2026年 第23卷 第7期

Petroleum Geology

• Pore pressure control on multi-scale reservoir properties in deep and ultra-deep sandstones of the Cretaceous Bashijiqike Formation, Kuqa Depression, Tarim Basin, NW China
  Yang Su, Jin Lai, Wen-Le Dang, Rong-Hu Zhang, Kai-Xun Zhang, Yi Xin, Xiang Shan, Yong Ai, Gui-Wen Wang
  引用方式:
  Su, Y., Lai, J., Dang, W.L., et al., 2026. Pore pressure control on multi-scale reservoir properties in deep and ultra-deep sandstones of the Cretaceous Bashijiqike Formation, Kuqa Depression, Tarim Basin, NW China. Petrol. Sci. 23 (7), 3875–3891. https://doi.org/10.1016/j.petsci.2026.05.038.
  [摘要] （ 次 ）
• A DBOKS-based hybrid machine learning method for carbonate rock classification
  Wen-Chuang Li, Zhong-Xiang Zhao, You-Bin He, Lian-Hua Wu, Yu-Qing Zhang
  引用方式:
  Li, W.C., Zhao, Z.X., He, Y.B., et al., 2026. A DBOKS-based hybrid machine learning method for carbonate rock classification. Petrol. Sci. 23 (7), 3854–3874. https://doi.org/10.1016/j.petsci.2026.04.043.
  [摘要] （ 次 ）
• Multivariate data-driven fracture identification and distribution pattern in tight sandstone reservoirs using an improved CNN-Attention-BiLSTM: A case study of the Permian Lower Shihezi Formation in the Hangjinqi area, Ordos Basin, China
  Bao-Yu Liang, Lian-Bo Zeng, Shao-Qun Dong, Xue-Qun Tan, Ji-Bo Ren, Hong-Tao Li, Zi-Yi Yang, Shi-Qiang Liu, Zhen Wang
  引用方式:
  Liang, B.Y., Zeng, L.B., Dong, S.Q., et al., 2026. Multivariate data-driven fracture identification and distribution pattern in tight sandstone reservoirs using an improved CNN-Attention-BiLSTM: A case study of the Permian Lower Shihezi Formation in the Hangjinqi area, Ordos Basin, China. Petrol. Sci. 23 (7), 3834–3853. https://doi.org/10.1016/j.petsci.2026.05.004.
  [摘要] （ 次 ）
• A novel interpretable machine learning framework for predicting gas-bearing properties of tight sandstone reservoirs
  Liu Cao, Fu-Jie Jiang, Zhang-Xing Chen, Li-Na Huo, Run-Hai Feng, Di Chen, Meng-Yang Wang, Jian Li, Yang Gao, Ben-Jie-Ming Liu, Yong Ma, Xiao-Juan Wang, Zhi-Min Jin, Ao-Bo Zhang
  引用方式:
  Cao, L., Jiang, F.J., Chen, Z.X., et al., 2026. A novel interpretable machine learning framework for predicting gas-bearing properties of tight sandstone reservoirs. Petrol. Sci. 23 (7), 3805–3833. https://doi.org/10.1016/j.petsci.2026.05.018.
  [摘要] （ 次 ）
• A multiple review on identification and fine evaluation of shale pores: Prospects and challenges
  Qi-Yang Gou, Shang Xu, Fang Hao, Ke-Yu Liu, Zhang-Xing Chen
  引用方式:
  Gou, Q.Y., Xu, S., Hao, F., et al., 2026. A multiple review on identification and fine evaluation of shale pores: Prospects and challenges. Petrol. Sci. 23 (7), 3777–3804. https://doi.org/10.1016/j.petsci.2026.05.003.
  [摘要] （ 次 ）
• A new insight from morphological numerical simulation of casing shear-compression deformation caused by fault and fracture slip
  Hong-Xiang Zhang, Heng-Mao Tong, Wen-Hai Ma, Nan Zhang, Ping Zhang, Zi-Ping Liu, Peng Wang, Shu-Lin Li, Yuan Neng, Cheng-Lin Liu, Xue-Song Li, Liang Zhang
  引用方式:
  Zhang, H.X., Tong, H.M., Ma, W.H., et al., 2026. A new insight from morphological numerical simulation of casing shear-compression deformation caused by fault and fracture slip. Petrol. Sci. 23 (7), 3759–3776. https://doi.org/10.1016/j.petsci.2026.01.025.
  [摘要] （ 次 ）
• Formation and preservation processes of Ediacaran microbial dolomite pore system, evidence from the Qigebrak Formation, Tarim Basin, China
  Xu-Dong Chen, Qi-Lu Xu, Fang Hao, Guo Yang, Ping Wang, Fei-Fei Yuan, Xin-Le Li, Jin-Qiang Tian, Guang-Wei Wang
  引用方式:
  Chen, X.D., Xu, Q.L., Hao, F., et al., 2026. Formation and preservation processes of Ediacaran microbial dolomite pore system, evidence from the Qigebrak Formation, Tarim Basin, China. Petrol. Sci. 23 (7), 3739–3758. https://doi.org/10.1016/j.petsci.2025.10.032.
  [摘要] （ 次 ）
• Hydrocarbon generation thermal simulation experiment of massive organic-rich tuff and laminar tuffaceous shale: A case study of the Chang 7 member of the Ordos Basin
  Han-Lin Liu, Shuai Yin, Qun Zhao, Guo-Sheng Zhang, Yu-Jie Li, Yan-Peng Chen, Zhen Qiu, Zhi Yang, Song-Tao Wu, Shi-Xiang Li, Cai-Neng Zou
  引用方式:
  Liu, H.L., Yin, S., Zhao, Q., et al., 2026. Hydrocarbon generation thermal simulation experiment of massive organic-rich tuff and laminar tuffaceous shale: A case study of the Chang 7 member of the Ordos Basin. Petrol. Sci. 23 (7), 3723–3738. https://doi.org/10.1016/j.petsci.2025.12.036.
  [摘要] （ 次 ）

Petroleum Geophysics

• Full waveform inversion via BEEMD-based gradient decomposition
  Yi-Lin Lu, Jian-Ping Huang, Liang Chen, Guo-Long Li, Qiu-Yang Wang
  引用方式:
  Lu, Y.L., Huang, J.P., Chen, L., et al., 2026. Full waveform inversion via BEEMD-based gradient decomposition. Petrol. Sci. 23 (7), 3972–3987. https://doi.org/10.1016/j.petsci.2026.02.002.
  [摘要] （ 次 ）
• Enhancement of NMR relaxation inversion: A review on pretreatment denoising
  Jiang-Feng Guo, Yong-Jie Zhao, Ran-Hong Xie, Li-Zhi Xiao, Zhen-Hua Rui, Si-Hui Luo, Guo-Wen Jin, Pei-Yuan Yan, Dan Xiao
  引用方式:
  Guo, J.F., Zhao, Y.J., Xie, R.H., et al., 2026. Enhancement of NMR relaxation inversion: A review on pretreatment denoising. Petrol. Sci. 23 (7), 3947–3971. https://doi.org/10.1016/j.petsci.2026.02.019.
  [摘要] （ 次 ）
• Progressive pseudo-label self-supervised waveform inversion and imaging based on multiscale strategies: A marine data case application
  Wen-Da Li, Hao Zhang, Shou-Dong Huo, Jian-Guang Han
  引用方式:
  Li, W.D., Zhang, H., Huo, S.D., et al., 2026. Progressive pseudo-label self-supervised waveform inversion and imaging based on multiscale strategies: A marine data case application. Petrol. Sci. 23 (7), 3932–3946. https://doi.org/10.1016/j.petsci.2026.03.011.
  [摘要] （ 次 ）
• Fluid flow visualization and resistivity variations during gas-water displacement in carbonate rock: Implications for reservoir evaluation
  Qiang Lai, Yu-Yu Wu, Feng Wu, Jiang Jia, Xing-Gang Liu, Yan-Shan Yu, Rong Yin, Li Shen
  引用方式:
  Lai, Q., Wu, Y.Y., Wu, F., et al., 2026. Fluid flow visualization and resistivity variations during gas-water displacement in carbonate rock: Implications for reservoir evaluation. Petrol. Sci. 23 (7), 3920–3931. https://doi.org/10.1016/j.petsci.2026.03.036.
  [摘要] （ 次 ）
• Application of 2D full-waveform inversion for characterizing potential gas reservoirs
  Kai Ren, Shao-Ping Lu, Xin-Tong Dong, Xiang Li, Xiao Ge, Shu-Kui Zhang
  引用方式:
  Ren, K., Lu, S.P., Dong, X.T., et al., 2026. Application of 2D full-waveform inversion for characterizing potential gas reservoirs. Petrol. Sci. 23 (7), 3906–3919. https://doi.org/10.1016/j.petsci.2026.03.034.
  [摘要] （ 次 ）
• Closed-loop porosity inversion method with well-seismic joint constraints based on wavelet transform
  Teng-Fei Chen, Guang-Zhi Zhang, Hong-Jian Hao, De-Kuan Chang, Jian-Hu Gao, Gang Gao
  引用方式:
  Chen, T.F., Zhang, G.Z., Hao, H.J., et al., 2026. Closed-loop porosity inversion method with well-seismic joint constraints based on wavelet transform. Petrol. Sci. 23 (7), 3892–3905. https://doi.org/10.1016/j.petsci.2026.03.020.
  [摘要] （ 次 ）

Petroleum Engineering

• Unveiling the multiscale dissolution pathways of asphaltene deposits in a natural deep eutectic solvent (NaDES)
  Ya-Han Liu, Xin-Yi Ma, Ding-Kai Hu, Qiang Wang, Peng Wei, Hui Sun
  引用方式:
  Liu, Y.H., Ma, X.Y., Hu, D.K., et al., 2026. Unveiling the multiscale dissolution pathways of asphaltene deposits in a natural deep eutectic solvent (NaDES). Petrol. Sci. 23 (7), 4193–4203. https://doi.org/10.1016/j.petsci.2026.04.015.
  [摘要] （ 次 ）
• Thickening characteristics and conformance control mechanism of CO₂-responsive fluid during CO₂ flooding
  Xiao-Guang Wang, De-Hua Liu, Hong-Bin Cheng, Qiang Luo, Ke Tang, Dao-Yi Zhu
  引用方式:
  Wang, X.G., Liu, D.H., Cheng, H.B., et al., 2026. Thickening characteristics and conformance control mechanism of CO2-responsive fluid during CO2 flooding. Petrol. Sci. 23 (7), 4183–4192. https://doi.org/10.1016/j.petsci.2026.03.043.
  [摘要] （ 次 ）
• Research on low-viscosity high-elastic fracturing fluid system with specific recognition and supramolecular assembly
  Hao Bai, Fu-Jian Zhou, Zhi-Yuan Ding, Xin-Lei Liu, Sai Zhang, Kun Zhang, Wen-Jie Xie, Yun-Jin Wang, Rui-Jie Fei, Yue-Peng Dong, Er-Dong Yao
  引用方式:
  Bai, H., Zhou, F.J., Ding, Z.Y., et al., 2026. Research on low-viscosity high-elastic fracturing fluid system with specific recognition and supramolecular assembly. Petrol. Sci. 23 (7), 4165–4182. https://doi.org/10.1016/j.petsci.2026.03.032.
  [摘要] （ 次 ）
• Enhancing the performance of high-temperature, high-salinity, high-density water-based drilling fluid using a rheological modifier with low viscosity and high yield point characteristic
  Yuan-Wei Sun, Jin-Sheng Sun, Kai-He Lv, Jing-Ping Liu, Lei Nie, Tai-Feng Zhang, Ning Huang, Han Yan, Ye-Cheng Li, Yu-Fan Zheng, Meng Li, Wu-Shuo Liu
  引用方式:
  Sun, Y.W., Sun, J.S., Lv, K.H., et al., 2026. Enhancing the performance of high-temperature, high-salinity, high-density water-based drilling fluid using a rheological modifier with low viscosity and high yield point characteristic. Petrol. Sci. 23 (7), 4145–4164. https://doi.org/10.1016/j.petsci.2026.03.027.
  [摘要] （ 次 ）
• Staged propagation mechanisms and their implications for fracture interaction and fracture swarm formation
  Yao-Yang Li, Guang-Qing Zhang, Zhen-Yu Song
  引用方式:
  Li, Y.Y., Zhang, G.Q., Song, Z.Y., 2026. Staged propagation mechanisms and their implications for fracture interaction and fracture swarm formation. Petrol. Sci. 23 (7), 4132–4144. https://doi.org/10.1016/j.petsci.2026.05.054.
  [摘要] （ 次 ）
• Optimization of injection parameters in offshore low permeability reservoir based on a compositional embedded discrete fracture model
  Shi-Qian Xu, Qi-Jun Zeng, Jian-Chun Guo, Rong-Hao Cui, Cong Lu, Wen-Jian Zhou, Qin-Ru Xue
  引用方式:
  Xu, S.Q., Zeng, Q.J., Guo, J.C., et al., 2026. Optimization of injection parameters in offshore low permeability reservoir based on a compositional embedded discrete fracture model. Petrol. Sci. 23 (7), 4113–4131. https://doi.org/10.1016/j.petsci.2026.02.023.
  [摘要] （ 次 ）
• Experimental investigations on spontaneous imbibition process applied in tight conglomerate oil reservoir
  Xiang Zhou, Zhong-Wen Hu, Feng Wang, Zhao-Wen Jiang, Yu-Long Zhao, Tao Zhang, Lie-Hui Zhang, Qi Jiang
  引用方式:
  Zhou, X., Hu, Z.W., Wang, F., et al., 2026. Experimental investigations on spontaneous imbibition process applied in tight conglomerate oil reservoir. Petrol. Sci. 23 (7), 4100–4112. https://doi.org/10.1016/j.petsci.2026.02.022.
  [摘要] （ 次 ）
• Intelligent early kick recognition via knowledge-guided Bi-LSTM
  Dong-Yue Wang, Wei-Feng Sun, Yan-Liang Guo, Chen-Tao Gong, Wei-Min Huang
  引用方式:
  Wang, D.Y., Sun, W.F., Guo, Y.L., et al., 2026. Intelligent early kick recognition via knowledge-guided Bi-LSTM. Petrol. Sci. 23 (7), 4082–4099. https://doi.org/10.1016/j.petsci.2026.03.018.
  [摘要] （ 次 ）
• Zwitterionic-hydrophobic associating polymer for enhanced rheology and fluid-loss control in high-temperature, high-salinity water-based drilling fluids
  Qi-Bing Wang, Wan-Jing Luo, Li-Fang Pan, Jin-Sheng Sun, Hui-Cui Sun, Ren Wang, Jian-Long Wang, Bo Liao, Ding-Shun She, Hai Yang
  引用方式:
  Wang, Q.B., Luo, W.J., Pan, L.F., et al., 2026. Zwitterionic-hydrophobic associating polymer for enhanced rheology and fluid-loss control in high-temperature, high-salinity water-based drilling fluids. Petrol. Sci. 23 (7), 4065–4081. https://doi.org/10.1016/j.petsci.2026.03.042.
  [摘要] （ 次 ）
• Integration of multi-source geological engineering data for fracturing parameter optimization model
  Jie Li, Quan-Zhen Xiu, Xiao-Dong He, Gen-Sheng Li, Chang Li, Mao-Ya Xu, Tian-Xiang Zhou, Shou-Ceng Tian, Tian-Yu Wang
  引用方式:
  Li, J., Xiu, Q.Z., He, X.D., et al., 2026. Integration of multi-source geological engineering data for fracturing parameter optimization model. Petrol. Sci. 23 (7), 4053–4064. https://doi.org/10.1016/j.petsci.2026.03.059.
  [摘要] （ 次 ）
• The effect of geological features on hydraulic fracture propagation guided by radial boreholes in the thin interbedded reservoirs
  Xiao-Guang Wu, Teng-Da Long, Zi-Xiao Xie, Rui Yang, Zhong-Wei Huang, San-Li Peng, Zhao-Wei Sun, Tao Pan, Nai-Kun Hu, Xiao-Hua Wang, Song-Long Lv
  引用方式:
  Wu, X.G., Long, T.D., Xie, Z.X., et al., 2026. The effect of geological features on hydraulic fracture propagation guided by radial boreholes in the thin interbedded reservoirs. Petrol. Sci. 23 (7), 4034–4052. https://doi.org/10.1016/j.petsci.2026.03.016.
  [摘要] （ 次 ）
• A novel method for drilling rate of penetration prediction and transfer generalization based on physics-informed neural networks
  Miao He, Qing-Rui Yuan, Jun Li, Chang-Cheng Zhou, Jing-Wei Liu, Xin Chen, Jia-Hao Cao
  引用方式:
  He, M., Yuan, Q.R., Li, J., et al., 2026. A novel method for drilling rate of penetration prediction and transfer generalization based on physics-informed neural networks. Petrol. Sci. 23 (7), 4009–4033. https://doi.org/10.1016/j.petsci.2026.03.010.
  [摘要] （ 次 ）
• Magnetic coupling mechanism between high-intensity magnet and multiple close-range casings and casing positioning method: Numerical simulation and experimental study
  Xu-Ping Ma, Zhong-Zhi Hu, Shao-Jie Fu, Yu-Dian Lei
  引用方式:
  Ma, X.P., Hu, Z.Z., Fu, S.J., et al., 2026. Magnetic coupling mechanism between high-intensity magnet and multiple close-range casings and casing positioning method: Numerical simulation and experimental study. Petrol. Sci. 23 (7), 3988–4008. https://doi.org/10.1016/j.petsci.2026.03.006.
  [摘要] （ 次 ）

Petroleum Mechanical & Transportation Engineering

• Failure mechanism and structure optimization of sand control screen in water-bearing gas well
  Fu-Cheng Deng, Jun Gong, Ning Gong, Yao-Tu Han, Yi-Mou Li
  引用方式:
  Deng, F.C., Gong, J., Gong, N., et al., 2026. Failure mechanism and structure optimization of sand control screen in water-bearing gas well. Petrol. Sci. 23 (7), 4320–4335. https://doi.org/10.1016/j.petsci.2025.12.021.
  [摘要] （ 次 ）
• Investigation of tip leakage vortex instability and pressure pulsation characteristics in a vane-type multiphase pump
  Hai-Gang Wen, Guang-Tai Shi, Wen-Juan Lv, Hao Qin
  引用方式:
  Wen, H.G., Shi, G.T., Lv, W.J., et al., 2026. Investigation of tip leakage vortex instability and pressure pulsation characteristics in a vane-type multiphase pump. Petrol. Sci. 23 (7), 4296–4319. https://doi.org/10.1016/j.petsci.2026.04.031.
  [摘要] （ 次 ）
• Energy-driven damage constitutive model of thermal insulation materials for deep rock in-situ temperature-preserved coring
  Zi-Jie Wei, Zhi-Qiang He, Ling Chen, Bo Yu, Jian-Ping Yang, Hai-Shu Bai, He-Ping Xie
  引用方式:
  Wei, Z.J., He, Z.Q., Chen, L., et al., 2026. Energy-driven damage constitutive model of thermal insulation materials for deep rock in-situ temperature-preserved coring. Petrol. Sci. 23 (7), 4280–4295. https://doi.org/10.1016/j.petsci.2026.04.018.
  [摘要] （ 次 ）
• Multiple size group modeling of gas–liquid flow instability and energy conversion in a multiphase pump: Effects of inlet gas volume fraction
  Zhen-Guo Ge, Ren-Bin Qiu, Jian-Jun Feng, Lin-Zhi Zhai, Guo-Jun Zhu, Xing-Qi Luo
  引用方式:
  Ge, Z.G., Qiu, R.B., Feng, J.J., et al., 2026. Multiple size group modeling of gas–liquid flow instability and energy conversion in a multiphase pump: Effects of inlet gas volume fraction. Petrol. Sci. 23 (7), 4259–4279. https://doi.org/10.1016/j.petsci.2026.04.030.
  [摘要] （ 次 ）
• A resilience-oriented transient optimization approach for emergency operation of natural gas pipeline systems with linepack dynamics and priority-based load shedding
  Si-Rui Zhao, Li-Li Zuo, Feng Zhu, Bing-Lang He, Chang-Chun Wu
  引用方式:
  Zhao, S.R., Zuo, L.L., Zhu, F., et al., 2026. A resilience-oriented transient optimization approach for emergency operation of natural gas pipeline systems with linepack dynamics and priority-based load shedding. Petrol. Sci. 23 (7), 4243–4258. https://doi.org/10.1016/j.petsci.2026.05.045.
  [摘要] （ 次 ）
• A systematic two-stage optimization framework for congestion locating and multi-component expansion planning in natural gas pipeline networks
  Jun Zhou, Can Qin, Jing-Hong Peng, Shi-Tao Liu, Ying He, Guang-Chuan Liang
  引用方式:
  Zhou, J., Qin, C., Peng, J.H., et al., 2026. A systematic two-stage optimization framework for congestion locating and multi-component expansion planning in natural gas pipeline networks. Petrol. Sci. 23 (7), 4223–4242. https://doi.org/10.1016/j.petsci.2026.02.011.
  [摘要] （ 次 ）
• A three-dimensional fuzzy dynamic risk assessment model with dynamic cloud weights for human operational errors in oil and gas pipelines
  Xue-Qiang Qu, Jiang-Tao Cao, Tao-Yan Zhao, Zhe Kan
  引用方式:
  Qu, X.Q., Cao, J.T., Zhao, T.Y., et al., 2026. A three-dimensional fuzzy dynamic risk assessment model with dynamic cloud weights for human operational errors in oil and gas pipelines. Petrol. Sci. 23 (7), 4204–4222. https://doi.org/10.1016/j.petsci.2026.01.044.
  [摘要] （ 次 ）

Petroleum Chemical Engineering

• Experimental study on the droplet breakup process in contracted pore throat microchannels
  Yan Li, Yu-Qi Yang, Essouma E. Ariane F.B., Xiu-Fu Cheng, Hai-Peng Zhang, Zi-Zhen Wang, Shu-Xing Mei, Jian Liu, Yue-Qun Fu, Si-Yu Chen
  引用方式:
  Li, Y., Yang, Y.Q., Ariane F. B., E.E., et al., 2026. Experimental study on the droplet breakup process in contracted pore throat microchannels. Petrol. Sci. 23 (7), 4349–4363. https://doi.org/10.1016/j.petsci.2026.01.009.
  [摘要] （ 次 ）
• CO₂-promoted Cr redox cycle driven ethane catalytic oxidative dehydrogenation to ethylene and its comparative study to ethane direct catalytic dehydrogenation
  Mu-Fan Niu, Qi-Yu Sun, Yu-Hang Tan, Hai-Tao An, Han Yang, Ying Cui, Chun-Ming Xu, Bao-Jian Shen
  引用方式:
  Niu, M.F., Sun, Q.Y., Tan, Y.H., et al., 2026. CO2-promoted Cr redox cycle driven ethane catalytic oxidative dehydrogenation to ethylene and its comparative study to ethane direct catalytic dehydrogenation. Petrol. Sci. 23 (7), 4336–4348. https://doi.org/10.1016/j.petsci.2026.01.045.
  [摘要] （ 次 ）

Petroleum Economics & Management

• Refinery optimization in OPEC member states: An integrated inverse DEA approach and economic viability analysis
  Kelvin K. Orisaremi, Felix T.S. Chan, Felister Dibia, Xiao-Wen Fu, Yue Chen
  引用方式:
  Orisaremi, K.K., Chan, F.T.S., Dibia, F., et al., 2026. Refinery optimization in OPEC member states: An integrated inverse DEA approach and economic viability analysis. Petrol. Sci. 23 (7), 4380–4393. https://doi.org/10.1016/j.petsci.2026.03.035.
  [摘要] （ 次 ）
• Planning and operation optimization for oilfield negative carbon integrated energy system considering source-load interaction
  Zhi-Hui Gao, Ding-Ding Wang, Jiang-Feng Liu, Shao-Jie Hao, Qi Zhang
  引用方式:
  Gao, Z.H., Wang, D.D., Liu, J.F., et al., 2026. Planning and operation optimization for oilfield negative carbon integrated energy system considering source-load interaction. Petrol. Sci. 23 (7), 4364–4379. https://doi.org/10.1016/j.petsci.2026.01.019.
  [摘要] （ 次 ）

Emerging Fields

• Evolution mechanism of shale permeability considering competitive adsorption-induced swelling and slippage effect of binary CO₂/CH₄: Implications for CO₂-ESGR
  Kang Yang, Yao-Bai Sun, Jun-Ping Zhou, Xue-Fu Xian, Qiao Chen, Hong Yin
  引用方式:
  Yang, K., Sun, Y.B., Zhou, J.P., et al., 2026. Evolution mechanism of shale permeability considering competitive adsorption-induced swelling and slippage effect of binary CO2/CH4: Implications for CO2-ESGR. Petrol. Sci. 23 (7), 4461–4475. https://doi.org/10.1016/j.petsci.2025.12.031.
  [摘要] （ 次 ）
• Coupled optimization framework of CO₂-WAG injection for enhanced oil recovery and storage: Integrating MLP with evolutionary and metaheuristic algorithms
  Shahab Ud Din, Liang Xue, Fu-Long Ning, Dong-Dong Guo, Qin-Zhuo Liao, Hussan Zeb
  引用方式:
  Ud Din, S., Xue, L., Ning, F.L., et al., 2026. Coupled optimization framework of CO2-WAG injection for enhanced oil recovery and storage: Integrating MLP with evolutionary and metaheuristic algorithms. Petrol. Sci. 23 (7), 4441–4460. https://doi.org/10.1016/j.petsci.2026.01.026.
  [摘要] （ 次 ）
• Molecular insights into the effects of representative organic molecules on spontaneous hydrate nucleation in oceanic sediments
  Feng-Yi Mi, Zhong-Jin He, Jiang-Tao Pang, Othonas A. Moultos, Thijs J.H. Vlugt, Guo-Sheng Jiang, Fu-Long Ning
  引用方式:
  Mi, F.Y., He, Z.J., Pang, J.T., et al., 2026. Molecular insights into the effects of representative organic molecules on spontaneous hydrate nucleation in oceanic sediments. Petrol. Sci. 23 (7), 4430–4440. https://doi.org/10.1016/j.petsci.2026.02.012.
  [摘要] （ 次 ）
• Numerical investigation of the effect of reactive transport in rock matrix on fracture fluid flow and heat transfer behavior in enhanced geothermal systems
  Jia-Yan Ji, Hui Wu, Xian-Zhi Song
  引用方式:
  Ji, J.Y., Wu, H., Song, X.Z., 2026. Numerical investigation of the effect of reactive transport in rock matrix on fracture fluid flow and heat transfer behavior in enhanced geothermal systems. Petrol. Sci. 23 (7), 4414–4429. https://doi.org/10.1016/j.petsci.2026.01.047.
  [摘要] （ 次 ）
• Application of the AutoMix hybrid model for in-situ stress prediction in shale gas reservoirs
  Hang Yuan, Yu-Ping Sun, Wei Xiong, Wen-Te Niu, Qian Cheng
  引用方式:
  Yuan, H., Sun, Y.P., Xiong, W., et al., 2026. Application of the AutoMix hybrid model for in-situ stress prediction in shale gas reservoirs. Petrol. Sci. 23 (7), 4394–4413. https://doi.org/10.1016/j.petsci.2026.03.023.
  [摘要] （ 次 ）

Corrigendum