Low-Rank Tensors Applications for Dimensionality Reduction of Complex Hydrocarbon Reservoirs

Fahad Iqbal Syed, Temoor Muther, Amirmasoud Kalantari Dahaghi and Shahin Negahban

Energy, 2022, vol. 244, issue PA

Abstract: The significant non-uniformity of petrophysical properties and ultra-tight permeability distribution in unconventional reservoirs make them critically complex to investigate. Unconventional reservoirs are usually found in thin layers that expand over hundreds to thousands of miles spatially resulting in huge multidimensional data collection at well locations, which make them numerically challenging for the field development studies and operational analysis.

Keywords: Low-rank tensors; Tensor decomposition; Dimensionality reduction; Unconventional reservoirs; Petroleum engineering (search for similar items in EconPapers)
Date: 2022
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Persistent link: https://EconPapers.repec.org/RePEc:eee:energy:v:244:y:2022:i:pa:s0360544221029297

DOI: 10.1016/j.energy.2021.122680

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