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An integrated method for permeability prediction and fluid identification in tight sandstone reservoirs using geological-prior-guided attention networks: a case study of the X Block, Chang 8 member, Jiyuan oilfield PRIMARY_TEXT
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FETCHED at 2026-09-29T01:52:02Z · https://www.nature.com/articles/s41598-026-47298-9?error=cookies_not_supported&code=8beff8db-85c1-458f-a9e1-90330cade7c1 · seq 20491
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| This study uses data from 12 cored wells in the Chang 8 Member, Jiyuan Oilfield (western Ordos Basin) to develop a permeability-driven integrated workflow fo... | verbatim — the passage is on the page, character for character |
| We then design a well-log-based sweet-spot index (Issp) and embed it as a geological prior through an attention-gating mechanism to form a knowledge-guided m... | verbatim — the passage is on the page, character for character |
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QUOTE {} | This study uses data from 12 cored wells in the Chang 8 Member, Jiyuan Oilfield (western Ordos Basin) to develop a permeability-driven integrated workflow for reservoir evaluation. We first build an SE-ResNet18 model with one-dimensional... |
QUOTE {} | We then design a well-log-based sweet-spot index (Issp) and embed it as a geological prior through an attention-gating mechanism to form a knowledge-guided model (KG-SE-ResNet18). This knowledge guidance improves reservoir-type classific... |