prediction of …
Production rate of multi-fractured wells modeled with Gaussian pressure transients
R Weijermars - Journal of Petroleum Science and Engineering, 2022 - Elsevier
This study presents new pressure transient solutions, illustrated with some examples of the
vast practical application potential. Gaussian pressure transients (GPT) are derived here to …
vast practical application potential. Gaussian pressure transients (GPT) are derived here to …
Development of visual prediction model for shale gas wells production based on screening main controlling factors
W Niu, J Lu, Y Sun, W Guo, Y Liu, Y Mu - Energy, 2022 - Elsevier
For shale gas development, clarification of the main controlling factors of production and
estimated ultimate recovery (EUR) with high accuracy is indispensable. The selection of 16 …
estimated ultimate recovery (EUR) with high accuracy is indispensable. The selection of 16 …
Techno-economic integration evaluation in shale gas development based on ensemble learning
W Niu, J Lu, Y Sun, X Zhang, Q Li, X Cao, P Liang… - Applied Energy, 2024 - Elsevier
For the development of shale gas, the accurate prediction of estimated ultimate recovery
(EUR) has invariably been a hot and arduous issue that has attracted abundant attention …
(EUR) has invariably been a hot and arduous issue that has attracted abundant attention …