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Intelligent simulation and prediction of shale oil production in horizontal wells: a case study of Chang 7 shale oil of Triassic System, Ordos Basin
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YISHENG HU1, SHENGYUAN LUO1, HAO HUANG2, JIHONG CHEN1, TIANJING HUANG3, JIAHUI ZHANG4
Petroleum Reservoir Evaluation and Development | 2026, 16(6) : 1286 - 1296
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Petroleum Reservoir Evaluation and Development | 2026, 16(6): 1286-1296
• Oil and Gas Development •
Intelligent simulation and prediction of shale oil production in horizontal wells: a case study of Chang 7 shale oil of Triassic System, Ordos Basin
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YISHENG HU1, SHENGYUAN LUO1, HAO HUANG2, JIHONG CHEN1, TIANJING HUANG3, JIAHUI ZHANG4
Affiliations
  • 1 School of Petroleum and Natural Gas Engineering, Southwest Petroleum University, Chengdu, Sichuan 610500, China
  • 2 No.5 Oil Production Plant of PetroChina Changqing Oilfield Company, Xi’an, Shaanxi 710299, China
  • 3 Exploration and Development Research Institute of PetroChina Changqing Oilfield Company, Xi’an, Shaanxi 710018, China
  • 4 School of Computer Science, Southwest Petroleum University, Chengdu, Sichuan 610500, China
Published: 2026-11-26 doi: 10.13809/j.cnki.cn32-1825/te.2025441
Outline
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Ordos Basin  /  Chang 7 member of Yanchang Formation  /  shale oil  /  attention mechanism  /  differential evolution algorithm  /  LSTM model  /  production prediction
胡义升, 罗盛源, 黄昊, 陈继宏, 黄天镜, 张嘉辉. 页岩油水平井产量智能模拟预测. 油气藏评价与开发, 2026 , 16 (6) : 1286 -1296 . DOI: 10.13809/j.cnki.cn32-1825/te.2025441
YISHENG HU, SHENGYUAN LUO, HAO HUANG, JIHONG CHEN, TIANJING HUANG, JIAHUI ZHANG. Intelligent simulation and prediction of shale oil production in horizontal wells: a case study of Chang 7 shale oil of Triassic System, Ordos Basin[J]. Petroleum Reservoir Evaluation and Development, 2026 , 16 (6) : 1286 -1296 . DOI: 10.13809/j.cnki.cn32-1825/te.2025441
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Year 2026 volume 16 Issue 6
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doi: 10.13809/j.cnki.cn32-1825/te.2025441
  • Receive Date：2025-09-16
  • Online Date：2026-10-30
  • Published：2026-11-26
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History
  • Received：2025-09-16
Affiliations
    1 School of Petroleum and Natural Gas Engineering, Southwest Petroleum University, Chengdu, Sichuan 610500, China
    2 No.5 Oil Production Plant of PetroChina Changqing Oilfield Company, Xi’an, Shaanxi 710299, China
    3 Exploration and Development Research Institute of PetroChina Changqing Oilfield Company, Xi’an, Shaanxi 710018, China
    4 School of Computer Science, Southwest Petroleum University, Chengdu, Sichuan 610500, China
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表12种不同金属材料的力学参数
科
Family		 属数
Number of
genus		 种数
Number of
species		 占总种数比例
Percentage of
total species (%)		 属
Genus		 种数
Number of
species		 占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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