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Keywords: production forecasting
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Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3713006-MS
..., thereby quantifying and prioritizing the critical productivity drivers. The proposed methodology further enables production forecasting on both a single-well basis and a pad-well basis. In this study, we utilize the Laplacian Eigenmaps (LE)-based and the Locality Preserving Projection (LPP)-based...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3702606-MS
... learning us government upstream oil & gas production forecasting deep learning modeling & simulation neural network artificial intelligence complex reservoir physics-guided deep learning prediction field dataset application dataset equation pgdl model experiment physics-constrained...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3703284-MS
... optimization proceedings algorithm production forecasting upstream oil & gas ml algorithm spe annual technical conference statistical method hyperparameter deep learning information prediction unconventional reservoir output layer petroleum engineer lstm neural network srv model brownlee...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3718999-MS
... Abstract Marked by complex physics in fluid flow through fractured porous media, reservoir modeling for unconventional reservoirs is often deemed a challenging task for production forecast and optimization at field scale. Traditional methods such as decline curve analysis (DCA), rate transient...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3718983-MS
... conditions for undrilled wells. pressure transient analysis complex reservoir fluid dynamics flow in porous media pressure transient testing transient linear flow type well reference condition production forecasting upstream oil & gas reference value fracture half-length workflow...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3719890-MS
... of the Permian Basin. pressure transient analysis asset and portfolio management hydraulic fracturing complex reservoir production forecasting pressure transient testing dimension interference seg unconventional resource technology conference infill well upstream oil & gas unconventional...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3722179-MS
... Abstract 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 architecture to generate future declining production rates. The study's novelty is a methodology...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3721904-MS
... Abstract Accurate production forecasting is crucial to the decision making process and evaluation of investment scenario both in conventional and unconventional reservoirs. Deep Learning (DL), which is a subset of Machine Learning (ML), show promising results in improving forecasting accuracy...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3721279-MS
... these questions and more in a regional case study of 95 unconventional Duvernay oil wells using public data and a fully automated, physio-statistical, predictive analytical production forecasting tool. The bases of the performance comparison were the results of a 10-year forecast and EUR outlook for the wells...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3722580-MS
... for production forecasting, data analysis, and modelling. Current type well construction methods practiced in the industry may not be accurate if the individual wells used in the construction of type wells have significantly different production profiles from one another. Our work leverages machine learning...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3722861-MS
... Abstract This paper presents a new workflow for forecasting secondary phase production in high gas-oil ratio (GOR) / condensate-gas ratio (CGR) reservoirs using an empirical model. Empirical decline curve models are frequently used for primary phase production forecasting and data analysis...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3723724-MS
... production control pressure transient analysis modeling & simulation well performance production monitoring reservoir surveillance drillstem testing pressure transient testing dominant fracture production forecasting directional drilling drillstem/well testing inflection choke...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3723682-MS
... production control machine learning production forecasting production monitoring hydraulic fracturing deep learning artificial intelligence neural network reservoir surveillance complex reservoir water rate history input forecaster completion characteristic architecture history...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3724391-MS
...-term behavior of the studied wells. drillstem testing drillstem/well testing hydraulic fracturing upstream oil & gas complex reservoir fluid dynamics presented diagnostic term communication production data history match assumption production forecasting pvt measurement...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3724101-MS
... curves are provided in the main body of this work). reservoir surveillance total equivalent oil productivity index well 1 production forecasting data case multiwell type curve production control upstream oil & gas productivity index flowrate reference well modified hyperbolic...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3723732-MS
..., postrefracturing production performance, and other factors. reservoir surveillance intervención de pozos petroleros production forecasting production monitoring completion installation and operations hydraulic fracturing upstream oil & gas well intervention production enhancement production...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, July 26–28, 2021
Paper Number: URTEC-2021-5418-MS
... to explore the possibility of using this technology in the petroleum industry to automate production forecasting to save time and cost where traditional methods may fail. In this paper, a deep Bidirectional Long Short Term Memory (Bi-LSTM) neural network was used to increase the accuracy of future production...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, July 26–28, 2021
Paper Number: URTEC-2021-5393-MS
... in the industry for production forecasting, but the application is usually based on empirical observations and intuitive assumptions. This paper provides the basis for dividing production history of these wells into at least four segments. We first examined rigorous solutions to governing flow equations...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, July 26–28, 2021
Paper Number: URTEC-2021-5528-MS
... production forecasting scenario 2 artificial intelligence silhouette score machine learning upstream oil & gas minmax elbow method type well f-score optimal number complex reservoir implementing workflow k-mean clustering algorithm dataset type well generation workflow...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, July 26–28, 2021
Paper Number: URTEC-2021-5687-MS
... Abstract Robust production forecasting allows for optimal resource recovery through efficient field management strategies. In hydraulically fractured unconventional reservoirs, the physics of fluid flow and transport processes is not well understood and the presence of, and transitions between...

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