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Data-driven confidence bound for structural response using segmented least squares: a mixed-integer programming approach 使用分段最小二乘法的结构响应数据驱动置信度:一种混合整数编程方法
IF 0.9 4区 数学 Q3 MATHEMATICS, APPLIED Pub Date : 2024-07-02 DOI: 10.1007/s13160-024-00657-3
Yoshihiro Kanno

As one of data-driven approaches to computational mechanics in elasticity, this paper presents a method finding a bound for structural response, taking uncertainty in a material data set into account. For construction of an uncertainty set, we adopt the segmented least squares so that a data set that is not fitted well by the linear regression model can be dealt with. Since the obtained uncertainty set is nonconvex, the optimization problem solved for the uncertainty analysis is nonconvex. We recast this optimization problem as a mixed-integer programming problem to find a global optimal solution. This global optimality, together with a fundamental property of the order statistics, guarantees that the obtained bound for the structural response is conservative, in the sense that, at least a specified confidence level, probability that the structural response is in this bound is no smaller than a specified target value. We present numerical examples for three different types of skeletal structures.

作为弹性计算力学的数据驱动方法之一,本文提出了一种考虑到材料数据集不确定性的结构响应约束的方法。在构建不确定性集时,我们采用了分段最小二乘法,这样就可以处理线性回归模型拟合效果不佳的数据集。由于得到的不确定度集是非凸的,因此不确定度分析的优化问题也是非凸的。我们将这一优化问题重塑为混合整数编程问题,以找到全局最优解。这种全局最优性以及阶次统计的基本属性保证了所获得的结构响应约束是保守的,即至少在指定的置信水平下,结构响应在此约束内的概率不小于指定的目标值。我们给出了三种不同类型骨架结构的数值示例。
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引用次数: 0
Discrepancy between regulations and practice in initial margin calculation 初始保证金计算方面的法规与实践之间的差异
IF 0.9 4区 数学 Q3 MATHEMATICS, APPLIED Pub Date : 2024-06-28 DOI: 10.1007/s13160-024-00660-8
Ryosuke Kitani, Hidetoshi Nakagawa

Counterparty risk remains an issue in over-the-counter derivative transactions following the 2008 financial crisis. While the margin for a derivative transaction can only be transferred until just before the counterparty’s default, the exposure of the derivative transaction can vary stochastically during the margin period of risk, that is, the period from the counterparty’s default to the actual closing-out of the transaction. Thus, the anticipated positive exposure may not be recognized, resulting in counterparty risk. Considering it is difficult to calculate the initial margin (IM) according to the regulations, IM has been calculated in practice using a simplified method proposed by the International Swaps and Derivatives Association (ISDA), which is called the ISDA Standard Initial Margin Model (“ISDA SIMM”). In this study, we derive an approximate formula for some counterparty risk indicators for a stochastic volatility model and illustrate numerical analyses for a call option in the SABR model as an example to examine the effect of the discrepancy between regulations and practices in margin calculation. Our results imply that the IM calculated in practice may be insufficient for counterparty risk management, particularly when the market is volatile.

2008 年金融危机之后,交易对手风险仍然是场外衍生品交易中的一个问题。虽然衍生品交易的保证金只能在交易对手违约前转移,但在保证金风险期内,即从交易对手违约到交易实际平仓期间,衍生品交易的风险敞口可能会随机变化。因此,预期的正风险可能无法确认,从而导致交易对手风险。考虑到按照规定计算初始保证金(IM)比较困难,在实践中,IM 的计算采用了国际掉期及衍生工具协会(ISDA)提出的简化方法,即 ISDA 标准初始保证金模型("ISDA SIMM")。在本研究中,我们推导出随机波动率模型中一些交易对手风险指标的近似公式,并以 SABR 模型中的看涨期权为例进行数值分析,以检验法规与实践在保证金计算中的差异所产生的影响。我们的结果表明,实践中计算的 IM 可能不足以进行交易对手风险管理,尤其是在市场波动较大的情况下。
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引用次数: 0
Infinity norm bounds for the inverse of generalized $${SDD_2}$$ matrices with applications 广义 $${SDD_2}$ 矩阵逆的无穷规范边界及其应用
IF 0.9 4区 数学 Q3 Engineering Pub Date : 2024-05-23 DOI: 10.1007/s13160-024-00658-2
Qin Li, Wenwen Ran, Fengmei Wang
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引用次数: 0
Single-step PMQHSS and new PMQHSS methods for complex symmetric linear systems with strongly dominant skew-Hermitian parts 针对具有强主导偏斜-赫米蒂部分的复杂对称线性系统的单步 PMQHSS 和新 PMQHSS 方法
IF 0.9 4区 数学 Q3 Engineering Pub Date : 2024-05-14 DOI: 10.1007/s13160-024-00659-1
Beibei Li, Jingjing Cui, Zhengge Huang, Xiaofeng Xie
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引用次数: 0
Coarse-grid operator optimization in multigrid reduction in time for time-dependent Stokes and Oseen problems 针对时间相关斯托克斯和奥森问题的多网格时间缩减中的粗网格算子优化
IF 0.9 4区 数学 Q3 Engineering Pub Date : 2024-04-26 DOI: 10.1007/s13160-024-00652-8
Ryo Yoda, Matthias Bolten, Kengo Nakajima, Akihiro Fujii

Multigrid reduction in time (MGRIT), one of the most popular parallel-in-time approaches, extracts temporal parallelism by constructing coarse grids in the time direction. The coarse-grid operator optimization method for MGRIT has achieved high convergence for one of the hyperbolic problems that had poor convergence performance: the one-dimensional linear advection problems with constant coefficients. This paper applies this optimization method to two-dimensional linear time-dependent Stokes and Oseen problems using the pressure projection and the staggered grid discretization methods. Although the time-stepping operator involves the projection operator, the commutativity in the periodic boundary conditions allows a similar adaptation of the coarse-grid operator optimization for scalar equations. This method can also be applied to Dirichlet boundary problems by modifying the operator obtained based on the assumption of periodic boundary conditions. We demonstrate that MGRIT can achieve reasonable convergence rates for these problems with a practical number of non-zero elements by using the optimization method. Numerical experiments show convergence estimates for periodic boundary problems, applications to Dirichlet boundary problems, and parallel results compared to the sequential time-stepping method.

多网格时间还原法(MGRIT)是最流行的并行时间方法之一,它通过在时间方向上构建粗网格来提取时间并行性。MGRIT 的粗网格算子优化方法对收敛性较差的双曲问题之一--具有常数系数的一维线性平流问题--实现了较高的收敛性。本文利用压力投影和交错网格离散化方法,将这种优化方法应用于二维线性时变斯托克斯和奥森问题。虽然时间步进算子涉及投影算子,但周期性边界条件的交换性允许对标量方程的粗网格算子优化进行类似的调整。通过修改基于周期性边界条件假设得到的算子,这种方法也可应用于 Dirichlet 边界问题。我们证明,MGRIT 可以通过使用优化方法,在实际非零元素数量的情况下,对这些问题实现合理的收敛率。数值实验显示了周期性边界问题的收敛估计值、对 Dirichlet 边界问题的应用,以及与顺序时间步法相比的并行结果。
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引用次数: 0
Computational algorithms for solving optimal control in linear elasticity 解决线性弹性优化控制的计算算法
IF 0.9 4区 数学 Q3 Engineering Pub Date : 2024-04-24 DOI: 10.1007/s13160-024-00654-6
Ta Thi Thanh Mai, Nguyen Quang Huy
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引用次数: 0
Heat convections in the horizontal layer with non-uniform heat supply 非均匀供热水平层中的热对流
IF 0.9 4区 数学 Q3 Engineering Pub Date : 2024-04-20 DOI: 10.1007/s13160-024-00655-5
Hiroshi Fujiwara, Takaaki Nishida

A thermal convection in horizontal fluid layer under gravity is considered. The fluid is heated from above non-uniformly. An existence theorem of stationary solutions is proved and some flow patterns are shown by numerical computations.

考虑了重力作用下水平流体层中的热对流。流体从上方非均匀地加热。证明了静止解的存在定理,并通过数值计算展示了一些流动模式。
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引用次数: 0
Some mathematical properties of the premium function and ruin probability of a generalized Cramér–Lundberg model driven by mixed poisson processes 由混合泊松过程驱动的广义克拉梅尔-伦德伯格模型的溢价函数和毁损概率的一些数学特性
IF 0.9 4区 数学 Q3 Engineering Pub Date : 2024-04-12 DOI: 10.1007/s13160-024-00656-4
Masashi Tomita, Koichiro Takaoka, Motokazu Ishizaka

This paper derives several mathematical properties of the generalized Cramér–Lundberg model proposed by Tomita et al. (J. Appl. Probab. 59(3):849-859, 2022). The model extends the Bayesian-estimator model of Dubey. (Versicherungsmathematiker. 2:130-141, 1977) to the case of multiple insurance policies. We study the instantaneous premium function and the dependence structure of the ruin probability on the intensity of the driving mixed Poisson process. In particular, we show that the conditional ruin probability is monotonic with respect to the intensity value under certain assumptions. Monte Carlo simulations suggest that, without these assumptions, the monotonicity does not generally hold. Our study contributes to the risk management of insurance companies in the sense that it reveals how the difference between the assumed and true distribution of the risk factor affects the ruin probability.

本文推导了 Tomita 等人提出的广义 Cramér-Lundberg 模型(J. Appl.59(3):849-859, 2022).该模型扩展了 Dubey 的贝叶斯估计模型。(Versicherungsmathematiker.我们研究了瞬时保费函数和毁损概率对驱动混合泊松过程强度的依赖结构。我们特别指出,在某些假设条件下,条件毁损概率与强度值是单调的。蒙特卡罗模拟表明,如果没有这些假设,单调性一般不会成立。我们的研究有助于保险公司的风险管理,因为它揭示了风险因素的假定分布与真实分布之间的差异如何影响毁损概率。
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引用次数: 0
Multi-stage Euler–Maruyama methods for backward stochastic differential equations driven by continuous-time Markov chains 连续时间马尔可夫链驱动的后向随机微分方程的多阶段欧拉-马鲁山方法
IF 0.9 4区 数学 Q3 Engineering Pub Date : 2024-04-04 DOI: 10.1007/s13160-024-00649-3
Akihiro Kaneko

Numerical methods for computing the solutions of Markov backward stochastic differential equations (BSDEs) driven by continuous-time Markov chains (CTMCs) are explored. The main contributions of this paper are as follows: (1) we observe that Euler-Maruyama temporal discretization methods for solving Markov BSDEs driven by CTMCs are equivalent to exponential integrators for solving the associated systems of ordinary differential equations (ODEs); (2) we introduce multi-stage Euler–Maruyama methods for effectively solving “stiff” Markov BSDEs driven by CTMCs; these BSDEs typically arise from the spatial discretization of Markov BSDEs driven by Brownian motion; (3) we propose a multilevel spatial discretization method on sparse grids that efficiently approximates high-dimensional Markov BSDEs driven by Brownian motion with a combination of multiple Markov BSDEs driven by CTMCs on grids with different resolutions. We also illustrate the effectiveness of the presented methods with a number of numerical experiments in which we treat nonlinear BSDEs arising from option pricing problems in finance.

本文探讨了计算连续时间马尔可夫链(CTMC)驱动的马尔可夫后向随机微分方程(BSDE)解的数值方法。本文的主要贡献如下:(1) 我们发现用于求解由 CTMC 驱动的马尔可夫 BSDE 的 Euler-Maruyama 时间离散化方法等同于求解相关常微分方程(ODE)系统的指数积分器;(2) 我们引入了多阶段 Euler-Maruyama 方法,用于有效求解由 CTMC 驱动的 "刚性 "马尔可夫 BSDE;(3) 我们提出了一种稀疏网格上的多级空间离散化方法,该方法可以在不同分辨率的网格上,通过多个由 CTMC 驱动的马尔可夫 BSDE 的组合,有效逼近由布朗运动驱动的高维马尔可夫 BSDE。我们还通过一些数值实验来说明所介绍方法的有效性,其中我们处理了金融期权定价问题中产生的非线性 BSDE。
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引用次数: 0
Decentralized distributed parameter tuning model to generate unidirectional movements 生成单向运动的分散分布式参数调整模型
IF 0.9 4区 数学 Q3 Engineering Pub Date : 2024-04-04 DOI: 10.1007/s13160-024-00653-7
Takumi Horita, Kei-Ichi Ueda

This study proposes a module designed for the automatic parameter control of peristaltic locomotion systems. The module comprises two populations of oscillators, each responsible for controlling the phase of periodic elongation–contraction motion and the friction force exerted by the ground, respectively. The parameter control algorithm operates independently in each module, with parameters updated through a selection algorithm applied to the elements in each module. Peristaltic locomotion systems, equipped with the proposed modules in the body segments, exhibit autonomous parameter controls, resulting in stable unidirectional locomotion. Consequently, the system can adapt to various environmental changes. Because the modules do not interact with each other, the system acts as a decentralized distributed system; thus, it is scalable to several body segments.

本研究提出了一种用于蠕动运动系统自动参数控制的模块。该模块由两组振荡器组成,分别负责控制周期性伸缩运动的相位和地面施加的摩擦力。参数控制算法在每个模块中独立运行,参数通过应用于每个模块中元素的选择算法进行更新。蠕动运动系统的体节中配备了所提出的模块,可进行自主参数控制,从而实现稳定的单向运动。因此,该系统可以适应各种环境变化。由于模块之间互不影响,该系统就像一个分散的分布式系统,因此可扩展到多个体节。
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Japan Journal of Industrial and Applied Mathematics
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