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油氣井工程系

廖勤拙

發(fā)布時間：2023-10-19來源：

姓名：廖勤拙

職稱：教授/博導(dǎo)

教育背景：

2009-2014 美國南加州大學(xué)，石油工程，直博

2005-2009 北京大學(xué)，力學(xué)，本科

工作經(jīng)歷：

2022-至今中國石油大學(xué)（北京），石油工程學(xué)院，油氣井工程系，副教授/教授

2017-2021 沙特法赫德國王石油與礦業(yè)大學(xué)，石油工程系，助理教授

2016-2017 北京大學(xué)，能源與資源工程系，博士后

2015-2016 美國斯坦福大學(xué)，能源與資源工程系，博士后

個人主頁： https://faculty.cup.edu.cn/liaoqinzhuo/

電子郵箱： liaoqz@cup.edu.cn

研究方向：智能油氣、完井壓裂、機器學(xué)習(xí)、代理模型、尺度升級

教學(xué)情況：《人工智能概論與實戰(zhàn)》、《高等完井工程(全英文)》等

主要學(xué)術(shù)成果：

一直從事智能油氣開采的理論與方法研究，主持國際/國內(nèi)科研項目10余項，以第一/通訊作者發(fā)表論文SCI收錄30余篇，大部分發(fā)表在中科院TOP期刊/行業(yè)頂刊，包括4篇WRR、2篇JOH、2篇AWR、2篇SPEJ、3篇JPSE等。國際會議特邀報告2次、專題報告30余次。獲批國家級青年人才，石油工程頂刊SPE Journal Outstanding Technical Reviewer Award。目前主要開展智能完井壓裂理論與技術(shù)研究。

代表性論文：

1. 第一作者期刊論文

[1] Qinzhuo Liao, Gensheng Li*, Jun Li, Liang Xue, Shouceng Tian, Xianzhi Song (2023). Convergence analysis of lattice boltzmann method for stokes flow in digital rock characterization. Geoenergy Science and Engineering, 230, 212161.

[2] Qinzhuo Liao, Gensheng Li*, Shouceng Tian, Xianzhi Song, Gang Lei, Xu Liu, Weiqing Chen, Shirish Patil (2023). An efficient analytical approach for steady-state upscaling of relative permeability and capillary pressure. Energy, 282, 128426.

[3] Qinzhuo Liao, Shaohua You*, Maolei Cui, Xiaoxi Guo, Murtada Saleh Aljawad, and Shirish Patil (2023). Digital core permeability computation by image processing techniques. Water, 15(11): 1995.

[4] Qinzhuo Liao, Daolun Li*, Kai Zhang, Haibin Chang (2023). Applications of artificial intelligence in the oil and gas industry. Frontiers in Earth Science, 11, 1163593.

[5] Qinzhuo Liao* (2023), Ensemble smoother with enhanced initial samples for inverse modeling of subsurface flow problems. Arabian Journal for Science and Engineering, 48, 9535–9548.

[6] Qinzhuo Liao, Liang Xue, Bin Wang, and Gang Lei* (2022). A new upscaling method for microscopic fluid flow based on digital rocks. Advances in Geo-Energy Research, 6(4): 357-358.

[7] Qinzhuo Liao, Liang Xue*, Gang Lei, Xu Liu, Shuyu Sun, Shirish Patil (2022). Statistical prediction of waterflooding performance by K-means clustering and empirical modeling, Petroleum Science, 19(3), 1139-1152.

[8] Qinzhuo Liao, Gang Lei, Dongxiao Zhang*, Shirish Patil (2021). Estimation of Macrodispersivity in Bounded Formations by Circulant Embedding and Analysis of Variance, Water Resources Research, 57(7), e2020WR029385.

[9] Qinzhuo Liao*, Khalid Alsamadony, Gang Lei, Abeeb Awotunde, Shirish Patil (2021). Reservoir history matching by ensemble smoother with principal component and sensitivity analysis for heterogeneous formations, Journal of Petroleum Science and Engineering, 198, 108140.

[10] Qinzhuo Liao, Gang Lei, Zhijie Wei, Dongxiao Zhang*, Shirish Patil (2020). Efficient analytical upscaling method for elliptic equations in three-dimensional heterogeneous anisotropic media, Journal of Hydrology, 583, 124560.

[11] Qinzhuo Liao*, Lingzao Zeng, Haibin Chang, Dongxiao Zhang (2019). Efficient history matching using Markov chain Monte Carlo by means of transformed adaptive stochastic collocation method. SPE Journal, 24(4), 1468–1489, SPE-194488-PA.

[12] Qinzhuo Liao*, Gang Lei, Dongxiao Zhang, Shirish Patil (2019). Analytical solution for upscaling hydraulic conductivity in anisotropic heterogeneous formations. Advances in Water Resources, 128, 97–116.

[13] Qinzhuo Liao*, Dongxiao Zhang, Hamdi Tchelepi (2017). Nested sparse grid collocation method with delay and transformation for subsurface flow and transport problems. Advances in Water Resources, 104, 158–173.

[14] Qinzhuo Liao*, Dongxiao Zhang, Hamdi Tchelepi (2017). A two-stage adaptive stochastic collocation method on nested sparse grids for multiphase flow in randomly heterogeneous porous media. Journal of Computational Physics, 30, 828–845.

[15] Qinzhuo Liao, Dongxiao Zhang* (2016). Probabilistic collocation method for strongly nonlinear problems: 3. Transform by time. Water Resources Research, 52(3), 2366–2375.

[16] Qinzhuo Liao, Dongxiao Zhang* (2015). Data assimilation for strongly nonlinear problems by transformed ensemble Kalman filter. SPE Journal, 20(1), 202–221, SPE-173893-PA.

[17] Qinzhuo Liao, Dongxiao Zhang* (2015). Constrained probabilistic collocation method for uncertainty quantification of geophysical models. Computational Geosciences, 19(2), 1–16.

[18] Qinzhuo Liao, Dongxiao Zhang* (2014). Probabilistic collocation method for strongly nonlinear problems: 2. Transform by displacement. Water Resources Research, 50(11), 8736–8759.

[19] Qinzhuo Liao, Dongxiao Zhang* (2013). Probabilistic collocation method for strongly nonlinear problems: 1. Transform by location. Water Resources Research, 49(12), 7911–7928.

[20] Qinzhuo Liao (co-first), Jianyong Huang, Tao Zhu, Chunyang Xiong*, Jing Fang (2010). A hybrid model to determine mechanical properties of soft polymers by nanoindentation. Mechanics of Materials, 42(12), 1043–1047.

2. 通訊作者期刊論文

[1] Dongshuang Li, Shaohua You, Qinzhuo Liao*, Gang Lei, Xu Liu, Weiqing Chen, Huijian Li, Bo Liu, Xiaoxi Guo (2023). Permeability prediction of nanoscale porous materials using discrete cosine transform-based artificial neural networks. Materials, 16(13), 4668.

[2] Dongshuang Li, Shaohua You, Qinzhuo Liao*, Mao Sheng, Shouceng Tian (2023). Prediction of Shale Gas Production by Hydraulic Fracturing in Changning Area Using Machine Learning Algorithms. Transport in Porous Media, 149, 373–388.

[3] Miao Jin, Qinzhuo Liao*, Shirish Patil, Abdulazeez Abdulraheem, Dhafer Al-Shehri, Guenther Glatz (2022). Hyperparameter Tuning of Artificial Neural Networks for Well Production Estimation Considering the Uncertainty in Initialized Parameters. ACS Omega, 7(28), 24145–24156.

[4] Gang Lei, Qinzhuo Liao*, Shirish Patil (2021). A New Mechanistic Model for Conductivity of Hydraulic Fractures with Proppants Embedment and Compaction, Journal of Hydrology, 601, 126606.

[5] Gang Lei, Qinzhuo Liao*, Shirish Patil, Yang Zhao (2021). A new permeability model for argillaceous porous media under stress dependence with clay swelling, International Journal of Engineering Science, 160, 103452.

[6] Gang Lei, Qinzhuo Liao*, Shirish Patil (2020). A mechanistic model for permeability in deformable gas hydrate-bearing sediments, Journal of Natural Gas Science and Engineering, 83, 103554.

[7] Gang Lei, Qinzhuo Liao*, Shirish Patil, Yang Zhao (2019). Effect of clay content on permeability behavior of argillaceous porous media under stress dependence: A theoretical and experimental work, Journal of Petroleum Science and Engineering, 179, 787-795.

[8] Gang Lei, Qinzhuo Liao*, Dongxiao Zhang (2019). A new analytical model for flow in acidized fractured-vuggy porous media, Scientific Reports, 9(1), 8293.

[9] Gang Lei, Qinzhuo Liao*, Shirish Patil (2019). A fractal model for relative permeability in fractures under stress dependence, Fractals, 27(6), 1950092.

[10] Yi Hong, Qinzhuo Liao*, Celine Bonhomme, Ghassan Chebbo (2019). Physically-based urban stormwater quality modelling: an efficient approach for calibration and sensitivity analysis, Journal of Environmental Management, 246, 462–471.

主要科研項目：

[1] 中國國家自然科學(xué)基金，國家級青年人才項目，智能油氣開采，負責(zé)人

[2] 中國國家自然科學(xué)基金，面上項目，枯竭油氣藏儲氫循環(huán)注采多場耦合力學(xué)機理，負責(zé)人

[3] 中國國家自然科學(xué)基金，青年項目，非均質(zhì)油藏多相流模擬的升尺度方法，負責(zé)人

[4] 中國博士后科學(xué)基金，面上項目一等資助，含高滲透通道油藏水驅(qū)開發(fā)的網(wǎng)格粗化研究，負責(zé)人

[5] 中國石油大學(xué)(北京)，優(yōu)秀青年學(xué)者人才計劃啟動基金，非常規(guī)儲層微觀滲流特性與模擬方法研究，負責(zé)人

[6] 中石油長慶油田分公司，盆地西緣非常規(guī)儲層壓裂提產(chǎn)關(guān)鍵因素研究與優(yōu)化設(shè)計，負責(zé)人

[7] 中石化石油勘探開發(fā)研究院，頁巖裂縫基質(zhì)系統(tǒng)導(dǎo)流能力評價方法，負責(zé)人

[8] 沙特法赫德國王石油與礦業(yè)大學(xué)，非均質(zhì)儲藏油氣生產(chǎn)的不確定性分析與歷史擬合，負責(zé)人

[9] 沙特法赫德國王石油與礦業(yè)大學(xué)，應(yīng)力條件下分形多孔介質(zhì)中的流體流動和傳輸，負責(zé)人

[10] 沙特法赫德國王石油與礦業(yè)大學(xué)，非均質(zhì)地層油氣生產(chǎn)的歷史擬合，負責(zé)人

主要榮譽獲獎：

[1] 國家級青年人才

[2] SPE Journal Outstanding Technical Reviewer Award

[3] 中國石油大學(xué)(北京)優(yōu)秀青年學(xué)者

[4] 綠色礦山科學(xué)技術(shù)一等獎

[5] 石油工程巖石力學(xué)十佳科技進展獎

[6] 中國油氣人工智能優(yōu)秀案例

[7] 全國大學(xué)生數(shù)學(xué)建模競賽一等獎

[8] 全國大學(xué)生物理競賽一等獎

主要學(xué)術(shù)兼職：

[1] SPE Annual Technical Conference & Exhibition (SPE年會）等國際會議分會場主席

[2] Petroleum Science、Advances in Geo-Energy Research、石油鉆探技術(shù)等期刊青年編委

[3] Petroleum Science、Frontiers in Earth Science、Water 等期刊?？骶?/span>

[4] SPE Journal、Water Resources Research 等20余個著名期刊審稿人

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