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Development of Agile Framework for Model-Order Reduction of Large-Scale Geomechanical Models:A Novel Workflow for Coupled Simulations

机译:大规模地质力学模型的型号序列减少敏捷框架的发展:耦合模拟的新型工作流程

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With the recent development of unconventional reservoirs,attention has been geared towards the integration of the geomechanical models with traditional flow simulation.A case in point is quantifying rock-fluid interactions in hydraulic fracturing operations.Although much effort has gone into the creation and advancement of commercial simulation software for coupled flow and geomechanics,it is still in its infancy.The models are considerably oversimplified and poorly representative of the problem's complex nature.Throughout history,several contributions have been made into the development of efficient model-order reduction(MOR)techniques for"flow only"simulations.Yet-to date-contributions to the mechanical models in coupled simulations have been minimal.This study tackles this challenging aspect,by proposing a novel model reduction adaptive workflow,especially for the mechanics simulators,that(1)can be coupled with any simulator that can export mass,stiffness,and load matrices;(2)can achieve 2 orders of magnitude in computational time reduction;and(3)do not add more complexity to the solution.In the first part of this paper,several-widely used-reduction techniques for structural mechanics were implemented based on the construction of the dynamic condensation matrix.Single-step reduction methods were first executed;in particular,Guyan DOFs based reduction techniques.Following that,two-step methods were implemented;where corrections were made to the results obtained from the former.Finally,iterative(three-step)reduction methods were applied;handling the problem of master DOFs selection through consistent updates of the dynamic condensation matrix until convergence is achieved.To that end,two schemes are presented;based on the convergence of the dynamic condensation matrix,as well as,the eigenvalues of the reduced-order model.In the second part of this paper,we provide a rigorous framework for testing the completeness,efficiency,and convergence for all the presented reduction techniques.Regarding the completeness of the reduced models,two main criteria were investigated;namely,modal assurance criterion(MAC)and singular value decomposition(SVD).For efficiency testing,percent error(PE)of natural frequencies and the correlation coefficient for modal vector(CCFMV)values were considered.Finally,the efficiency of the convergent criterion was demonstrated through the errors associated with the column vectors of the condensation matrix.Several numerical examples are presented to show the efficiency of the presented framework,particularly for coupled simulations.Based on the adopted framework,we managed to reduce the scale of the finite element models to less than 9% of the full model with error as low as 1%.In terms of computational speed and runtime,we achieved substantial speedups;up to 20X.Given the proposed workflow,large-scale complex simulations-similar to those associated with hydraulic fracturing-could be more feasible and less costly.This,ultimately,would give allowance for incorporating the complex physics pertinent to unconventional reservoirs and motivate the advent of their development at no additional cost.
机译:随着最近的非传统水库的发展,注意力已经朝着传统的流动模拟融入了地质力学模型的整合。在点的情况下是量化液压压裂操作中的岩石流体相互作用。尽管大量努力已经进入了创造和进展的努力用于耦合流量和地质力学的商业仿真软件,它仍处于初期初期。该模型非常过度超薄,代表该问题的复杂性质。历史,已经进入了有效的模型顺序减少的发展(Mor)的发展。 “仅流动”模拟的技术对耦合模拟中的机械模型的日期贡献已经很小。本研究通过提出新颖的模型减少自适应工作流程,特别是对于机械模拟器,(1 )可以与任何可以出口质量,刚度和负载矩阵的模拟器耦合;(2)可以交流在计算时间减少中静脉2的数量级;(3)对解决方案不增加更复杂。在本文的第一部分,基于动态的构造实施了结构力学的几种广泛使用的减少技术冷凝矩阵。首先执行缩减方法;特别是基于Guyan Dofs的减少技术。采用了两步方法;在从前者获得的结果进行校正。最后,迭代(三步) )应用减少方法;处理通过一致的动态冷凝矩阵直到达到收敛的一致更新来选择的主DOFS选择。对该结束,提出了两种方案;基于动态冷凝矩阵的收敛,以及下降阶模型的特征值。在本文的第二部分,我们提供了一个严格的框架,用于测试所有呈现的红色的完整性,效率和融合解剖技术。对减少模型的完整性,调查了两个主要标准;即模态保证标准(MAC)和奇异值分解(SVD)。对于效率测试,自然频率的百分比误差(PE)和相关系数考虑了模态矢量(CCFMV)值。最后,通过与冷凝矩阵的列向量相关联的误差来证明会聚标准的效率。提出了数值示例以显示所提出的框架的效率,特别是对于耦合模拟在采用的框架上,我们设法将有限元模型的规模降低到不到9%的误差,误差低至1%。在计算速度和运行时,我们实现了大量的加速;最多20x.given拟议的工作流程,大规模的复杂模拟 - 类似于与液压压裂相关的工作流程 - 可能更加可行,更低昂贵。这最终,将提供与非传统水库相关的复杂物理,并在没有额外的成本下激励他们的发展的出现。

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