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Determining cost-efficient controls of electrical energy storages using dynamic programming 利用动态编程确定具有成本效益的电能储存控制方法
IF 2.6 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-02-12 DOI: 10.1186/s13362-024-00140-1
Michael Stiglmayr, Svenja Uhlemeyer, Björn Uhlemeyer, Markus Zdrallek
Volatile electrical energy prices are a challenge and an opportunity for small and medium-sized companies in energy-intensive industries. By using electrical energy storage and/or an adaptation of production processes, companies can significantly profit from time-depending energy prices and reduce their energy costs. We consider a time-discrete optimal control problem to reach a desired final state of the energy storage at a certain time step. Thereby, the energy input is discrete since only multiples of 100 kWh can be purchased at the EPEX SPOT market. We use available price estimates to minimize the total energy cost by a rounding based dynamic programming approach. With our model non-linear energy loss functions of the storage can be considered and we obtain a significant speed-up compared to the integer (linear) programming formulation.
对于能源密集型行业的中小型企业来说,电能价格的波动既是挑战,也是机遇。通过使用电能存储和/或调整生产流程,企业可以从随时间变化的能源价格中大幅获利,并降低能源成本。我们考虑的是一个时间离散最优控制问题,即在某一时间步达到所需的储能最终状态。因此,能源输入是离散的,因为在 EPEX SPOT 市场上只能购买 100 千瓦时的倍数。我们利用现有的价格估算,通过基于四舍五入的动态编程方法使总能源成本最小化。我们的模型可以考虑存储的非线性能量损失函数,与整数(线性)编程公式相比,我们的计算速度显著提高。
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引用次数: 0
Respiratory particles: from analytical estimates to disease transmission 呼吸道微粒:从分析估计到疾病传播
IF 2.6 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-01-12 DOI: 10.1186/s13362-023-00139-0
J. A. Ferreira, P. Oliveira, P. Silva
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引用次数: 0
High fidelity adaptive mirror simulations with reduced order models. 利用减阶模型进行高保真自适应反射镜模拟。
IF 1.2 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-01-01 Epub Date: 2024-09-06 DOI: 10.1186/s13362-024-00158-5
Bernadett Stadler, Roberto Biasi, Mauro Manetti, Andreas Obereder, Ronny Ramlau, Matteo Tintori

In the design process of large adaptive mirrors numerical simulations represent the first step to evaluate the system design compliance in terms of performance, stability and robustness. For the next generation of Extremely Large Telescopes increased system dimensions and bandwidths lead to the need of modeling not only the deformable mirror alone, but also all the system supporting structure or even the full telescope. The capability to perform the simulations with an acceptable amount of time and computational resources is highly dependent on finding appropriate methods to reduce the size of the resulting dynamic models. In this paper we present a framework developed together with the company Microgate to create a reduced order structural model of a large adaptive mirror as a preprocessing step to the control system simulations. The reduced dynamic model is then combined with the remaining system components allowing to simulate the full adaptive mirror in a computationally efficient way. We analyze the feasibility of our reduced models for Microgate's prototype of the adaptive mirror of the Giant Magellan Telescope.

在大型自适应反射镜的设计过程中,数值模拟是评估系统在性能、稳定性和鲁棒性方面是否符合设计要求的第一步。对于下一代超大望远镜,系统尺寸和带宽的增加导致不仅需要对可变形反射镜单独建模,还需要对所有系统支撑结构甚至整个望远镜建模。能否在可接受的时间和计算资源范围内进行模拟,在很大程度上取决于能否找到合适的方法来缩小动态模型的尺寸。在本文中,我们介绍了一个与 Microgate 公司共同开发的框架,用于创建大型自适应反射镜的缩小结构模型,作为控制系统模拟的预处理步骤。然后,将简化的动态模型与其余系统组件相结合,就能以计算效率高的方式模拟完整的自适应反射镜。我们分析了微门公司的巨型麦哲伦望远镜自适应反射镜原型缩小模型的可行性。
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引用次数: 0
Crack modeling via minimum-weight surfaces in 3d Voronoi diagrams 在三维Voronoi图中通过最小重量曲面进行裂纹建模
IF 2.6 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-11-27 DOI: 10.1186/s13362-023-00138-1
Christian Jung, Claudia Redenbach
As the number one building material, concrete is of fundamental importance in civil engineering. Understanding its failure mechanisms is essential for designing sustainable buildings and infrastructure. Micro-computed tomography (μCT) is a well-established tool for virtually assessing crack initiation and propagation in concrete. The reconstructed 3d images can be examined via techniques from the fields of classical image processing and machine learning. Ground truths are a prerequisite for an objective evaluation of crack segmentation methods. Furthermore, they are necessary for training machine learning models. However, manual annotation of large 3d concrete images is not feasible. To tackle the problem of data scarcity, the image pairs of cracked concrete and corresponding ground truth can be synthesized. In this work we propose a novel approach to stochastically model crack structures via Voronoi diagrams. The method is based on minimum-weight surfaces, an extension of shortest paths to 3d. Within a dedicated image processing pipeline, the surfaces are then discretized and embedded into real μCT images of concrete. The method is flexible and fast, such that a variety of different crack structures can be generated in a short amount of time.
混凝土作为第一建筑材料,在土木工程中起着至关重要的作用。了解其失效机制对于设计可持续建筑和基础设施至关重要。微计算机断层扫描(μCT)是一种成熟的虚拟评估混凝土裂缝萌生和扩展的工具。重建的三维图像可以通过经典图像处理和机器学习领域的技术进行检测。对裂缝分割方法进行客观评价的前提条件是真实的。此外,它们对于训练机器学习模型是必要的。然而,手工标注大型三维具体图像是不可行的。为了解决数据稀缺性问题,可以将混凝土裂缝图像对与相应的地面真值进行合成。在这项工作中,我们提出了一种通过Voronoi图随机模拟裂纹结构的新方法。该方法基于最小权曲面,将最短路径扩展到三维。在专用的图像处理管道中,将表面离散并嵌入到真实的混凝土μCT图像中。该方法灵活、快速,可在短时间内生成多种不同的裂纹结构。
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引用次数: 1
Increasing design flexibility by manually adapting the solution space for crashworthiness 通过手动调整解决方案空间以提高设计灵活性
Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-10-12 DOI: 10.1186/s13362-023-00137-2
Paolo Ascia, Volker A. Lange, Fabian Duddeck
Abstract The solution space methodology, as presented in 2013, was meant to guide developers at the very beginning of the development process of a new mechanically crashworthy car. Several attempts were already made to use this methodology at later development stages. However, they all encountered problems related to its very strict and demanding corridors, thus constricting the design parameters. To allow more flexibility, two different approaches were proposed to relax the initial strict conditions. The first introduced temporal dependencies to widen the corridors. The second locally changed the corridors to adapt to the needs of the development, introducing dependencies between components. We, on the contrary, propose a new method to increase flexibility without introducing any kind of dependencies. We manage this by computing the intervals of solution space under user-defined conditions, hence selecting a custom set of independent corridors that fits the data gathered during development; i.e.: force-deformation curves that can be measured during a drop-tower test simulation. This new methodology of the adaptive solution space allows designers to edit the corridors, in order to have more flexibility for fulfilling high-level requirements when independently designing new components.
2013年提出的解决方案空间方法旨在指导开发人员在新机械耐碰撞汽车开发过程的最初阶段。在后期的开发阶段已经进行了几次尝试来使用这种方法。然而,他们都遇到了与其非常严格和苛刻的走廊相关的问题,从而限制了设计参数。为了允许更大的灵活性,提出了两种不同的方法来放宽最初的严格条件。第一个引入了时间依赖性来拓宽走廊。第二个项目在局部改变了走廊,以适应开发的需要,引入了组件之间的依赖关系。相反,我们提出了一种新方法,在不引入任何依赖的情况下增加灵活性。我们通过在用户定义的条件下计算解决方案空间的间隔来管理这一点,从而选择一组适合开发期间收集的数据的自定义独立走廊;即:在跌落塔试验模拟中可以测量的力-变形曲线。这种自适应解决方案空间的新方法允许设计师编辑走廊,以便在独立设计新组件时具有更大的灵活性来满足高级需求。
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引用次数: 0
The modelling of urban running races 城市跑步比赛的建模
IF 2.6 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-08-02 DOI: 10.1186/s13362-023-00136-3
R. Enguiça, Nuno D. Lopes
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引用次数: 0
Dual stochastic descriptions of streamflow dynamics under model ambiguity through a Markovian embedding 基于马尔可夫嵌入的模型模糊下的双随机描述
IF 2.6 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-07-25 DOI: 10.1186/s13362-023-00135-4
H. Yoshioka, Y. Yoshioka
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引用次数: 2
Parallel-in-time optimization of induction motors 感应电动机的并行实时优化
IF 2.6 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-06-22 DOI: 10.1186/s13362-023-00134-5
Jens Hahne, Björn Polenz, Iryna Kulchytska-Ruchka, S. Friedhoff, S. Ulbrich, S. Schöps
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引用次数: 0
Unsupervised deep learning techniques for automatic detection of plant diseases: reducing the need of manual labelling of plant images 用于植物病害自动检测的无监督深度学习技术:减少对植物图像手动标记的需要
IF 2.6 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-05-30 DOI: 10.1186/s13362-023-00133-6
A. Benfenati, P. Causin, R. Oberti, G. Stefanello
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引用次数: 2
A mathematical characterization of anatomically consistent blood capillary networks 解剖学一致性毛细血管网络的数学表征
IF 2.6 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-03-02 DOI: 10.1186/s13362-022-00129-8
M. Bertolini, P. Causin, C. Turrini
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引用次数: 0
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