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XI International Conference on Adaptive Modeling and Simulation最新文献

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A Coupled HDG-FV Method for Incompressible Flows Simulations 不可压缩流动模拟的HDG-FV耦合方法
Pub Date : 1900-01-01 DOI: 10.23967/admos.2023.063
A. Felipe, R. Sevilla, O. Hassan
The simulation of steady incompressible flows is nowadays routinely performed using low-order meth-ods such as the finite volume (FV) method [1]. When transient incompressible flows are to be considered, the task of generating a suitable mesh becomes more cumbersome. This is due to the increased difficulty of designing a mesh capable of capturing all the transient flow features. In practice, to balance accuracy and efficiency, the use of mesh adaptivity is often considered. Additionally, when flow features such as vortices are to be propagated over long distances, the excessive dissipation and dispersion errors associated with low-order methods force the use of excessively refined meshes. High-order methods have shown the ability to reduce dissipation and dispersion errors compared to low-order methods. However, it is still difficult to obtain high-quality curvilinear meshes of complex geometric objects and without this technology, the advantages of high-order methods cannot be realised. This work proposes the combination of low and high-order methods to simulate transient incompress-ible flows using meshes designed for steady simulations. In the vicinity of complex geometric objects, where the mesh used for steady simulations is fine enough, the FV method is employed. However, where the mesh is not good enough to capture the transient features, the solution is computed using the high-order hybridisable discontinuous Galerkin (HDG) method [2]. Contrary to other coupled methods presented, where a monolithic coupling was proposed, this work develops a strategy to produce a staggered coupling. This ensures that legacy FV codes can be employed, and the solution is enriched only where needed.
目前,稳定不可压缩流动的模拟通常采用低阶方法,如有限体积法(FV)。当考虑瞬态不可压缩流时,生成合适网格的任务变得更加繁琐。这是由于设计一个能够捕捉所有瞬态流动特征的网格的难度增加。在实践中,为了平衡精度和效率,经常考虑使用网格自适应。此外,当流动特征(如漩涡)要长距离传播时,与低阶方法相关的过度耗散和弥散误差迫使使用过度精细的网格。与低阶方法相比,高阶方法已显示出降低耗散和色散误差的能力。然而,要获得复杂几何对象的高质量曲线网格仍然很困难,没有这种技术,就无法实现高阶方法的优势。这项工作提出了结合低阶和高阶方法来模拟瞬态不可压缩流动,使用为稳定模拟设计的网格。在复杂几何物体附近,稳定仿真所用网格足够精细的情况下,采用FV法。然而,当网格不足以捕捉瞬态特征时,使用高阶杂化不连续伽辽金(HDG)方法[2]进行求解。与其他提出单片耦合的耦合方法相反,这项工作开发了一种产生交错耦合的策略。这确保了可以使用遗留的FV代码,并且只在需要的地方丰富了解决方案。
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引用次数: 0
Dimension Reduction of Dynamic Superresolution and Application to Cell Tracking in PET 动态超分辨率降维及其在PET细胞跟踪中的应用
Pub Date : 1900-01-01 DOI: 10.23967/admos.2023.011
Martin Holler, Alexander Schl¨uter, Benedikt Wirth, §. Speaker
Stars in the sky or cells in the blood stream: many imaging problems require the reconstruction of moving point sources imaged over multiple frames. The central questions are how to resolve point locations and velocities from images where fine scale information is lost, e.g. due to the diffraction of light at the aperture of an optical instrument, and how to efficiently combine information from multiple frames. In the setting of Positron Emission Tomography (PET), the TraCAR project [6] in cooperation with experts from medicine, biology and physics recently required new techniques in order to track smallest populations of so-called ”CAR T-cells”, which are modified immune cells used for cancer treatments, with the goal to better understand e.g. their interaction with the microenvironment of a tumour. We build on a model by Alberti et al. [2], who proposed to solve a convex optimization problem over the space of Radon measures, where collections of point sources are represented by linear combinations of Dirac measures. In order to incorporate dynamic information, these measures live in phase space, the space combining positions and velocities, which results in a high problem dimensionality and makes finding numerical solutions challenging. In [1], we introduce a novel dimension reduction technique based on projections of phase space onto lower-dimensional subspaces, which reduces the problem dimension from 2 d to d + 1, where d is the space dimension. Indeed, we prove that exact reconstruction results known for the full-dimensional model still hold true after dimension reduction, and we additionally prove new error estimates for reconstructions from noisy data in optimal transport metrics, which
天空中的星星或血液中的细胞:许多成像问题需要在多帧图像中重建运动点源。核心问题是如何从图像中分辨出精细尺度信息丢失的点的位置和速度,例如由于光学仪器孔径处的光衍射,以及如何有效地组合来自多帧的信息。在正电子发射断层扫描(PET)的背景下,与医学、生物学和物理学专家合作的TraCAR项目[6]最近需要新技术来跟踪所谓的“CAR - t细胞”的最小种群,CAR - t细胞是用于癌症治疗的改良免疫细胞,其目标是更好地了解它们与肿瘤微环境的相互作用。我们以Alberti等人的模型为基础,他们提出解决Radon测度空间上的凸优化问题,其中点源集合由Dirac测度的线性组合表示。为了吸收动态信息,这些测量存在于相空间,即位置和速度的组合空间,这导致问题的高维数,并使寻找数值解具有挑战性。在[1]中,我们引入了一种新的基于相空间到低维子空间的投影的降维技术,将问题的维数从2d降至d + 1,其中d为空间维数。事实上,我们证明了已知的全维模型的精确重建结果在降维后仍然成立,并且我们还证明了在最优运输指标中从噪声数据重建的新误差估计
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引用次数: 0
Goal-oriented placement of depolluting panels in urban areas - application to a Paris district 目标导向的在城市地区放置去污染面板-在巴黎地区的应用
Pub Date : 1900-01-01 DOI: 10.23967/admos.2023.019
J. Waeytens, T. Hamada, R. Chakir, D. Lejri, F. Dugay
According to the World Health Organization, every year more than 4 million premature death world-wide are due to outdoor air pollution. Many sectors, e.g traffic, agriculture, industry, and housing, contribute to this. Herein, we focus on NO 2 pollution in urban areas caused by traffic. In fact, at Universit´e Gustave Eiffel, on the one hand, experimental works are in progress to develop operational depolluting panels based on ZnO photocatalysis [1]. On the other hand, to reduce air pollutant human exposure we propose a full numerical strategy from diagnosis — via the determination of critical highly polluted areas — to remediation via the smart placement of the depolluting panels in urban areas. Firstly, a city digital twin and computational fluid dynamics (CFD) are used to get detailed cartography of the NO 2 concentration at the district scale. From these numerical simulations, we retain high-concentration areas in the frequented zone as a quantity of interest. Then, a goal-oriented placement of depolluting panels is proposed to improve the selected quantities of interest using the adjoint framework. This work can be seen as an extension of previous works from the authors dealing with goal-oriented error estimation [2], goal-oriented model updating [3] and goal-oriented sensor placement [3, 4]. The proposed numerical strategy will be illustrated over a district in Paris. We consider two wind scenarios (directions and amplitudes), which are characteristic of the Paris region, and realistic NO 2 sources on each road provided by the regional air quality agency “Airparif”. First practical recommendations for depolluting panels deployment will be presented.
根据世界卫生组织的数据,全球每年有超过400万人因室外空气污染而过早死亡。许多部门,如交通、农业、工业和住房,都有助于实现这一目标。在这里,我们关注的是城市地区由交通造成的二氧化氮污染。事实上,在Universit´e Gustave Eiffel,一方面,实验工作正在进行中,开发基于ZnO光催化的可操作的去污染面板[1]。另一方面,为了减少人类接触空气污染物,我们提出了一个完整的数字策略,从诊断-通过确定严重污染地区-到通过在城市地区智能放置去污染面板进行补救。首先,利用城市数字孪生模型和计算流体力学(CFD)技术,获得了区域尺度上二氧化氮浓度的详细制图;从这些数值模拟中,我们保留了频繁光顾区域的高浓度区域作为兴趣量。然后,利用伴随框架提出了目标导向的去污染面板放置,以改善感兴趣的选择数量。这项工作可以看作是作者先前处理面向目标的误差估计[2],面向目标的模型更新[3]和面向目标的传感器放置[3,4]的工作的扩展。提出的数字战略将在巴黎的一个地区进行说明。我们考虑了两种风的情景(方向和振幅),这是巴黎地区的特征,以及由地区空气质量机构“Airparif”提供的每条道路上的现实二氧化氮来源。本文将首先提出有关净化面板部署的实用建议。
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引用次数: 0
Algal Cultivation for Bioenergy Production: First Mathematical Modelling Results in Raceways 用于生物能源生产的藻类培养:在跑道上的第一个数学建模结果
Pub Date : 1900-01-01 DOI: 10.23967/admos.2023.016
A. Martínez, L. Alvarez-Vázquez, C. Rodríguez, M. Vázquez-Méndez
numerical modelling of the problem
问题的数值模拟
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引用次数: 0
Mesh- and model adaptivity for elasto-plastic mean-field and full-field homogenization based on downwind and upwind approximations 基于顺风和顺风近似的弹塑性平均场和全场均匀化的网格和模型自适应
Pub Date : 1900-01-01 DOI: 10.23967/admos.2023.054
A. Tchomgue-Simeu, R. Mahnker
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引用次数: 1
Modelling and Simulating Cities with Digital Twins 利用数字孪生对城市进行建模和模拟
Pub Date : 1900-01-01 DOI: 10.23967/admos.2023.080
A. Logg
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引用次数: 0
Adaptive Flow Modelling for Coupled Thin Film and Bulk Fluid Flow 薄膜与散装流体耦合流动的自适应流动模型
Pub Date : 1900-01-01 DOI: 10.23967/admos.2023.038
P. Suchde
Various thin film flow models have been proposed in literature to study the flow of fluids in thin layers. These models have been widely used when the thin fluid film is only object of interest. However, these models are not applicable when a bulk flowing fluid hits a curved surface, and forms a thin layer of fluid over it. Such scenarios commonly occur, for example, in cleaning processes in the food industry. Simulations of such flow typically rely on bulk (3D) fluid models, with excessively fine resolutions in the thin flow regions, which make them prohibitively expensive. In this talk, we present a novel adaptive fluid modelling framework to simulate coupled bulk-surface fluid flow. The proposed framework uses a traditional 3D Navier--Stokes model for bulk fluid flow, and switches to a pseudo 2D thin film flow model when appropriate. The method automatically identifies regions where the thin film model is applicable, and adaptively changes the fluid model used. In this talk, we will discuss how the model adaptivity is achieved, and how mass conservation is ensured when switching between the two models. Numerical results are verified against fine bulk simulations. Applications to cleaning simulations in the food industry, and rain-on-car simulations are also presented.
文献中提出了各种薄膜流动模型来研究流体在薄层中的流动。这些模型已被广泛应用于仅以流体薄膜为研究对象的情况。然而,当大量流动的流体撞击曲面并在其上形成一层薄薄的流体时,这些模型就不适用了。这种情况通常会发生,例如,在食品工业的清洁过程中。这种流动的模拟通常依赖于体积(3D)流体模型,在薄流动区域具有过于精细的分辨率,这使得它们非常昂贵。在这次演讲中,我们提出了一种新的自适应流体建模框架来模拟耦合体-表面流体流动。所提出的框架使用传统的3D Navier- Stokes模型进行散装流体流动,并在适当的时候切换到伪2D薄膜流动模型。该方法自动识别薄膜模型适用的区域,并自适应地改变所使用的流体模型。在这次演讲中,我们将讨论如何实现模型自适应,以及如何在两个模型之间切换时确保质量守恒。数值结果与精细体模拟结果进行了验证。还介绍了在食品工业中的清洁模拟和汽车上的雨水模拟中的应用。
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引用次数: 0
Quadrilateral Mesh Untangling and Mesh Quality Improvement Via Multiobjective Mesh Optimization 基于多目标网格优化的四边形网格解缠及网格质量改善
Pub Date : 1900-01-01 DOI: 10.23967/admos.2023.066
M. Moradi, Suzanne Shontz
Computational simulations of physical phenomena, such as fluid dynamics or structural analysis, involve the numerical solution of partial differential equations (PDEs) on computational meshes. It is crucial that the PDEs be solved both accurately and efficiently to obtain reliable simulation results. Computational fluid dynamics simulations which employ quadrilateral meshes typically result in more accurate solutions than those which use triangular meshes since quadrilateral elements can be better aligned with the fluid flow. In addition, quadrilateral meshes typically contain fewer elements than triangular meshes and thus result in more efficient simulations. Furthermore, quadrilateral meshes are often preferred in dynamic simulations, such as car crashes or fracture studies, since constant-strain triangular elements typically perform poorly on bending problems. For meshes used in finite element analysis, a mesh is said to be explicitly tangled if one or more elements has a negative Jacobian determinant. Whereas the mesh is said to be implicitly tangled if one or more elements is partially inverted. Meshes can become tangled through mesh deformation or smoothing or by other means. Hence, mesh untangling and mesh quality improvement are two important areas of investigation. Traditionally, two separate optimization problems were solved in a sequential manner to untangle the mesh and improve its quality. In this talk, we will present our multiobjective optimization methods for mesh untangling and quality improvement. The methods solve a single optimization problem. The objective functions are developed by combining separate objective functions for untangling and mesh quality improvement in a single objective function using ``no articulation of preferences” [
物理现象的计算模拟,如流体动力学或结构分析,涉及在计算网格上的偏微分方程(PDEs)的数值解。为了获得可靠的仿真结果,精确、高效地求解偏微分方程至关重要。采用四边形网格的计算流体动力学模拟通常比使用三角形网格的计算流体动力学模拟得到更精确的解,因为四边形单元可以更好地与流体流动对齐。此外,四边形网格通常比三角形网格包含更少的元素,从而导致更有效的模拟。此外,在动态模拟中,四边形网格通常是首选,例如汽车碰撞或断裂研究,因为恒定应变三角形单元通常在弯曲问题上表现不佳。对于有限元分析中使用的网格,如果一个或多个单元具有负的雅可比行列式,则网格被称为显式纠缠。然而,如果一个或多个元素部分倒置,则网格被称为隐式纠缠。通过网格变形或平滑或其他方式,网格可以变得纠结。因此,网格解缠和网格质量改善是两个重要的研究领域。传统的优化方法是依次解决两个独立的优化问题,以解网格的缠结,提高网格质量。在这次演讲中,我们将介绍我们的网格解缠和质量改进的多目标优化方法。这些方法解决了单个优化问题。目标函数是利用“无偏好衔接”的方法,将解缠和改善网格质量的不同目标函数结合在一个单一的目标函数中开发出来的[
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引用次数: 0
Surrogate Models of Geometrically Parameterized Flow Systems 几何参数化流动系统的代理模型
Pub Date : 1900-01-01 DOI: 10.23967/admos.2023.074
A. Huerta, A. Borrás, R. Perelló-Ribas, M. Giacomini
Detailed simulations of complex flow systems to determine critical quantities of interest (QoI) are often unaffordable due to their computational cost. At the same time, simplified models are usually not sufficiently accurate to achieve the precision required by physicists and engineers to provide reliable estimates of QoI. This computational bottleneck is a major challenge for the effective conception, design and operation of industrial systems, especially when geometric parameters are involved. A brief overview of recent a priori and a posteriori ROM strategies for geometrically parametrized incompressible flows is recalled first [1,2]. Then, the optimal strokes for the push-me-pull-you (PMPY), simplified model of an euglenoid micro-swimmer, are determined thanks to the explicit separated expression of the forces and velocity calculated by virtue of the non-intrusive Encapsulated PGD [3]. An alternative strategy is also explored to construct response surfaces of QoI, explicitly depending on the design parameters. The resulting methodology to treat complex systems is demonstrated through parametric studies involving viscous incompressible flows of interest in science and the automotive industry for many-queries problems like shape or path optimization.
复杂流系统的详细模拟,以确定关键的兴趣量(qi)往往是负担不起的,因为他们的计算成本。同时,简化模型通常不够精确,无法达到物理学家和工程师提供可靠的qi估计所需的精度。这种计算瓶颈是工业系统有效构思、设计和运行的主要挑战,特别是当涉及几何参数时。首先回顾了几何参数化不可压缩流的先验和后验ROM策略的简要概述[1,2]。然后,通过非侵入式封装PGD计算的力和速度的明确分离表达式,确定了euglenoid微游泳者简化模型push-me-pull-you (PMPY)的最佳划水[3]。本文还探讨了另一种策略来构建qi的响应面,明确地依赖于设计参数。所得到的处理复杂系统的方法是通过对科学和汽车工业中粘性不可压缩流的参数化研究来证明的,用于许多查询问题,如形状或路径优化。
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引用次数: 0
Error estimation (due to discretization and/or modeling) 误差估计(由于离散化和/或建模)
Pub Date : 1900-01-01 DOI: 10.23967/admos.2023.048
E. Maunder
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引用次数: 0
期刊
XI International Conference on Adaptive Modeling and Simulation
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