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Quantum simulation of discrete linear dynamical systems and simple iterative methods in linear algebra 离散线性动力系统的量子模拟和线性代数中的简单迭代法
Pub Date : 2024-06-01 DOI: 10.1098/rspa.2023.0370
Shi Jin, Nana Liu
Quantum simulation is capable of simulating certain dynamical systems in continuous time—Schrödinger’s equations being the most direct and well known—more efficiently than classical simulation. Any linear dynamical system can in fact be transformed into a system of Schrödinger’s equations via a method called Schrödingerisation (Jin et al. 2022. Quantum simulation of partial differential equations via Schrödingerisation. (https://arxiv.org/abs/2212.13969) and Jin et al. 2023. Phys. Rev. A 108, 032603. (doi:10.1103/PhysRevA.108.032603)). We show how Schrödingerisation allows quantum simulation to be directly used for the simulation of continuous-time versions of general (explicit) iterative schemes or discrete linear dynamical systems. In particular, we use this new method to solve linear systems of equations and for estimating the maximum eigenvector and eigenvalue of a matrix, respectively. This method is applicable using either discrete-variable quantum systems or on hybrid continuous-variable and discrete-variable quantum systems. This framework provides an interesting alternative to solve linear algebra problems using quantum simulation.
与经典模拟相比,量子模拟能够更高效地模拟某些连续时间的动态系统--薛定谔方程是最直接、最著名的动态系统。事实上,任何线性动态系统都可以通过一种称为薛定谔化(Schrödingerisation)的方法转化为薛定谔方程系统(Jin 等,2022 年)。通过薛定谔化实现偏微分方程的量子模拟。(https://arxiv.org/abs/2212.13969)和 Jin 等人,2023。Phys. Rev. A 108, 032603.(doi:10.1103/PhysRevA.108.032603)).我们展示了薛定谔化如何让量子模拟直接用于一般(显式)迭代方案或离散线性动态系统的连续时间版本的模拟。特别是,我们使用这种新方法分别求解线性方程组和估计矩阵的最大特征向量和特征值。这种方法既适用于离散变量量子系统,也适用于连续变量和离散变量混合量子系统。这一框架为利用量子模拟解决线性代数问题提供了一种有趣的选择。
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引用次数: 0
Cluster-based Bayesian approach for noisy and sparse data: application to flow-state estimation 基于聚类的贝叶斯方法用于噪声和稀疏数据:应用于流动状态估计
Pub Date : 2024-06-01 DOI: 10.1098/rspa.2023.0608
F. Kaiser, G. Iacobello, D. Rival
This study presents a cluster-based Bayesian methodology for state estimation under realistic conditions including noisy data from sparse sensors. The proposed approach is interpretable and, building upon previous work on transition networks, explicitly accounts for experimental noise within the data-driven framework by means of data clustering. Experimental measurements are exploited, beyond model training, to quantify the degree of uncertainty (noise) for each trained state. Such noise levels are eventually associated with probability distributions that, when combined with Bayes’ theorem, allow us to perform real-time state estimation. The proposed methodology is tested on two cases of challenging flows generated by an accelerating elliptical plate and also a delta wing experiencing gusts. Results specifically indicate that the proposed approach is robust against the number of clusters, enabling state estimation with a significant order reduction, notably decreasing the computational cost while preserving estimation accuracy. Based on the present findings, the proposed data-driven approach can be employed for realistic state estimation in nonlinear systems where noise, sensor sparsity and nonlinearities represent a challenging scenario.
本研究提出了一种基于聚类的贝叶斯方法,用于在现实条件下(包括来自稀疏传感器的噪声数据)进行状态估计。所提出的方法具有可解释性,并以先前有关过渡网络的工作为基础,通过数据聚类,在数据驱动框架内明确考虑了实验噪声。在模型训练之外,还利用实验测量来量化每个训练状态的不确定性(噪声)程度。这种噪音水平最终与概率分布相关联,结合贝叶斯定理,我们就能进行实时状态估计。我们在加速椭圆板和经历阵风的三角翼所产生的两个具有挑战性的流动案例中测试了所提出的方法。结果特别表明,所提出的方法对簇的数量具有鲁棒性,能以显著减少的阶次进行状态估计,在保持估计精度的同时明显降低了计算成本。基于目前的研究结果,所提出的数据驱动方法可用于非线性系统中的实际状态估计,在这种系统中,噪声、传感器稀疏性和非线性是一个具有挑战性的场景。
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引用次数: 0
Modelling the dynamics of product adoption and abandonment 建立产品采用和放弃的动态模型
Pub Date : 2024-06-01 DOI: 10.1098/rspa.2024.0034
Lingju Kong
We introduce a new compartmental differential equation model to examine the dynamics of user adoption and abandonment within a product context. This model features a nonlinear adoption rate and encompasses two distinct abandonment dynamics: infectious abandonment stemming from interactions among current and past users, and non-infectious abandonment induced by mass media, advertisements or the emergence of new products. Our exploration encompasses discussions on the existence and stability of model equilibria, as well as the derivation of a critical threshold quantity that regulates the model dynamics. Additionally, we establish criteria for backward and forward bifurcations and various forms of Hopf bifurcation. Detailed scrutiny of an associated optimal control problem is undertaken, starting with the establishment of the existence of an optimal control pair, followed by the determination of the requisite system conditions for this control pair. Extensive numerical simulations are conducted to validate the theoretical findings. Finally, we showcase the model’s efficacy by fitting it to historical data on Facebook’s daily active users, employing the derived parameter values to predict future user counts.
我们引入了一个新的分区微分方程模型来研究产品环境中用户采用和放弃的动态。该模型以非线性采用率为特征,包含两种不同的放弃动态:源于当前和过去用户之间互动的感染性放弃,以及由大众媒体、广告或新产品的出现引起的非感染性放弃。我们的探索包括对模型均衡的存在性和稳定性的讨论,以及推导出调节模型动态的临界阈值量。此外,我们还建立了后向和前向分岔的标准以及各种形式的霍普夫分岔。我们对相关的最优控制问题进行了详细审查,首先确定了最优控制对的存在性,然后确定了该控制对所需的系统条件。我们还进行了大量的数值模拟,以验证理论结论。最后,我们将该模型与 Facebook 每日活跃用户的历史数据进行拟合,利用得出的参数值预测未来的用户数量,从而展示该模型的功效。
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引用次数: 0
Localized pattern formation: semi-strong interaction asymptotic analysis for three components model 局部模式形成:三分量模型的半强相互作用渐近分析
Pub Date : 2024-01-01 DOI: 10.1098/rspa.2023.0591
Fahad Al Saadi, Chunyi Gai, Mark Nelson
We investigate a three-component system involving the Belousov–Zhabotinsky reaction in water-in-oil microemulsions. Our goal is to investigate the connection between homoclinic snaking and semi-strength interaction in a three-variable reaction–diffusion system. A two-parameter bifurcation diagram of homogeneous, periodic and localized patterns is obtained numerically, and a natural asymptotic scaling for semi-strong interaction theory is found where an activator source term a=O(δ1) and b=O(δ1), with δ1≪1 being the diffusion ratio. Under this regime, singular perturbation techniques are used to construct localized steady-state patterns, and new types of non-local eigenvalue problems (NLEP) are derived to determine the stability of these patterns to O(1) time-scale instabilities. We extend the scope of the NLEP by considering a general scenario where both time-scaling parameters are non-zero. All analytical results are found to agree with numerics. Further numerical results are presented on the location of various types of breathing Hopf instability for localized patterns.
我们研究了油包水微乳液中涉及别洛索夫-扎博金斯基反应的三组分体系。我们的目标是研究三变量反应-扩散体系中的同次旋涡和半强度相互作用之间的联系。我们用数值方法得到了同线性、周期性和局部模式的双参数分岔图,并找到了半强相互作用理论的自然渐近比例,其中激活剂源项 a=O(δ1) 和 b=O(δ1),δ1≪1 是扩散比。在这种情况下,我们使用奇异扰动技术来构建局部稳态模式,并推导出新型非局部特征值问题(NLEP),以确定这些模式对 O(1) 时间尺度不稳定性的稳定性。我们考虑了两个时间尺度参数都非零的一般情况,从而扩展了非局部特征值问题的范围。所有分析结果都与数值结果一致。进一步的数值结果显示了局部模式的各种呼吸霍普夫不稳定性的位置。
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引用次数: 0
Dynamics of elastic lattices with sliding constraints 具有滑动约束的弹性网格动力学
Pub Date : 2024-01-01 DOI: 10.1098/rspa.2023.0579
D. Bigoni, Sébastien Guenneau, A. Maurel, Kim Pham, L. Cabras, A. Piccolroaz
This study investigates the impact of sliders – constraints acting on elastic rods allowing for a transverse displacement jump while maintaining axial and rotational displacement continuity – on the dynamics of a periodic elastic grid, including the effects of axial preload. The grid is linearly elastic and subject to in-plane incremental deformation, involving normal and shear forces and bending moment. The periodicity of the infinite grid permits a Floquet–Bloch wave analysis and a rigorous dynamic homogenization, leading to an equivalent prestressed elastic solid. The investigation is complemented by ad hoc developed F.E. simulations and perturbations with a pulsating Green’s function. Results show that the sliders create band gaps, flat bands and Dirac cones in the dispersion diagrams and generate macro-instability even for tensile prestress. The latter corresponds to the loss of ellipticity at the parabolic boundary in the equivalent elastic solid and provides a rare example of an almost unexplored form of material instability. Therefore, our results offer design strategies for metamaterials and architected materials showing reversible material instabilities and filtering properties for mechanical signals.
本研究探讨了滑块(作用于弹性杆的约束条件,允许横向位移跳跃,同时保持轴向和旋转位移的连续性)对周期性弹性网格动力学的影响,包括轴向预载的影响。网格为线性弹性网格,受平面内增量变形的影响,包括法向力、剪切力和弯矩。无限网格的周期性允许进行 Floquet-Bloch 波分析和严格的动态均质化,从而得到等效的预应力弹性固体。这项研究还辅以专门开发的 F.E.模拟和脉动格林函数扰动。结果表明,滑块会在频散图中产生带隙、平带和狄拉克锥,甚至在拉伸预应力时也会产生宏观不稳定性。后者与等效弹性实体抛物线边界的椭圆性丧失相对应,提供了一个几乎未被探索的材料不稳定性形式的罕见实例。因此,我们的研究结果为超材料和结构材料提供了设计策略,这些材料显示了可逆的材料不稳定性和机械信号滤波特性。
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引用次数: 0
A constitutive model for transversely isotropic dispersive materials 横向各向同性分散材料的构成模型
Pub Date : 2024-01-01 DOI: 10.1098/rspa.2023.0374
A. Amendola, J. de Castro Motta, G. Saccomandi, L. Vergori
Due to their intrinsic complexity, it is not easy to model the mechanical behaviour of biomaterials. Despite the challenges they faced, some researchers have presented mathematical models to describe some aspects of the mechanical response of soft tissues. Since most of the materials of biological interest are composites made of different constituents reinforced by collagen and/or elastin fibres, material dispersion and anisotropy are non-negligible. Within the theory of elasticity, several models for anisotropic materials have been developed. The same cannot be said for anisotropic dispersive materials. The models available in the literature that account for material dispersion are valid only for isotropic materials. This paper aims at introducing a very general model for anisotropic dispersion in transversely isotropic bodies within the theory of simple materials of differential type. Our model has the potential to represent a first step towards a better understanding of the mechanical response of fibre-reinforced soft materials.
由于生物材料本身的复杂性,为其机械行为建模并非易事。尽管面临挑战,一些研究人员还是提出了数学模型来描述软组织机械响应的某些方面。由于大多数生物材料都是由胶原蛋白和/或弹性纤维增强的不同成分组成的复合材料,因此材料的分散性和各向异性是不可忽视的。在弹性理论中,已经建立了多个各向异性材料模型。但对于各向异性的分散材料来说,情况却并非如此。文献中现有的材料分散模型仅适用于各向同性材料。本文的目的是在微分型简单材料理论中,为横向各向同性体中的各向异性色散引入一个非常通用的模型。我们的模型有望为更好地理解纤维增强软材料的机械响应迈出第一步。
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引用次数: 0
Bifurcations of an elastic disc coated with an elastic inextensible rod 涂有不可拉伸弹性杆的弹性圆盘的分叉
Pub Date : 2024-01-01 DOI: 10.1098/rspa.2023.0491
M. Gaibotti, S. Mogilevskaya, A. Piccolroaz, D. Bigoni
An analytical solution is derived for the bifurcations of an elastic disc that is constrained on the boundary with an isoperimetric Cosserat coating. The latter is treated as an elastic circular rod, either perfectly or partially bonded (with a slip interface in the latter case) and is subjected to three different types of uniformly distributed radial loads (including hydrostatic pressure). The proposed solution technique employs complex potentials to treat the disc’s interior and incremental Lagrangian equations to describe the prestressed elastic rod modelling the coating. The bifurcations of the disc occur with modes characterized by different circumferential wavenumbers, ranging between ovalization and high-order waviness, as a function of the ratio between the elastic stiffness of the disc and the bending stiffness of its coating. The presented results find applications in various fields, such as coated fibres, mechanical rollers, and the growth and morphogenesis of plants and fruits.
针对边界上有等周科塞拉特涂层约束的弹性圆盘的分叉问题,提出了一种解析解。后者被视为完全粘合或部分粘合(在后一种情况下为滑移界面)的弹性圆棒,受到三种不同类型的均匀分布径向载荷(包括静水压力)的作用。所提出的求解技术采用复杂势能来处理圆盘内部,并采用增量拉格朗日方程来描述涂层模型中的预应力弹性杆。作为圆盘弹性刚度与其涂层弯曲刚度之间比率的函数,圆盘的分叉以不同的圆周波数为特征,介于椭圆化和高阶波形之间。研究结果可应用于多个领域,如涂层纤维、机械辊以及植物和水果的生长和形态发生。
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引用次数: 0
General efficiency relation for dissipative molecular machines 耗散分子机器的一般效率关系
Pub Date : 2024-01-01 DOI: 10.1098/rspa.2023.0388
Milo M. Lin
Living systems use chemical fuel to process information, assemble structures and maintain fluxes. Many of these processes are dissipative: energy is consumed purely to maintain non-equilibrium steady-state outputs. How efficiently the input energy is transduced toward the output dissipation as opposed to being lost during intermediate steps, and whether the efficiency is constrained by general principles or specific fine-tuning, are open questions. Here, applying a recent mapping from non-equilibrium systems to battery-resistor circuits, an analytic expression for the efficiency of any dissipative molecular machine driven by a chemical potential difference is derived. This expression disentangles the chemical potential from the machine’s details, whose effect on the efficiency is fully specified by a constant called the load resistance. The efficiency passes through an inflection point separating totally inefficient machines from efficient machines if the balance between chemical potential difference and load resistance exceeds thermal noise. This explains all-or-none dynein stepping with increasing ATP concentration observed in single-molecule experiments. These results indicate that energy transduction in living systems is efficient not because of idiosyncratic optimization of biomolecules, but rather because the concentration of chemical fuel is kept above a threshold level.
生命系统使用化学燃料来处理信息、组装结构和维持通量。其中许多过程都是耗散性的:能量消耗纯粹是为了维持非平衡稳态输出。输入能量如何有效地转化为输出耗散,而不是在中间步骤中损失掉,以及这种效率是受一般原理的制约还是受特定微调的制约,这些都是有待解决的问题。在此,应用最近从非平衡系统到电池-电阻电路的映射,得出了由化学势差驱动的任何耗散分子机器效率的解析表达式。该表达式将化学势与机器的细节分离开来,而细节对效率的影响完全由一个称为负载电阻的常数来确定。如果化学势差和负载电阻之间的平衡超过热噪声,则效率会通过一个拐点,将完全低效的机器与高效的机器区分开来。这就解释了在单分子实验中观察到的随着 ATP 浓度的增加,动力蛋白步进全有或全无的现象。这些结果表明,生命系统中的能量转换之所以高效,不是因为生物分子的特异性优化,而是因为化学燃料的浓度保持在阈值水平之上。
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引用次数: 0
Kinematics and dynamics of non-developable origami 不可展开折纸的运动学和动力学
Pub Date : 2024-01-01 DOI: 10.1098/rspa.2023.0610
Yu Zou, F. Feng, Ke Liu, Pengyu Lv, Huiling Duan
Non-developable origami is a unique type of origami structures that cannot be unfolded into a flat sheet without stretching. In this work, we study the kinematics and dynamics of such origami, theoretically, numerically and experimentally, considering rigid panels and stretchable creases. Unlike developable origami, we find that non-developable origami exhibits distinct folding angle relationships, leading to several separate branches in its kinematic configuration space with snap-through and locking behaviours. By modelling the creases as stretchable torsional springs, we derive a dynamic model to analyse the deployment of non-developable origami structures, from single-vertex origami to origami chains. Our dynamic model unveils the snap-through behaviour between the two kinematics branches of the single-vertex non-developable origami structure, which is further validated by experiments with excellent agreement. We believe that our kinematic and dynamic framework of non-developable origami will greatly expand the current design space of origami structures and guide the design of novel origami actuators.
不可展开折纸是一种独特的折纸结构,它不能在不拉伸的情况下展开成平面。在这项工作中,我们通过理论、数值和实验研究了这种折纸的运动学和动力学,并考虑了刚性面板和可拉伸折痕。与可展开折纸不同,我们发现不可展开折纸表现出截然不同的折叠角度关系,从而在其运动学配置空间中形成了几个独立的分支,具有卡穿和锁定行为。通过将折痕建模为可拉伸的扭转弹簧,我们推导出一个动态模型,用于分析不可展开折纸结构的展开,从单折线折纸到折纸链。我们的动态模型揭示了单顶点不可展开折纸结构的两个运动学分支之间的 "快穿 "行为,实验进一步验证了这一行为,两者非常吻合。我们相信,我们关于不可展开折纸的运动学和动力学框架将极大地拓展当前折纸结构的设计空间,并指导新型折纸致动器的设计。
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引用次数: 0
Organ registration from partial surface data in augmented surgery from an optimal control perspective 从优化控制角度看增强手术中部分表面数据的器官配准
Pub Date : 2024-01-01 DOI: 10.1098/rspa.2023.0197
Stephane Cotin, Guillaume Mestdagh, Yannick Privat
We address the problem of organ registration in augmented surgery, where the deformation of the patient’s organ is reconstructed in real-time from a partial observation of its surface. Physics-based registration methods rely on adding artificial forces to drive the registration, which may result in implausible displacement fields. In this paper, we look at this inverse problem through the lens of optimal control, in an attempt to reconstruct a physically consistent surface load. The resulting optimization problem features an elastic model, a least-squares data attachment term based on orthogonal projections, and an admissible set of surface loads defined prior to reconstruction in the mechanical model. After a discussion about the existence of solutions, we analyse the necessary optimality conditions and use them to derive a suitable optimization algorithm. We implement an adjoint method and we test our approach on multiple examples, including the so-called Sparse Data Challenge. We obtain very promising results, that illustrate the feasibility of our approach with linear and nonlinear models.
我们要解决的是增强手术中的器官配准问题,即根据对器官表面的部分观察实时重建患者器官的变形。基于物理的配准方法依赖于添加人造力来驱动配准,这可能会导致难以置信的位移场。在本文中,我们从优化控制的角度来研究这个逆向问题,试图重建物理上一致的表面载荷。由此产生的优化问题包括一个弹性模型、一个基于正交投影的最小二乘数据附着项,以及在机械模型中重建之前定义的一组可接受的表面载荷。在讨论了解的存在性之后,我们分析了必要的最优条件,并利用这些条件推导出合适的优化算法。我们实施了一种邻接法,并在多个实例(包括所谓的稀疏数据挑战赛)上测试了我们的方法。我们获得了非常有前景的结果,说明了我们的方法在线性和非线性模型中的可行性。
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引用次数: 0
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Proceedings of the Royal Society A
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