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集合卡尔曼滤波方法在非线性油藏问题中的应用 被引量:9
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作者 王玉斗 LI Gao-ming 李茂辉 《中国石油大学学报(自然科学版)》 EI CAS CSCD 北大核心 2010年第5期188-192,共5页
改进标准集合卡尔曼滤波方法,对非线性油藏的历史拟合及反演问题进行研究。油藏生产历史数据历史拟合过程中只对油藏模型参数进行更新,然后利用更新的模型参数从初始状态重新运行油藏数值模拟软件进行下一拟合时刻的生产预测,从而解决... 改进标准集合卡尔曼滤波方法,对非线性油藏的历史拟合及反演问题进行研究。油藏生产历史数据历史拟合过程中只对油藏模型参数进行更新,然后利用更新的模型参数从初始状态重新运行油藏数值模拟软件进行下一拟合时刻的生产预测,从而解决由于非线性引起的更新模型与更新动态场间的不一致性。利用改进方法对一个假定油藏的初始油水界面位置、渗透率场以及孔隙度场等参数进行估计,并与标准集合卡尔曼滤波方法的结果进行比较。结果表明,改进的集合卡尔曼滤波方法能得到很好的估计和预测结果。 展开更多
关键词 油藏数值模拟 集合卡尔曼滤波 自动历史拟合 油水界面 参数估计 非线性油藏
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Nonlinear flow numerical simulation of low-permeability reservoir 被引量:2
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作者 于荣泽 卞亚南 +3 位作者 周舒 王楷军 吕琦 陈朝辉 《Journal of Central South University》 SCIE EI CAS 2012年第7期1980-1987,共8页
A nonlinear flow reservoir mathematical model was established based on the flow characteristic of low-permeability reservoir.The well-grid equations were deduced and the dimensionless permeability coefficient was intr... A nonlinear flow reservoir mathematical model was established based on the flow characteristic of low-permeability reservoir.The well-grid equations were deduced and the dimensionless permeability coefficient was introduced to describe the permeability variation of nonlinear flow.The nonlinear flow numerical simulation program was compiled based on black-oil model.A quarter of five-spot well unit was simulated to study the effect of nonlinear flow on the exploitation of low-permeability reservoir.The comprehensive comparison and analysis of the simulation results of Darcy flow,quasi-linear flow and nonlinear flow were provided.The dimensionless permeability coefficient distribution was gained to describe the nonlinear flow degree.The result shows that compared with the results of Darcy flow,when considering nonlinear flow,the oil production is low,and production decline is rapid.The fluid flow in reservoir consumes more driving energy,which reduces the water flooding efficiency.Darcy flow model overstates the reservoir flow capability,and quasi-linear flow model overstates the reservoir flow resistance.The flow ability of the formation near the well and artificial fracture is strong while the flow ability of the formation far away from the main streamline is weak.The nonlinear flow area is much larger than that of quasi-linear flow during the fluid flow in low-permeability reservoir.The water propelling speed of nonlinear flow is greatly slower than that of Darcy flow in the vertical direction of artificial fracture,and the nonlinear flow should be taken into account in the well pattern arrangement of low-permeability reservoir. 展开更多
关键词 low-permeability reservoir nonlinear flow mathematical model numerical simulation
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